diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 107457bf..f6c4b2e7 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -23,7 +23,7 @@ concurrency:
 
 env:
   TZ: 'America/Los_Angeles'
-  SQRL_VERSION: '0.10.7'
+  SQRL_VERSION: '0.10.8'
 
 jobs:
   build-and-push:
@@ -44,46 +44,46 @@ jobs:
               compile recommendation_package_kafka.json
 
           - example: credit-card-analytics
-            path: finance-credit-card-chatbot/credit-card-analytics
+            path: finance-credit-card-chatbot
             tag: credit-card-analytics
             test_commands: |
-              compile creditcard_analytics_package_test.json
-              compile creditcard_analytics_package_kafka.json
-              test creditcard_analytics_package_test.json creditcard_analytics_package_jwt.json
+              compile credit-card-analytics/creditcard_analytics_package_test.json
+              compile credit-card-analytics/creditcard_analytics_package_kafka.json
+              test creditcard_analytics_package_test.json creditcard_analytics_package_jwt.json -r credit-card-analytics
           - example: credit-card-rewards
-            path: finance-credit-card-chatbot/credit-card-rewards
+            path: finance-credit-card-chatbot
             tag: credit-card-rewards
             test_commands: |
-              compile creditcard_rewards_package_test.json
-              compile creditcard_rewards_package_kafka.json
-              test creditcard_rewards_package_test.json creditcard_rewards_package_jwt.json
+              compile credit-card-rewards/creditcard_rewards_package_test.json
+              compile credit-card-rewards/creditcard_rewards_package_kafka.json
+              test creditcard_rewards_package_test.json creditcard_rewards_package_jwt.json -r credit-card-rewards
           - example: credit-card-views
-            path: finance-credit-card-chatbot/credit-card-views
+            path: finance-credit-card-chatbot
             tag: credit-card-views
             test_commands: |
-              compile creditcard_views_package_test.json
-              test creditcard_views_package_test.json
+              compile credit-card-views/creditcard_views_package_test.json
+              test credit-card-views/creditcard_views_package_test.json
 
           - example: healthcare-study-analytics
-            path: healthcare-study/healthcare-study-analytics
+            path: healthcare-study
             tag: healthcare-study-analytics
             test_commands: |
-              compile study_analytics_package_test.json
-              test study_analytics_package_test.json
+              compile healthcare-study-analytics/study_analytics_package_test.json
+              test healthcare-study-analytics/study_analytics_package_test.json
           - example: healthcare-study-api
-            path: healthcare-study/healthcare-study-api
+            path: healthcare-study
             tag: healthcare-study-api
             test_commands: |
-              compile study_api_package_api.json
-              compile study_api_package_test.json
-              test study_api_package_test.json
+              compile healthcare-study-api/study_api_package_api.json
+              compile healthcare-study-api/study_api_package_test.json
+              test healthcare-study-api/study_api_package_test.json
           - example: healthcare-study-stream
-            path: healthcare-study/healthcare-study-stream
+            path: healthcare-study
             tag: healthcare-study-stream
             test_commands: |
-              compile study_stream_package_kafka.json
-              compile study_stream_package_test.json
-              test study_stream_package_test.json
+              compile healthcare-study-stream/study_stream_package_kafka.json
+              compile healthcare-study-stream/study_stream_package_test.json
+              test healthcare-study-stream/study_stream_package_test.json
 
           - example: iceberg-dedup
             path: iceberg-data-deduplication
@@ -112,16 +112,16 @@ jobs:
               test logistics_package_test.json
 
           - example: oil-gas-monitoring
-            path: oil-gas-agent-automation/oil-gas-agent-monitoring
+            path: oil-gas-agent-automation
             tag: oil-gas-agent-monitoring
             test_commands: |
-              compile monitoring_agent_package_test.json
+              compile oil-gas-agent-monitoring/monitoring_agent_package_test.json
           - example: oil-gas-operations
-            path: oil-gas-agent-automation/oil-gas-agent-operations
+            path: oil-gas-agent-automation
             tag: oil-gas-agent-operations
             test_commands: |
-              compile operations_agent_package_test.json
-              test operations_agent_package_test.json
+              compile oil-gas-agent-operations/operations_agent_package_test.json
+              test oil-gas-agent-operations/operations_agent_package_test.json
 
           - example: usage-analytics
             path: usage-analytics
@@ -232,7 +232,7 @@ jobs:
             -e AWS_SESSION_TOKEN \
             -e AWS_REGION \
             -e AWS_DEFAULT_REGION \
-            --rm -v "$PWD":/build "$SQRL_IMAGE" $cmd
+            --rm -v "$PWD":/workspace "$SQRL_IMAGE" $cmd
           echo "::endgroup::"
         done
 
@@ -244,8 +244,8 @@ jobs:
         cat <<EOF > ${{ matrix.path }}/Dockerfile
         FROM ${SQRL_IMAGE}
 
-        COPY . /build
-        WORKDIR /build
+        COPY . /workspace
+        WORKDIR /workspace
         EOF
 
     - name: Set up QEMU
@@ -277,7 +277,7 @@ jobs:
     name: Lint GraphQL Schemas
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
 
       - name: Lint GraphQL schemas
         run: |
diff --git a/README.md b/README.md
index bdb1db51..2f3098d9 100644
--- a/README.md
+++ b/README.md
@@ -21,12 +21,12 @@ To compile and run these examples with DataSQRL you need to have a [recent versi
 
 To run the examples on Linux or MacOS, open a terminal and run the following command:
 ```bash
-docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/build datasqrl/cmd:latest run [ARGUMENTS GO HERE]
+docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/workspace datasqrl/cmd:latest run [ARGUMENTS GO HERE]
 ```
 
 If you are on windows using Powershell, you need to reference the local directory with a slightly different syntax:
 ```bash
-docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/build datasqrl/cmd:latest run [ARGUMENTS GO HERE]
+docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/workspace datasqrl/cmd:latest run [ARGUMENTS GO HERE]
 ```
 
 Check the `README.md` in the respective directory for more information on the arguments to run each example. 
@@ -34,7 +34,7 @@ We will be using the Unix syntax, so keep in mind that you have to adjust the co
 
 To compile an example (without running it), use this command:
 ```bash
-docker run -it --rm -v $PWD:/build datasqrl/cmd:latest compile [ARGUMENTS GO HERE]
+docker run -it --rm -v $PWD:/workspace datasqrl/cmd:latest compile [ARGUMENTS GO HERE]
 ```
 
 ## What is DataSQRL?
diff --git a/clickstream-ai-recommendation/README.md b/clickstream-ai-recommendation/README.md
index 7266a7d4..7ea5c7c2 100644
--- a/clickstream-ai-recommendation/README.md
+++ b/clickstream-ai-recommendation/README.md
@@ -25,7 +25,7 @@ This version allows you to add content and clickstream data manually through a G
 
 Run the API version with this command:
 ```bash
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build -e OPENAI_API_KEY=[YOUR_API_KEY_HERE] datasqrl/cmd:latest run -c recommendation_package_api.json
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace -e OPENAI_API_KEY=[YOUR_API_KEY_HERE] datasqrl/cmd:latest run -c recommendation_package_api.json
 ```
 
 Next, open [GraphQL Explorer](http://localhost:8888/v1/graphiql/) and add some content:
@@ -79,7 +79,7 @@ data through a Kafka connector.
 
 To run the pipeline:
 ```bash
-docker run -it -p 8081:8081 -p 8888:8888 -p 9092:9092 --rm -v $PWD:/build -e OPENAI_API_KEY=[YOUR_API_KEY_HERE] datasqrl/cmd:latest run -c recommendation_package_kafka.json
+docker run -it -p 8081:8081 -p 8888:8888 -p 9092:9092 --rm -v $PWD:/workspace -e OPENAI_API_KEY=[YOUR_API_KEY_HERE] datasqrl/cmd:latest run -c recommendation_package_kafka.json
 ```
 
 1. Once everything is started, open another terminal window to add data to Kafka using the
diff --git a/clickstream-ai-recommendation/clickstream-api/clickstream.sqrl b/clickstream-ai-recommendation/clickstream-api/clickstream.sqrl
deleted file mode 100644
index dd031397..00000000
--- a/clickstream-ai-recommendation/clickstream-api/clickstream.sqrl
+++ /dev/null
@@ -1,6 +0,0 @@
-/*+ engine(kafka) */
-CREATE TABLE Clickstream (
-    url STRING NOT NULL,
-    userid STRING NOT NULL,
-    event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
-);
diff --git a/clickstream-ai-recommendation/clickstream-kafka/clickstream.sqrl b/clickstream-ai-recommendation/clickstream-kafka/clickstream.sqrl
deleted file mode 100644
index 37ff5596..00000000
--- a/clickstream-ai-recommendation/clickstream-kafka/clickstream.sqrl
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Clickstream (
-    url STRING NOT NULL,
-    userid STRING NOT NULL,
-    event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR event_time AS event_time - INTERVAL '0.001' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'topic' = 'clickstream',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'clickstream-group',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'format' = 'flexible-json'
-);
diff --git a/clickstream-ai-recommendation/content-api/content.sqrl b/clickstream-ai-recommendation/connectors/api.sqrl
similarity index 52%
rename from clickstream-ai-recommendation/content-api/content.sqrl
rename to clickstream-ai-recommendation/connectors/api.sqrl
index 5176c550..4b48191b 100644
--- a/clickstream-ai-recommendation/content-api/content.sqrl
+++ b/clickstream-ai-recommendation/connectors/api.sqrl
@@ -1,3 +1,10 @@
+/*+ engine(kafka) */
+CREATE TABLE Clickstream (
+    url STRING NOT NULL,
+    userid STRING NOT NULL,
+    event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
+);
+
 /*+ engine(kafka) */
 CREATE TABLE Content (
     url STRING NOT NULL,
diff --git a/clickstream-ai-recommendation/content-kafka/content.sqrl b/clickstream-ai-recommendation/connectors/kafka.sqrl
similarity index 50%
rename from clickstream-ai-recommendation/content-kafka/content.sqrl
rename to clickstream-ai-recommendation/connectors/kafka.sqrl
index 9ad91b04..3319ef13 100644
--- a/clickstream-ai-recommendation/content-kafka/content.sqrl
+++ b/clickstream-ai-recommendation/connectors/kafka.sqrl
@@ -1,3 +1,18 @@
+CREATE TABLE Clickstream (
+    url STRING NOT NULL,
+    userid STRING NOT NULL,
+    event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
+    WATERMARK FOR event_time AS event_time - INTERVAL '0.001' SECOND
+) WITH (
+    'connector' = 'kafka',
+    'topic' = 'clickstream',
+    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
+    'properties.group.id' = 'clickstream-group',
+    'scan.startup.mode' = 'group-offsets',
+    'properties.auto.offset.reset' = 'earliest',
+    'format' = 'flexible-json'
+);
+
 CREATE TABLE Content (
      url STRING NOT NULL,
      title STRING NOT NULL,
@@ -12,4 +27,4 @@ CREATE TABLE Content (
     'scan.startup.mode' = 'group-offsets',
     'properties.auto.offset.reset' = 'earliest',
     'format' = 'flexible-json'
-    );
+);
diff --git a/clickstream-ai-recommendation/content-api/sample_content.jsonl b/clickstream-ai-recommendation/connectors/testdata/sample_content.jsonl
similarity index 100%
rename from clickstream-ai-recommendation/content-api/sample_content.jsonl
rename to clickstream-ai-recommendation/connectors/testdata/sample_content.jsonl
diff --git a/clickstream-ai-recommendation/recommendation.sqrl b/clickstream-ai-recommendation/recommendation.sqrl
index 7942ad99..56196856 100644
--- a/clickstream-ai-recommendation/recommendation.sqrl
+++ b/clickstream-ai-recommendation/recommendation.sqrl
@@ -1,8 +1,5 @@
 /*+no_query */
-IMPORT clickstream-{{variant}}.clickstream.*;
-
-/*+no_query */
-IMPORT content-{{variant}}.content.*;
+IMPORT connectors.{{variant}}.*;
 
 /* Find next page visits within 10 minutes */
 _CoVisits := SELECT b.url AS beforeURL, a.url AS afterURL,
diff --git a/finance-credit-card-chatbot/README.md b/finance-credit-card-chatbot/README.md
index 72d40644..17c1ada2 100644
--- a/finance-credit-card-chatbot/README.md
+++ b/finance-credit-card-chatbot/README.md
@@ -24,7 +24,7 @@ package JSON filename) - the instructions are otherwise identical.
 To run this example, invoke the following command in the example directory on Unix based systems to compile the project:
 ```bash
 cd credit-card-analytics
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest run -c creditcard_analytics_package_test.json
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c creditcard_analytics_package_test.json
 ```
 
 This command stands up the API using [DataSQRL](https://www.datasqrl.com/), a development tool
@@ -42,7 +42,7 @@ To use Kafka as the data source, follow these steps:
 Invoke the following command in the example directory:
 ```bash
 cd credit-card-analytics
-docker run -it -p 8081:8081 -p 8888:8888 -p 9092:9092 --rm -v $PWD:/build datasqrl/cmd:latest run -c creditcard_analytics_package_kafka.json
+docker run -it -p 8081:8081 -p 8888:8888 -p 9092:9092 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c creditcard_analytics_package_kafka.json
 ```
 
 This command stands up the entire data pipeline and all data services, including Kafka.
@@ -76,7 +76,7 @@ any of the main package configurations to secure the endpoints, regardless of ot
 For example, to secure the API with the File data source, invoke the following command in the specific example directory:
 ```bash
 cd credit-card-analytics
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest run \
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest run \
   -c creditcard_analytics_package_test.json \
   -c creditcard_analytics_package_jwt.json
 ```
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/card_assignment.table.sql
deleted file mode 100755
index db5a6dbc..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/card_assignment.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'cardassignment'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant.table.sql
deleted file mode 100755
index 2de462e9..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL  METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchant'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant_reward.table.sql
deleted file mode 100755
index e3895832..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/merchant_reward.table.sql
+++ /dev/null
@@ -1,19 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<
-            cardType STRING,
-            rewardPercentage BIGINT,
-            startTimestamp BIGINT,
-            expirationTimestamp BIGINT
-        >> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchantreward'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/transaction.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/transaction.table.sql
deleted file mode 100755
index 9a5c4a8b..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-kafka/transaction.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'transaction'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/card_assignment.table.sql
deleted file mode 100644
index 9c767777..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/card_assignment.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`customerId`, `cardNo`, `timestamp`) NOT ENFORCED,
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/card_assignment.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant.table.sql
deleted file mode 100644
index 2b517e1e..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant_reward.table.sql
deleted file mode 100644
index 54943851..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant_reward.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<cardType STRING, rewardPercentage BIGINT, startTimestamp BIGINT, expirationTimestamp BIGINT>> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant_reward.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/transaction.table.sql b/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/transaction.table.sql
deleted file mode 100644
index 7c0b2c14..00000000
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/transaction.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL,
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    PRIMARY KEY (`transactionId`, `time`) NOT ENFORCED,
-    WATERMARK FOR `time` AS `time`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/transaction.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics.sqrl b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics.sqrl
index 973e9a99..df963971 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics.sqrl
+++ b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics.sqrl
@@ -1,16 +1,14 @@
 /* Import Data */
-IMPORT creditcard-{{variant}}.merchant AS _MerchantStream;
-IMPORT creditcard-{{variant}}.card_assignment AS _CardAssignmentStream;
-IMPORT creditcard-{{variant}}.transaction AS _Transaction;
+IMPORT `data-catalog`.`sources-{{variant}}` AS ctl;
 
 /* Deduplicate CDC Streams */
-_Merchant       := DISTINCT _MerchantStream ON merchantId ORDER BY updatedTime DESC;
-_CardAssignment := DISTINCT _CardAssignmentStream ON cardNo ORDER BY `timestamp` DESC;
+_Merchant       := DISTINCT ctl.Merchant ON merchantId ORDER BY updatedTime DESC;
+_CardAssignment := DISTINCT ctl.CardAssignment ON cardNo ORDER BY `timestamp` DESC;
 
 /** Enrich credit card transactions with customer and merchant information */
 CustomerTransaction := SELECT t.transactionId, t.cardNo, t.`time`, t.amount, m.name AS merchantName,
                               m.category, c.customerId
-                       FROM _Transaction t
+                       FROM ctl.Transaction t
                         JOIN _CardAssignment FOR SYSTEM_TIME AS OF t.`time` c ON t.cardNo = c.cardNo
                         JOIN _Merchant FOR SYSTEM_TIME AS OF t.`time` m ON t.merchantId = m.merchantId;
 
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_duckdb.json b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_duckdb.json
index a2fd2b90..804c4d4d 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_duckdb.json
+++ b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_duckdb.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "iceberg", "duckdb", "kafka", "flink"],
   "script": {
     "main": "creditcard_analytics.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_kafka.json b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_kafka.json
index cff25331..85942b4e 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_kafka.json
+++ b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_kafka.json
@@ -3,6 +3,11 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "creditcard_analytics.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "kafka"
     }
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_test.json b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_test.json
index b8ce4185..1b96dadc 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_test.json
+++ b/finance-credit-card-chatbot/credit-card-analytics/creditcard_analytics_package_test.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "creditcard_analytics.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   }
 }
diff --git a/finance-credit-card-chatbot/credit-card-analytics/snapshots-jwt/CustomerTransactionTest.snapshot b/finance-credit-card-chatbot/credit-card-analytics/snapshots-jwt/CustomerTransactionTest.snapshot
index 696ae12c..8c234cdf 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/snapshots-jwt/CustomerTransactionTest.snapshot
+++ b/finance-credit-card-chatbot/credit-card-analytics/snapshots-jwt/CustomerTransactionTest.snapshot
@@ -2,7 +2,7 @@
   "data" : {
     "CustomerTransactionTest" : [ {
       "transactionId" : 8571358,
-      "cardNo" : "6771897352274545",
+      "cardNo" : 6771897352274545,
       "time" : "2024-06-05T06:42:05.106Z",
       "amount" : 48.73,
       "merchantName" : "Hayes Group",
@@ -10,7 +10,7 @@
       "customerId" : 2
     }, {
       "transactionId" : 8571374,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "time" : "2024-06-05T06:40:55.077Z",
       "amount" : 1025.86,
       "merchantName" : "Schulist, Leffler and Schneider",
@@ -18,7 +18,7 @@
       "customerId" : 9
     }, {
       "transactionId" : 8571399,
-      "cardNo" : "6771895852360780",
+      "cardNo" : 6771895852360780,
       "time" : "2024-06-05T06:28:53.485Z",
       "amount" : 521.21,
       "merchantName" : "Mraz, Ankunding and Dietrich",
@@ -26,7 +26,7 @@
       "customerId" : 2
     }, {
       "transactionId" : 8571378,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "time" : "2024-06-05T06:07:45.566Z",
       "amount" : 969.2,
       "merchantName" : "Fisher, Gusikowski and Denesik",
@@ -34,7 +34,7 @@
       "customerId" : 9
     }, {
       "transactionId" : 8571385,
-      "cardNo" : "65696286024927160608",
+      "cardNo" : 65696286024927158272,
       "time" : "2024-06-05T05:50:51.672Z",
       "amount" : 2614.5,
       "merchantName" : "Howe and Sons",
diff --git a/finance-credit-card-chatbot/credit-card-analytics/snapshots/CustomerTransactionTest.snapshot b/finance-credit-card-chatbot/credit-card-analytics/snapshots/CustomerTransactionTest.snapshot
index 9a0fa1d3..8c234cdf 100644
--- a/finance-credit-card-chatbot/credit-card-analytics/snapshots/CustomerTransactionTest.snapshot
+++ b/finance-credit-card-chatbot/credit-card-analytics/snapshots/CustomerTransactionTest.snapshot
@@ -1,8 +1,16 @@
 {
   "data" : {
     "CustomerTransactionTest" : [ {
+      "transactionId" : 8571358,
+      "cardNo" : 6771897352274545,
+      "time" : "2024-06-05T06:42:05.106Z",
+      "amount" : 48.73,
+      "merchantName" : "Hayes Group",
+      "category" : "Restaurants & Dining",
+      "customerId" : 2
+    }, {
       "transactionId" : 8571374,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "time" : "2024-06-05T06:40:55.077Z",
       "amount" : 1025.86,
       "merchantName" : "Schulist, Leffler and Schneider",
@@ -10,7 +18,7 @@
       "customerId" : 9
     }, {
       "transactionId" : 8571399,
-      "cardNo" : "6771895852360780",
+      "cardNo" : 6771895852360780,
       "time" : "2024-06-05T06:28:53.485Z",
       "amount" : 521.21,
       "merchantName" : "Mraz, Ankunding and Dietrich",
@@ -18,7 +26,7 @@
       "customerId" : 2
     }, {
       "transactionId" : 8571378,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "time" : "2024-06-05T06:07:45.566Z",
       "amount" : 969.2,
       "merchantName" : "Fisher, Gusikowski and Denesik",
@@ -26,20 +34,12 @@
       "customerId" : 9
     }, {
       "transactionId" : 8571385,
-      "cardNo" : "65696286024927160608",
+      "cardNo" : 65696286024927158272,
       "time" : "2024-06-05T05:50:51.672Z",
       "amount" : 2614.5,
       "merchantName" : "Howe and Sons",
       "category" : "Housing & Utilities",
       "customerId" : 6
-    }, {
-      "transactionId" : 8571373,
-      "cardNo" : "6771894392571071",
-      "time" : "2024-06-05T05:38:52.502Z",
-      "amount" : 195.89,
-      "merchantName" : "Paucek, Pfeffer and Nolan",
-      "category" : "Clothing & Apparel",
-      "customerId" : 9
     } ]
   }
 }
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/card_assignment.table.sql
deleted file mode 100755
index db5a6dbc..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/card_assignment.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'cardassignment'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant.table.sql
deleted file mode 100755
index 2de462e9..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL  METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchant'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant_reward.table.sql
deleted file mode 100755
index e3895832..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/merchant_reward.table.sql
+++ /dev/null
@@ -1,19 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<
-            cardType STRING,
-            rewardPercentage BIGINT,
-            startTimestamp BIGINT,
-            expirationTimestamp BIGINT
-        >> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchantreward'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/transaction.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/transaction.table.sql
deleted file mode 100755
index 9a5c4a8b..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-kafka/transaction.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'transaction'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/README.md b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/README.md
deleted file mode 100644
index 0a0e59e9..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/README.md
+++ /dev/null
@@ -1,90 +0,0 @@
-# Data Package for the Finance Credit Card Chatbot Example
-
-This data package is used by the Finance Credit Card Chatbot example which demonstrates how DataSQRL enables real-time
-analytics and a rewards program based on credit card transactions. It showcases how to aggregate, enrich, and process
-streaming data to provide insights into customer spending and credit card rewards, all within a compact data pipeline.
-
-The data pipeline processes transactions to deliver insights such as customer spending per category, rewards earned,
-and potential rewards based on different card types. With DataSQRL, this complex pipeline is created with minimal code.
-
-## Data Overview
-
-The following are the four main datasets involved in the data processing pipeline, each represented in JSON format. These datasets are:
-- Card Assignment Data
-- Merchant Data
-- Merchant Reward Data
-- Transaction Data
-
-Each dataset has a unique structure, and its elements are described below with sample records.
-
-#### Card Assignment Data
-
-This dataset represents the assignment of credit cards to customers. Each card has an associated customer, a card number,
-and a card type (e.g., "family", "travel"). The timestamp indicates when the card assignment was made.
-
-Fields:
-- customerId: Unique identifier for the customer.
-- cardNo: Credit card number (in string format).
-- timestamp: Time of card assignment in ISO 8601 format (UTC).
-- cardType: The category of the card (e.g., "family", "travel"). This may be blank if unspecified.
-
-Sample Record:
-```json
-{"customerId": 1, "cardNo": "379261260820130", "timestamp": "2024-02-25T00:00:00Z", "cardType": "family"}
-```
-
-####  Merchant Data
-
-This dataset holds information about merchants where transactions occur. Each merchant has a unique ID, a name,
-a category of goods or services they provide, and an updated timestamp.
-
-Fields:
-- merchantId: Unique identifier for the merchant.
-- name: The name of the merchant.
-- category: The type of goods or services provided by the merchant (e.g., "Clothing & Apparel", "Housing & Utilities").
-- updatedTime: The time when this merchant information was last updated, in ISO 8601 format.
-
-Sample Record:
-```json
-{"merchantId": 57, "name": "Blanda-Weissnat", "category": "Housing & Utilities", "updatedTime": "2024-02-25T00:00:00Z"}
-```
-
-#### Merchant Reward Data
-
-This dataset provides information on rewards offered by specific merchants for different card types. Each merchant may offer different reward percentages depending on the card type, with each reward having a start and expiration date.
-
-Fields:
-- merchantId: Unique identifier for the merchant.
-- rewardsByCard: An array of reward structures associated with specific card types. Each entry in the array includes:
-- cardType: The type of card eligible for the reward (e.g., "travel", "sports").
-- rewardPercentage: The percentage of reward offered on purchases with this card type.
-- startTimestamp: Start of the reward period in Unix epoch time.
-- expirationTimestamp: End of the reward period in Unix epoch time.
-- updatedTime: The time when this reward information was last updated, in ISO 8601 format.
-
-Sample Record:
-```json
-{
-  "merchantId": 61,
-  "rewardsByCard": [
-    {"cardType": "travel", "rewardPercentage": 10, "startTimestamp": 1709164800, "expirationTimestamp": 1710979200}
-  ],
-  "updatedTime": "2024-02-25T00:00:00Z"
-}
-```
-
-#### Transaction Data
-
-This dataset logs each transaction made by customers using their credit cards. Each transaction includes details such as the card number, time of the transaction, the amount, and the associated merchant.
-
-Fields:
-- transactionId: Unique identifier for the transaction.
-- cardNo: The credit card number used for the transaction (in string format).
-- time: The timestamp of the transaction in ISO 8601 format (UTC).
-- amount: The transaction amount in the respective currency.
-- merchantId: Unique identifier of the merchant involved in the transaction.
-
-Sample Record:
-```json
-{"transactionId": 8566250, "cardNo": "4120726898131609", "time": "2024-02-26T08:33:11.871Z", "amount": 443.45, "merchantId": 51}
-```
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.jsonl b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.jsonl
deleted file mode 100644
index dafc8e13..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.jsonl
+++ /dev/null
@@ -1,13 +0,0 @@
-{"customerId":1,"cardNo":"379261260820130","timestamp":"2024-02-25T00:00:00Z","cardType":"family"}
-{"customerId":2,"cardNo":"6771897352274545","timestamp":"2024-02-25T00:00:00Z","cardType":"travel"}
-{"customerId":2,"cardNo":"6771895852360780","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":3,"cardNo":"4834062322516281","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":4,"cardNo":"4680990142304","timestamp":"2024-02-25T00:00:00Z","cardType":"sports"}
-{"customerId":5,"cardNo":"60116263360680933075","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":6,"cardNo":"4120726898131609","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":6,"cardNo":"65696286024927160608","timestamp":"2024-02-25T00:00:00Z","cardType":"sports"}
-{"customerId":7,"cardNo":"6771897819748792","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":8,"cardNo":"4882998748989","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":9,"cardNo":"6771890227771464","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":9,"cardNo":"6771894392571071","timestamp":"2024-02-25T00:00:00Z","cardType":"travel"}
-{"customerId":10,"cardNo":"4692437372010768","timestamp":"2024-02-25T00:00:00Z","cardType":""}
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.table.sql
deleted file mode 100644
index 9c767777..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/card_assignment.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`customerId`, `cardNo`, `timestamp`) NOT ENFORCED,
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/card_assignment.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.jsonl b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.jsonl
deleted file mode 100644
index d21df067..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.jsonl
+++ /dev/null
@@ -1,100 +0,0 @@
-{"merchantId":92,"name":"Olson, Tillman and Rice","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":97,"name":"Howe and Sons","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":75,"name":"Block, Huels and Windler","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":9,"name":"Marks-Kling","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":57,"name":"Blanda-Weissnat","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":55,"name":"Wuckert-Ondricka","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":63,"name":"Blanda-Braun","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":71,"name":"Keeling and Sons","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":82,"name":"Ebert-Dickinson","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":94,"name":"Doyle-Flatley","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":40,"name":"VonRueden, Donnelly and Gleason","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":17,"name":"Beer, Conroy and Franecki","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":96,"name":"Wintheiser Inc","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":29,"name":"Lockman-Langosh","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"name":"Ledner, Brown and Torp","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":47,"name":"Anderson, Thiel and Morar","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":39,"name":"Spencer LLC","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":79,"name":"Hauck, McClure and Lebsack","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":90,"name":"Barrows, Gorczany and Ortiz","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":16,"name":"Sanford and Sons","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":34,"name":"Schimmel Group","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":98,"name":"Grant and Sons","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":67,"name":"Turcotte-MacGyver","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":37,"name":"Cole-Wilderman","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":51,"name":"Abshire-Bruen","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":52,"name":"Batz-Boyle","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"name":"Rolfson Group","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":10,"name":"Kozey and Sons","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":42,"name":"Stroman-Moen","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":45,"name":"Gleason-King","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":32,"name":"Wolff Inc","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":14,"name":"Rempel Inc","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":5,"name":"Wehner-Nikolaus","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":46,"name":"Grant LLC","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":89,"name":"Sporer, Hudson and Watsica","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":80,"name":"Murazik Inc","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":44,"name":"Conroy-Orn","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":41,"name":"Gerlach, Schultz and Botsford","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":60,"name":"Murphy Group","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":59,"name":"Hintz, Hudson and Schroeder","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":95,"name":"Jones, Macejkovic and Quitzon","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":15,"name":"Stroman, Torp and Lockman","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":88,"name":"Schulist, Leffler and Schneider","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":19,"name":"Sauer LLC","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":54,"name":"White, Bauch and Hermann","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":3,"name":"Rippin LLC","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":77,"name":"Hayes Group","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":99,"name":"Kovacek, Auer and Kerluke","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":6,"name":"Fisher, Gusikowski and Denesik","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"name":"Cremin LLC","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":81,"name":"Wisozk-Waelchi","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":7,"name":"Kemmer, Pagac and Schaefer","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":78,"name":"Corwin and Sons","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":85,"name":"Schaden-Goldner","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":20,"name":"Reinger, Bartoletti and Wuckert","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":26,"name":"Blick-Dicki","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":12,"name":"Paucek, Pfeffer and Nolan","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":38,"name":"Skiles-Gislason","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":72,"name":"McKenzie, Harris and Casper","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":31,"name":"Dicki Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":66,"name":"Wehner, Ledner and Altenwerth","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":27,"name":"Kuhlman, Luettgen and Hahn","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":28,"name":"Kuphal Inc","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":50,"name":"Balistreri-Schiller","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":68,"name":"Ebert, Okuneva and McKenzie","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":53,"name":"Robel LLC","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":21,"name":"Hirthe LLC","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":23,"name":"Paucek Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":64,"name":"Hermiston-Streich","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":2,"name":"Hartmann, Dooley and Hagenes","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":36,"name":"Boyle, Bins and Collier","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":43,"name":"Kutch and Sons","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":49,"name":"Mann Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":13,"name":"Haag, Kulas and Rau","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":62,"name":"Kulas Group","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":33,"name":"Mills-Goldner","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":58,"name":"Quigley, Block and Davis","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":22,"name":"Dietrich Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":4,"name":"Leuschke LLC","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":1,"name":"Jenkins-Schuppe","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":56,"name":"Gibson and Sons","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":73,"name":"Renner Group","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":87,"name":"Corwin, Erdman and Koelpin","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":100,"name":"Beahan-Fahey","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":91,"name":"Towne-Weber","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":24,"name":"Considine Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":25,"name":"Mraz, Ankunding and Dietrich","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":35,"name":"Kemmer LLC","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":11,"name":"Franecki, Kihn and Von","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":61,"name":"Thiel Inc","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":8,"name":"Beahan Group","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":93,"name":"Marks LLC","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":65,"name":"Zemlak, Jacobi and Goodwin","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":30,"name":"Schaden and Sons","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":74,"name":"Schneider Inc","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":83,"name":"Bode-Kub","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":70,"name":"Walsh Group","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":86,"name":"Towne, Renner and Murphy","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":18,"name":"Beier Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":76,"name":"Mann-Bahringer","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.table.sql
deleted file mode 100644
index 2b517e1e..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.jsonl b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.jsonl
deleted file mode 100644
index 76bde723..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.jsonl
+++ /dev/null
@@ -1,467 +0,0 @@
-{"merchantId":13,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1708992000,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710892800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1711065600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":30,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1708992000,"expirationTimestamp":1711497600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710892800},{"cardType":"business","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":50,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710720000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710374400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1709078400,"expirationTimestamp":1710547200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709078400,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":83,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709078400,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":89,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710892800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710374400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":57,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1709164800,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":5,"startTimestamp":1709164800,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709164800,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710288000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":38,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709164800,"expirationTimestamp":1710633600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":61,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":13,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1711065600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":71,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1710806400},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709251200,"expirationTimestamp":1710892800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":97,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709251200,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1710633600},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709251200,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1710806400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":74,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1711065600},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":40,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1710806400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":20,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709337600,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709337600,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":81,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709337600,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709337600,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1709337600,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":26,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709337600,"expirationTimestamp":1710460800},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709337600,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":74,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709337600,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1709337600,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1709337600,"expirationTimestamp":1710892800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":56,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709337600,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709337600,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":17,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711324800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":97,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711065600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711497600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":36,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709424000,"expirationTimestamp":1711152000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":4,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709424000,"expirationTimestamp":1710892800},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1709424000,"expirationTimestamp":1711411200},{"cardType":"business","rewardPercentage":10,"startTimestamp":1709424000,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":53,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709424000,"expirationTimestamp":1711584000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":90,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709510400,"expirationTimestamp":1711411200},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1710892800},{"cardType":"business","rewardPercentage":15,"startTimestamp":1709510400,"expirationTimestamp":1711324800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709510400,"expirationTimestamp":1711497600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1710806400},{"cardType":"business","rewardPercentage":15,"startTimestamp":1709510400,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":52,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1709510400,"expirationTimestamp":1711411200},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1711065600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":72,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709510400,"expirationTimestamp":1711411200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709510400,"expirationTimestamp":1710892800},{"cardType":"business","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":21,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1711324800},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709510400,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":61,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709510400,"expirationTimestamp":1711065600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709510400,"expirationTimestamp":1711324800},{"cardType":"business","rewardPercentage":20,"startTimestamp":1709510400,"expirationTimestamp":1711324800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":34,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709510400,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":77,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709596800,"expirationTimestamp":1711324800},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709596800,"expirationTimestamp":1711238400},{"cardType":"business","rewardPercentage":20,"startTimestamp":1709596800,"expirationTimestamp":1711152000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":17,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709596800,"expirationTimestamp":1711324800},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709596800,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1709596800,"expirationTimestamp":1711238400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":88,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709596800,"expirationTimestamp":1711497600},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709596800,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709596800,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":81,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709683200,"expirationTimestamp":1711670400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709683200,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":15,"startTimestamp":1709683200,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":65,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709769600,"expirationTimestamp":1711411200},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709769600,"expirationTimestamp":1711152000},{"cardType":"business","rewardPercentage":5,"startTimestamp":1709769600,"expirationTimestamp":1711324800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":59,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1709769600,"expirationTimestamp":1711584000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":50,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709769600,"expirationTimestamp":1711065600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709769600,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709769600,"expirationTimestamp":1711324800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":88,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709769600,"expirationTimestamp":1711584000},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1709769600,"expirationTimestamp":1711497600},{"cardType":"business","rewardPercentage":5,"startTimestamp":1709769600,"expirationTimestamp":1711411200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":83,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709769600,"expirationTimestamp":1711584000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709769600,"expirationTimestamp":1711756800},{"cardType":"business","rewardPercentage":15,"startTimestamp":1709769600,"expirationTimestamp":1711756800}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":77,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1716854400,"expirationTimestamp":1718496000}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":21,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1716854400,"expirationTimestamp":1718409600}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":62,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1716940800,"expirationTimestamp":1718755200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":59,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1716940800,"expirationTimestamp":1718323200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1716940800,"expirationTimestamp":1719100800}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":52,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1716940800,"expirationTimestamp":1718841600},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1716940800,"expirationTimestamp":1718755200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":38,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1716940800,"expirationTimestamp":1718668800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1716940800,"expirationTimestamp":1718755200}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":76,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717372800,"expirationTimestamp":1718841600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":56,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1718582400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719360000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":9,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1718841600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719792000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":24,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717459200,"expirationTimestamp":1719705600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719360000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1718496000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1719100800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":34,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719360000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1718582400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":78,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1719014400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200}],"updatedTime":"2024-02-25T00:00:00Z"}
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.table.sql
deleted file mode 100644
index 54943851..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/merchant_reward.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<cardType STRING, rewardPercentage BIGINT, startTimestamp BIGINT, expirationTimestamp BIGINT>> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant_reward.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.jsonl b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.jsonl
deleted file mode 100644
index b66451b6..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.jsonl
+++ /dev/null
@@ -1,5184 +0,0 @@
-{"transactionId":8566233,"cardNo":"6771897352274545","time":"2024-02-26T00:00:06.807Z","amount":668.19,"merchantId":11}
-{"transactionId":8566248,"cardNo":"6771897819748792","time":"2024-02-26T00:21:03.816Z","amount":63.69,"merchantId":55}
-{"transactionId":8566255,"cardNo":"4120726898131609","time":"2024-02-26T01:01:46.713Z","amount":189.1,"merchantId":23}
-{"transactionId":8566259,"cardNo":"379261260820130","time":"2024-02-26T01:07:30.522Z","amount":6.94,"merchantId":4}
-{"transactionId":8566260,"cardNo":"379261260820130","time":"2024-02-26T01:37:00.495Z","amount":236.38,"merchantId":96}
-{"transactionId":8566266,"cardNo":"4882998748989","time":"2024-02-26T02:21:58.557Z","amount":436.18,"merchantId":48}
-{"transactionId":8566243,"cardNo":"6771897819748792","time":"2024-02-26T02:42:58.875Z","amount":138.21,"merchantId":36}
-{"transactionId":8566262,"cardNo":"60116263360680933075","time":"2024-02-26T02:49:15.512Z","amount":558.79,"merchantId":81}
-{"transactionId":8566242,"cardNo":"6771897819748792","time":"2024-02-26T04:41:10.970Z","amount":174.31,"merchantId":62}
-{"transactionId":8566244,"cardNo":"6771897819748792","time":"2024-02-26T04:52:03.433Z","amount":196.53,"merchantId":83}
-{"transactionId":8566239,"cardNo":"6771897819748792","time":"2024-02-26T05:09:09.162Z","amount":47.21,"merchantId":62}
-{"transactionId":8566247,"cardNo":"6771897819748792","time":"2024-02-26T05:52:36.471Z","amount":598.24,"merchantId":20}
-{"transactionId":8566265,"cardNo":"4882998748989","time":"2024-02-26T06:17:58.225Z","amount":103.6,"merchantId":25}
-{"transactionId":8566258,"cardNo":"379261260820130","time":"2024-02-26T06:52:10.104Z","amount":969.78,"merchantId":27}
-{"transactionId":8566250,"cardNo":"4120726898131609","time":"2024-02-26T08:33:11.871Z","amount":443.45,"merchantId":51}
-{"transactionId":8566253,"cardNo":"4120726898131609","time":"2024-02-26T09:19:38.068Z","amount":65.63,"merchantId":37}
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-{"transactionId":8571310,"cardNo":"4120726898131609","time":"2024-06-03T21:50:08.955Z","amount":2795.19,"merchantId":76}
-{"transactionId":8571323,"cardNo":"60116263360680933075","time":"2024-06-03T22:45:02.520Z","amount":211.68,"merchantId":95}
-{"transactionId":8571314,"cardNo":"379261260820130","time":"2024-06-03T23:03:03.396Z","amount":183.71,"merchantId":78}
-{"transactionId":8571336,"cardNo":"6771890227771464","time":"2024-06-03T23:27:00.731Z","amount":940.48,"merchantId":8}
-{"transactionId":8571327,"cardNo":"60116263360680933075","time":"2024-06-03T23:28:01.216Z","amount":42.28,"merchantId":58}
-{"transactionId":8571296,"cardNo":"6771897819748792","time":"2024-06-03T23:42:06.393Z","amount":207.9,"merchantId":49}
-{"transactionId":8571352,"cardNo":"4882998748989","time":"2024-06-03T23:55:58.175Z","amount":21.39,"merchantId":28}
-{"transactionId":8571396,"cardNo":"6771895852360780","time":"2024-06-04T00:20:08.487Z","amount":556.45,"merchantId":13}
-{"transactionId":8571395,"cardNo":"6771895852360780","time":"2024-06-04T00:25:47.453Z","amount":962.18,"merchantId":27}
-{"transactionId":8571375,"cardNo":"6771894392571071","time":"2024-06-04T01:12:32.705Z","amount":258.55,"merchantId":17}
-{"transactionId":8571383,"cardNo":"65696286024927160608","time":"2024-06-04T01:58:34.210Z","amount":487.52,"merchantId":4}
-{"transactionId":8571370,"cardNo":"4680990142304","time":"2024-06-04T02:09:03.239Z","amount":323.89,"merchantId":37}
-{"transactionId":8571402,"cardNo":"6771895852360780","time":"2024-06-04T02:24:07.335Z","amount":840.84,"merchantId":87}
-{"transactionId":8571397,"cardNo":"6771895852360780","time":"2024-06-04T02:28:07.837Z","amount":904.13,"merchantId":65}
-{"transactionId":8571365,"cardNo":"4692437372010768","time":"2024-06-04T02:31:17.487Z","amount":325.29,"merchantId":83}
-{"transactionId":8571360,"cardNo":"4692437372010768","time":"2024-06-04T03:43:39.903Z","amount":80.4,"merchantId":26}
-{"transactionId":8571362,"cardNo":"4692437372010768","time":"2024-06-04T03:54:54.147Z","amount":173.19,"merchantId":66}
-{"transactionId":8571390,"cardNo":"4120726898131609","time":"2024-06-04T04:00:00.369Z","amount":147.84,"merchantId":63}
-{"transactionId":8571386,"cardNo":"4120726898131609","time":"2024-06-04T04:20:46.955Z","amount":42.07,"merchantId":69}
-{"transactionId":8571409,"cardNo":"4882998748989","time":"2024-06-04T04:34:08.530Z","amount":134.02,"merchantId":38}
-{"transactionId":8571384,"cardNo":"65696286024927160608","time":"2024-06-04T05:03:54.632Z","amount":443.72,"merchantId":12}
-{"transactionId":8571394,"cardNo":"6771895852360780","time":"2024-06-04T05:11:51.027Z","amount":73.26,"merchantId":11}
-{"transactionId":8571379,"cardNo":"6771894392571071","time":"2024-06-04T06:07:14.127Z","amount":520.38,"merchantId":56}
-{"transactionId":8571407,"cardNo":"4882998748989","time":"2024-06-04T06:59:15.135Z","amount":407.73,"merchantId":87}
-{"transactionId":8571398,"cardNo":"6771895852360780","time":"2024-06-04T07:02:47.518Z","amount":85.01,"merchantId":37}
-{"transactionId":8571357,"cardNo":"6771897352274545","time":"2024-06-04T07:16:52.400Z","amount":441.26,"merchantId":98}
-{"transactionId":8571361,"cardNo":"4692437372010768","time":"2024-06-04T07:45:18.252Z","amount":1374.08,"merchantId":90}
-{"transactionId":8571372,"cardNo":"6771894392571071","time":"2024-06-04T07:55:06.371Z","amount":64.01,"merchantId":94}
-{"transactionId":8571382,"cardNo":"65696286024927160608","time":"2024-06-04T07:56:54.299Z","amount":407.61,"merchantId":19}
-{"transactionId":8571404,"cardNo":"4882998748989","time":"2024-06-04T08:37:30.553Z","amount":238.11,"merchantId":7}
-{"transactionId":8571366,"cardNo":"4692437372010768","time":"2024-06-04T09:02:49.385Z","amount":2208.68,"merchantId":78}
-{"transactionId":8571368,"cardNo":"4680990142304","time":"2024-06-04T09:20:10.778Z","amount":986.46,"merchantId":90}
-{"transactionId":8571364,"cardNo":"4692437372010768","time":"2024-06-04T09:40:18.955Z","amount":12.52,"merchantId":33}
-{"transactionId":8571381,"cardNo":"65696286024927160608","time":"2024-06-04T10:12:34.254Z","amount":637.71,"merchantId":22}
-{"transactionId":8571408,"cardNo":"4882998748989","time":"2024-06-04T10:30:04.937Z","amount":833.06,"merchantId":54}
-{"transactionId":8571392,"cardNo":"6771895852360780","time":"2024-06-04T10:34:28.091Z","amount":593.57,"merchantId":50}
-{"transactionId":8571389,"cardNo":"4120726898131609","time":"2024-06-04T10:42:54.567Z","amount":327.71,"merchantId":59}
-{"transactionId":8571376,"cardNo":"6771894392571071","time":"2024-06-04T11:32:31.075Z","amount":134.78,"merchantId":17}
-{"transactionId":8571400,"cardNo":"6771895852360780","time":"2024-06-04T11:38:58.456Z","amount":199.74,"merchantId":32}
-{"transactionId":8571388,"cardNo":"4120726898131609","time":"2024-06-04T12:14:19.774Z","amount":66.63,"merchantId":28}
-{"transactionId":8571367,"cardNo":"4692437372010768","time":"2024-06-04T12:37:04.950Z","amount":261.99,"merchantId":14}
-{"transactionId":8571393,"cardNo":"6771895852360780","time":"2024-06-04T13:11:23.355Z","amount":65.25,"merchantId":10}
-{"transactionId":8571406,"cardNo":"4882998748989","time":"2024-06-04T13:31:02.976Z","amount":719.94,"merchantId":58}
-{"transactionId":8571380,"cardNo":"65696286024927160608","time":"2024-06-04T14:19:13.179Z","amount":818.68,"merchantId":20}
-{"transactionId":8571405,"cardNo":"4882998748989","time":"2024-06-04T14:27:58.794Z","amount":598.15,"merchantId":25}
-{"transactionId":8571391,"cardNo":"6771895852360780","time":"2024-06-04T14:29:16.787Z","amount":1255.08,"merchantId":97}
-{"transactionId":8571377,"cardNo":"6771894392571071","time":"2024-06-04T15:17:51.860Z","amount":221.26,"merchantId":32}
-{"transactionId":8571412,"cardNo":"4882998748989","time":"2024-06-04T15:31:33.794Z","amount":617.01,"merchantId":50}
-{"transactionId":8571356,"cardNo":"6771897352274545","time":"2024-06-04T15:37:10.033Z","amount":165.07,"merchantId":40}
-{"transactionId":8571363,"cardNo":"4692437372010768","time":"2024-06-04T15:40:22.057Z","amount":949.84,"merchantId":86}
-{"transactionId":8571371,"cardNo":"4680990142304","time":"2024-06-04T16:05:07.219Z","amount":82.57,"merchantId":30}
-{"transactionId":8571387,"cardNo":"4120726898131609","time":"2024-06-04T16:11:04.265Z","amount":485.71,"merchantId":1}
-{"transactionId":8571401,"cardNo":"6771895852360780","time":"2024-06-04T16:41:18.233Z","amount":141.29,"merchantId":94}
-{"transactionId":8571359,"cardNo":"6771897352274545","time":"2024-06-04T16:54:33.829Z","amount":89.81,"merchantId":62}
-{"transactionId":8571411,"cardNo":"4882998748989","time":"2024-06-04T19:01:17.749Z","amount":422.3,"merchantId":83}
-{"transactionId":8571369,"cardNo":"4680990142304","time":"2024-06-04T19:57:22.550Z","amount":572.07,"merchantId":90}
-{"transactionId":8571403,"cardNo":"4834062322516281","time":"2024-06-04T21:57:21.858Z","amount":400.32,"merchantId":52}
-{"transactionId":8571410,"cardNo":"4882998748989","time":"2024-06-04T22:38:01.793Z","amount":651.82,"merchantId":42}
-{"transactionId":8571373,"cardNo":"6771894392571071","time":"2024-06-04T22:38:52.502Z","amount":195.89,"merchantId":12}
-{"transactionId":8571385,"cardNo":"65696286024927160608","time":"2024-06-04T22:50:51.672Z","amount":2614.5,"merchantId":97}
-{"transactionId":8571378,"cardNo":"6771894392571071","time":"2024-06-04T23:07:45.566Z","amount":969.2,"merchantId":6}
-{"transactionId":8571399,"cardNo":"6771895852360780","time":"2024-06-04T23:28:53.485Z","amount":521.21,"merchantId":25}
-{"transactionId":8571374,"cardNo":"6771894392571071","time":"2024-06-04T23:40:55.077Z","amount":1025.86,"merchantId":88}
-{"transactionId":8571358,"cardNo":"6771897352274545","time":"2024-06-04T23:42:05.106Z","amount":48.73,"merchantId":77}
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.table.sql b/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.table.sql
deleted file mode 100644
index 59dd317d..00000000
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard-testdata/transaction.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL,
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    PRIMARY KEY (`transactionId`, `time`) NOT ENFORCED,
-    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/transaction.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards.sqrl b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards.sqrl
index d91b2be1..c33e5ed9 100644
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards.sqrl
+++ b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards.sqrl
@@ -1,17 +1,14 @@
-IMPORT creditcard-{{variant}}.merchant AS _MerchantStream;
-IMPORT creditcard-{{variant}}.card_assignment AS _CardAssignmentStream;
-IMPORT creditcard-{{variant}}.transaction AS _Transaction;
-IMPORT creditcard-{{variant}}.merchant_reward AS _MerchantRewardStream;
+IMPORT `data-catalog`.`sources-{{variant}}` AS ctl;
 
 /* Deduplicate CDC Streams */
-_Merchant       := DISTINCT _MerchantStream ON merchantId ORDER BY updatedTime DESC;
-_CardAssignment := DISTINCT _CardAssignmentStream ON cardNo ORDER BY `timestamp` DESC;
-_MerchantReward := DISTINCT _MerchantRewardStream ON merchantId ORDER BY updatedTime DESC;
+_Merchant       := DISTINCT ctl.Merchant ON merchantId ORDER BY updatedTime DESC;
+_CardAssignment := DISTINCT ctl.CardAssignment ON cardNo ORDER BY `timestamp` DESC;
+_MerchantReward := DISTINCT ctl.MerchantReward ON merchantId ORDER BY updatedTime DESC;
 
 /* Part 1: Compute customer rewards */
 _CustomerTransaction := SELECT t.transactionId, t.cardNo, t.`time`, t.amount, m.name AS merchantName,
                                m.merchantId, m.category, c.customerId, c.cardType
-                        FROM _Transaction t
+                        FROM ctl.Transaction t
                         JOIN _CardAssignment FOR SYSTEM_TIME AS OF t.`time` c ON t.cardNo = c.cardNo
                         JOIN _Merchant FOR SYSTEM_TIME AS OF t.`time` m ON t.merchantId = m.merchantId;
 
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_kafka.json b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_kafka.json
index e9cb7cd9..50473440 100644
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_kafka.json
+++ b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_kafka.json
@@ -3,6 +3,11 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "creditcard_rewards.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "kafka"
     }
diff --git a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_test.json b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_test.json
index 7dc9839a..215d32d3 100644
--- a/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_test.json
+++ b/finance-credit-card-chatbot/credit-card-rewards/creditcard_rewards_package_test.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "creditcard_rewards.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines" : {
diff --git a/finance-credit-card-chatbot/credit-card-rewards/snapshots/CustomerRewardsTest.snapshot b/finance-credit-card-chatbot/credit-card-rewards/snapshots/CustomerRewardsTest.snapshot
index 079734d5..84b7af33 100644
--- a/finance-credit-card-chatbot/credit-card-rewards/snapshots/CustomerRewardsTest.snapshot
+++ b/finance-credit-card-chatbot/credit-card-rewards/snapshots/CustomerRewardsTest.snapshot
@@ -1,9 +1,18 @@
 {
   "data" : {
     "CustomerRewardsTest" : [ {
+      "transactionId" : 8571358,
+      "customerId" : 2,
+      "cardNo" : 6771897352274545,
+      "cardType" : "travel",
+      "time" : "2024-06-05T06:42:05.106Z",
+      "amount" : 48.73,
+      "reward" : 7.3095,
+      "merchantName" : "Hayes Group"
+    }, {
       "transactionId" : 8571374,
       "customerId" : 9,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "cardType" : "travel",
       "time" : "2024-06-05T06:40:55.077Z",
       "amount" : 1025.86,
@@ -12,7 +21,7 @@
     }, {
       "transactionId" : 8571378,
       "customerId" : 9,
-      "cardNo" : "6771894392571071",
+      "cardNo" : 6771894392571071,
       "cardType" : "travel",
       "time" : "2024-06-05T06:07:45.566Z",
       "amount" : 969.2,
@@ -21,7 +30,7 @@
     }, {
       "transactionId" : 8571359,
       "customerId" : 2,
-      "cardNo" : "6771897352274545",
+      "cardNo" : 6771897352274545,
       "cardType" : "travel",
       "time" : "2024-06-04T23:54:33.829Z",
       "amount" : 89.81,
@@ -30,21 +39,12 @@
     }, {
       "transactionId" : 8571356,
       "customerId" : 2,
-      "cardNo" : "6771897352274545",
+      "cardNo" : 6771897352274545,
       "cardType" : "travel",
       "time" : "2024-06-04T22:37:10.033Z",
       "amount" : 165.07,
       "reward" : 33.014,
       "merchantName" : "VonRueden, Donnelly and Gleason"
-    }, {
-      "transactionId" : 8571377,
-      "customerId" : 9,
-      "cardNo" : "6771894392571071",
-      "cardType" : "travel",
-      "time" : "2024-06-04T22:17:51.860Z",
-      "amount" : 221.26,
-      "reward" : 22.126,
-      "merchantName" : "Wolff Inc"
     } ]
   }
 }
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-rewards/snapshots/test-customerId-2.snapshot b/finance-credit-card-chatbot/credit-card-rewards/snapshots/test-customerId-2.snapshot
index 62f93dfc..18273ee9 100644
--- a/finance-credit-card-chatbot/credit-card-rewards/snapshots/test-customerId-2.snapshot
+++ b/finance-credit-card-chatbot/credit-card-rewards/snapshots/test-customerId-2.snapshot
@@ -3,7 +3,7 @@
     "RewardsByDay" : [ {
       "customerId" : 2,
       "timeDay" : "2024-06-05T13:59:59.999Z",
-      "total_reward" : 86.121
+      "total_reward" : 93.4305
     }, {
       "customerId" : 2,
       "timeDay" : "2024-06-04T13:59:59.999Z",
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/card_assignment.table.sql
deleted file mode 100755
index db5a6dbc..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/card_assignment.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'cardassignment'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant.table.sql
deleted file mode 100755
index 2de462e9..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant.table.sql
+++ /dev/null
@@ -1,15 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL  METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchant'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant_reward.table.sql
deleted file mode 100755
index e3895832..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/merchant_reward.table.sql
+++ /dev/null
@@ -1,19 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<
-            cardType STRING,
-            rewardPercentage BIGINT,
-            startTimestamp BIGINT,
-            expirationTimestamp BIGINT
-        >> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-    'connector' = 'kafka',
-    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-    'properties.group.id' = 'mygroupid',
-    'scan.startup.mode' = 'group-offsets',
-    'properties.auto.offset.reset' = 'earliest',
-    'value.format' = 'flexible-json',
-    'topic' = 'merchantreward'
-    );
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/transaction.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/transaction.table.sql
deleted file mode 100755
index 9a5c4a8b..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-kafka/transaction.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'transaction'
-      );
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/README.md b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/README.md
deleted file mode 100644
index 0a0e59e9..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/README.md
+++ /dev/null
@@ -1,90 +0,0 @@
-# Data Package for the Finance Credit Card Chatbot Example
-
-This data package is used by the Finance Credit Card Chatbot example which demonstrates how DataSQRL enables real-time
-analytics and a rewards program based on credit card transactions. It showcases how to aggregate, enrich, and process
-streaming data to provide insights into customer spending and credit card rewards, all within a compact data pipeline.
-
-The data pipeline processes transactions to deliver insights such as customer spending per category, rewards earned,
-and potential rewards based on different card types. With DataSQRL, this complex pipeline is created with minimal code.
-
-## Data Overview
-
-The following are the four main datasets involved in the data processing pipeline, each represented in JSON format. These datasets are:
-- Card Assignment Data
-- Merchant Data
-- Merchant Reward Data
-- Transaction Data
-
-Each dataset has a unique structure, and its elements are described below with sample records.
-
-#### Card Assignment Data
-
-This dataset represents the assignment of credit cards to customers. Each card has an associated customer, a card number,
-and a card type (e.g., "family", "travel"). The timestamp indicates when the card assignment was made.
-
-Fields:
-- customerId: Unique identifier for the customer.
-- cardNo: Credit card number (in string format).
-- timestamp: Time of card assignment in ISO 8601 format (UTC).
-- cardType: The category of the card (e.g., "family", "travel"). This may be blank if unspecified.
-
-Sample Record:
-```json
-{"customerId": 1, "cardNo": "379261260820130", "timestamp": "2024-02-25T00:00:00Z", "cardType": "family"}
-```
-
-####  Merchant Data
-
-This dataset holds information about merchants where transactions occur. Each merchant has a unique ID, a name,
-a category of goods or services they provide, and an updated timestamp.
-
-Fields:
-- merchantId: Unique identifier for the merchant.
-- name: The name of the merchant.
-- category: The type of goods or services provided by the merchant (e.g., "Clothing & Apparel", "Housing & Utilities").
-- updatedTime: The time when this merchant information was last updated, in ISO 8601 format.
-
-Sample Record:
-```json
-{"merchantId": 57, "name": "Blanda-Weissnat", "category": "Housing & Utilities", "updatedTime": "2024-02-25T00:00:00Z"}
-```
-
-#### Merchant Reward Data
-
-This dataset provides information on rewards offered by specific merchants for different card types. Each merchant may offer different reward percentages depending on the card type, with each reward having a start and expiration date.
-
-Fields:
-- merchantId: Unique identifier for the merchant.
-- rewardsByCard: An array of reward structures associated with specific card types. Each entry in the array includes:
-- cardType: The type of card eligible for the reward (e.g., "travel", "sports").
-- rewardPercentage: The percentage of reward offered on purchases with this card type.
-- startTimestamp: Start of the reward period in Unix epoch time.
-- expirationTimestamp: End of the reward period in Unix epoch time.
-- updatedTime: The time when this reward information was last updated, in ISO 8601 format.
-
-Sample Record:
-```json
-{
-  "merchantId": 61,
-  "rewardsByCard": [
-    {"cardType": "travel", "rewardPercentage": 10, "startTimestamp": 1709164800, "expirationTimestamp": 1710979200}
-  ],
-  "updatedTime": "2024-02-25T00:00:00Z"
-}
-```
-
-#### Transaction Data
-
-This dataset logs each transaction made by customers using their credit cards. Each transaction includes details such as the card number, time of the transaction, the amount, and the associated merchant.
-
-Fields:
-- transactionId: Unique identifier for the transaction.
-- cardNo: The credit card number used for the transaction (in string format).
-- time: The timestamp of the transaction in ISO 8601 format (UTC).
-- amount: The transaction amount in the respective currency.
-- merchantId: Unique identifier of the merchant involved in the transaction.
-
-Sample Record:
-```json
-{"transactionId": 8566250, "cardNo": "4120726898131609", "time": "2024-02-26T08:33:11.871Z", "amount": 443.45, "merchantId": 51}
-```
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.jsonl b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.jsonl
deleted file mode 100644
index dafc8e13..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.jsonl
+++ /dev/null
@@ -1,13 +0,0 @@
-{"customerId":1,"cardNo":"379261260820130","timestamp":"2024-02-25T00:00:00Z","cardType":"family"}
-{"customerId":2,"cardNo":"6771897352274545","timestamp":"2024-02-25T00:00:00Z","cardType":"travel"}
-{"customerId":2,"cardNo":"6771895852360780","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":3,"cardNo":"4834062322516281","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":4,"cardNo":"4680990142304","timestamp":"2024-02-25T00:00:00Z","cardType":"sports"}
-{"customerId":5,"cardNo":"60116263360680933075","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":6,"cardNo":"4120726898131609","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":6,"cardNo":"65696286024927160608","timestamp":"2024-02-25T00:00:00Z","cardType":"sports"}
-{"customerId":7,"cardNo":"6771897819748792","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":8,"cardNo":"4882998748989","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":9,"cardNo":"6771890227771464","timestamp":"2024-02-25T00:00:00Z","cardType":""}
-{"customerId":9,"cardNo":"6771894392571071","timestamp":"2024-02-25T00:00:00Z","cardType":"travel"}
-{"customerId":10,"cardNo":"4692437372010768","timestamp":"2024-02-25T00:00:00Z","cardType":""}
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.table.sql
deleted file mode 100644
index 9c767777..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/card_assignment.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE CardAssignment (
-    customerId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    cardType STRING NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`customerId`, `cardNo`, `timestamp`) NOT ENFORCED,
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/card_assignment.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.jsonl b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.jsonl
deleted file mode 100644
index d21df067..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.jsonl
+++ /dev/null
@@ -1,100 +0,0 @@
-{"merchantId":92,"name":"Olson, Tillman and Rice","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":97,"name":"Howe and Sons","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":75,"name":"Block, Huels and Windler","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":9,"name":"Marks-Kling","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":57,"name":"Blanda-Weissnat","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":55,"name":"Wuckert-Ondricka","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":63,"name":"Blanda-Braun","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":71,"name":"Keeling and Sons","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":82,"name":"Ebert-Dickinson","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":94,"name":"Doyle-Flatley","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":40,"name":"VonRueden, Donnelly and Gleason","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":17,"name":"Beer, Conroy and Franecki","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":96,"name":"Wintheiser Inc","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":29,"name":"Lockman-Langosh","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"name":"Ledner, Brown and Torp","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":47,"name":"Anderson, Thiel and Morar","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":39,"name":"Spencer LLC","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":79,"name":"Hauck, McClure and Lebsack","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":90,"name":"Barrows, Gorczany and Ortiz","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":16,"name":"Sanford and Sons","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":34,"name":"Schimmel Group","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":98,"name":"Grant and Sons","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":67,"name":"Turcotte-MacGyver","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":37,"name":"Cole-Wilderman","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":51,"name":"Abshire-Bruen","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":52,"name":"Batz-Boyle","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"name":"Rolfson Group","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":10,"name":"Kozey and Sons","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":42,"name":"Stroman-Moen","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":45,"name":"Gleason-King","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":32,"name":"Wolff Inc","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":14,"name":"Rempel Inc","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":5,"name":"Wehner-Nikolaus","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":46,"name":"Grant LLC","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":89,"name":"Sporer, Hudson and Watsica","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":80,"name":"Murazik Inc","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":44,"name":"Conroy-Orn","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":41,"name":"Gerlach, Schultz and Botsford","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":60,"name":"Murphy Group","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":59,"name":"Hintz, Hudson and Schroeder","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":95,"name":"Jones, Macejkovic and Quitzon","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":15,"name":"Stroman, Torp and Lockman","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":88,"name":"Schulist, Leffler and Schneider","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":19,"name":"Sauer LLC","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":54,"name":"White, Bauch and Hermann","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":3,"name":"Rippin LLC","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":77,"name":"Hayes Group","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":99,"name":"Kovacek, Auer and Kerluke","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":6,"name":"Fisher, Gusikowski and Denesik","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"name":"Cremin LLC","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":81,"name":"Wisozk-Waelchi","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":7,"name":"Kemmer, Pagac and Schaefer","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":78,"name":"Corwin and Sons","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":85,"name":"Schaden-Goldner","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":20,"name":"Reinger, Bartoletti and Wuckert","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":26,"name":"Blick-Dicki","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":12,"name":"Paucek, Pfeffer and Nolan","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":38,"name":"Skiles-Gislason","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":72,"name":"McKenzie, Harris and Casper","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":31,"name":"Dicki Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":66,"name":"Wehner, Ledner and Altenwerth","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":27,"name":"Kuhlman, Luettgen and Hahn","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":28,"name":"Kuphal Inc","category":"Restaurants & Dining","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":50,"name":"Balistreri-Schiller","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":68,"name":"Ebert, Okuneva and McKenzie","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":53,"name":"Robel LLC","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":21,"name":"Hirthe LLC","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":23,"name":"Paucek Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":64,"name":"Hermiston-Streich","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":2,"name":"Hartmann, Dooley and Hagenes","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":36,"name":"Boyle, Bins and Collier","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":43,"name":"Kutch and Sons","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":49,"name":"Mann Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":13,"name":"Haag, Kulas and Rau","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":62,"name":"Kulas Group","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":33,"name":"Mills-Goldner","category":"Entertainment","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":58,"name":"Quigley, Block and Davis","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":22,"name":"Dietrich Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":4,"name":"Leuschke LLC","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":1,"name":"Jenkins-Schuppe","category":"Education","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":56,"name":"Gibson and Sons","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":73,"name":"Renner Group","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":87,"name":"Corwin, Erdman and Koelpin","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":100,"name":"Beahan-Fahey","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":91,"name":"Towne-Weber","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":24,"name":"Considine Inc","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":25,"name":"Mraz, Ankunding and Dietrich","category":"Groceries","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":35,"name":"Kemmer LLC","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":11,"name":"Franecki, Kihn and Von","category":"Transportation","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":61,"name":"Thiel Inc","category":"Travel & Vacations","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":8,"name":"Beahan Group","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":93,"name":"Marks LLC","category":"Childcare","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":65,"name":"Zemlak, Jacobi and Goodwin","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":30,"name":"Schaden and Sons","category":"Communication","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":74,"name":"Schneider Inc","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":83,"name":"Bode-Kub","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":70,"name":"Walsh Group","category":"Health & Wellness","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":86,"name":"Towne, Renner and Murphy","category":"Miscellaneous","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":18,"name":"Beier Group","category":"Clothing & Apparel","updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":76,"name":"Mann-Bahringer","category":"Housing & Utilities","updatedTime":"2024-02-25T00:00:00Z"}
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.table.sql
deleted file mode 100644
index 2b517e1e..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE Merchant (
-    merchantId BIGINT NOT NULL,
-    name STRING NOT NULL,
-    category STRING NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.jsonl b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.jsonl
deleted file mode 100644
index 76bde723..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.jsonl
+++ /dev/null
@@ -1,467 +0,0 @@
-{"merchantId":13,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1708992000,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710892800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1711065600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":30,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1708992000,"expirationTimestamp":1711497600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710892800},{"cardType":"business","rewardPercentage":10,"startTimestamp":1708992000,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":50,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710720000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710374400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":69,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1709078400,"expirationTimestamp":1710547200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709078400,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":83,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709078400,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709078400,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":89,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710892800},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710374400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":57,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1709164800,"expirationTimestamp":1711065600},{"cardType":"business","rewardPercentage":5,"startTimestamp":1709164800,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":84,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709164800,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710288000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":38,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709164800,"expirationTimestamp":1710633600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":61,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1709164800,"expirationTimestamp":1710979200}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":13,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1711238400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1711065600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":71,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1709251200,"expirationTimestamp":1710806400},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1709251200,"expirationTimestamp":1710892800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":97,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1709251200,"expirationTimestamp":1711152000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1709251200,"expirationTimestamp":1710720000}],"updatedTime":"2024-02-25T00:00:00Z"}
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-{"merchantId":85,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717286400,"expirationTimestamp":1718841600},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717286400,"expirationTimestamp":1719014400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":13,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717286400,"expirationTimestamp":1719100800},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1717286400,"expirationTimestamp":1718841600},{"cardType":"business","rewardPercentage":5,"startTimestamp":1717286400,"expirationTimestamp":1719014400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":51,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717286400,"expirationTimestamp":1719532800},{"cardType":"sports","rewardPercentage":15,"startTimestamp":1717286400,"expirationTimestamp":1718841600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717286400,"expirationTimestamp":1718409600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":46,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717286400,"expirationTimestamp":1719014400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717286400,"expirationTimestamp":1718841600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":91,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717372800,"expirationTimestamp":1718668800},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717372800,"expirationTimestamp":1719360000},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719014400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":54,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1717372800,"expirationTimestamp":1719187200},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1717372800,"expirationTimestamp":1719273600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":3,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717372800,"expirationTimestamp":1719187200},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1718928000},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719100800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":33,"rewardsByCard":[{"cardType":"travel","rewardPercentage":20,"startTimestamp":1717372800,"expirationTimestamp":1718928000},{"cardType":"sports","rewardPercentage":20,"startTimestamp":1717372800,"expirationTimestamp":1718841600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":71,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719360000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717372800,"expirationTimestamp":1718928000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":26,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719360000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1718582400},{"cardType":"business","rewardPercentage":15,"startTimestamp":1717372800,"expirationTimestamp":1719273600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":76,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717372800,"expirationTimestamp":1718841600}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":56,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1718582400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717372800,"expirationTimestamp":1719360000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":9,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1718841600},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719792000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":24,"rewardsByCard":[{"cardType":"travel","rewardPercentage":15,"startTimestamp":1717459200,"expirationTimestamp":1719705600},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719360000}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":48,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1718496000},{"cardType":"sports","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1719100800}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":34,"rewardsByCard":[{"cardType":"travel","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719360000},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200},{"cardType":"business","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1718582400}],"updatedTime":"2024-02-25T00:00:00Z"}
-{"merchantId":78,"rewardsByCard":[{"cardType":"travel","rewardPercentage":5,"startTimestamp":1717459200,"expirationTimestamp":1719014400},{"cardType":"sports","rewardPercentage":10,"startTimestamp":1717459200,"expirationTimestamp":1719187200}],"updatedTime":"2024-02-25T00:00:00Z"}
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.table.sql
deleted file mode 100644
index 54943851..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/merchant_reward.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE MerchantReward (
-    merchantId BIGINT NOT NULL,
-    rewardsByCard ARRAY<ROW<cardType STRING, rewardPercentage BIGINT, startTimestamp BIGINT, expirationTimestamp BIGINT>> NOT NULL,
-    updatedTime TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
-    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/merchant_reward.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.jsonl b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.jsonl
deleted file mode 100644
index b66451b6..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.jsonl
+++ /dev/null
@@ -1,5184 +0,0 @@
-{"transactionId":8566233,"cardNo":"6771897352274545","time":"2024-02-26T00:00:06.807Z","amount":668.19,"merchantId":11}
-{"transactionId":8566248,"cardNo":"6771897819748792","time":"2024-02-26T00:21:03.816Z","amount":63.69,"merchantId":55}
-{"transactionId":8566255,"cardNo":"4120726898131609","time":"2024-02-26T01:01:46.713Z","amount":189.1,"merchantId":23}
-{"transactionId":8566259,"cardNo":"379261260820130","time":"2024-02-26T01:07:30.522Z","amount":6.94,"merchantId":4}
-{"transactionId":8566260,"cardNo":"379261260820130","time":"2024-02-26T01:37:00.495Z","amount":236.38,"merchantId":96}
-{"transactionId":8566266,"cardNo":"4882998748989","time":"2024-02-26T02:21:58.557Z","amount":436.18,"merchantId":48}
-{"transactionId":8566243,"cardNo":"6771897819748792","time":"2024-02-26T02:42:58.875Z","amount":138.21,"merchantId":36}
-{"transactionId":8566262,"cardNo":"60116263360680933075","time":"2024-02-26T02:49:15.512Z","amount":558.79,"merchantId":81}
-{"transactionId":8566242,"cardNo":"6771897819748792","time":"2024-02-26T04:41:10.970Z","amount":174.31,"merchantId":62}
-{"transactionId":8566244,"cardNo":"6771897819748792","time":"2024-02-26T04:52:03.433Z","amount":196.53,"merchantId":83}
-{"transactionId":8566239,"cardNo":"6771897819748792","time":"2024-02-26T05:09:09.162Z","amount":47.21,"merchantId":62}
-{"transactionId":8566247,"cardNo":"6771897819748792","time":"2024-02-26T05:52:36.471Z","amount":598.24,"merchantId":20}
-{"transactionId":8566265,"cardNo":"4882998748989","time":"2024-02-26T06:17:58.225Z","amount":103.6,"merchantId":25}
-{"transactionId":8566258,"cardNo":"379261260820130","time":"2024-02-26T06:52:10.104Z","amount":969.78,"merchantId":27}
-{"transactionId":8566250,"cardNo":"4120726898131609","time":"2024-02-26T08:33:11.871Z","amount":443.45,"merchantId":51}
-{"transactionId":8566253,"cardNo":"4120726898131609","time":"2024-02-26T09:19:38.068Z","amount":65.63,"merchantId":37}
-{"transactionId":8566237,"cardNo":"4692437372010768","time":"2024-02-26T09:38:24.700Z","amount":155.62,"merchantId":14}
-{"transactionId":8566251,"cardNo":"4120726898131609","time":"2024-02-26T09:39:34.404Z","amount":13.62,"merchantId":38}
-{"transactionId":8566241,"cardNo":"6771897819748792","time":"2024-02-26T10:13:12.145Z","amount":31.6,"merchantId":5}
-{"transactionId":8566236,"cardNo":"4692437372010768","time":"2024-02-26T10:21:42.014Z","amount":775.5,"merchantId":4}
-{"transactionId":8566238,"cardNo":"6771897819748792","time":"2024-02-26T11:29:22.262Z","amount":108.44,"merchantId":82}
-{"transactionId":8566230,"cardNo":"6771897352274545","time":"2024-02-26T12:01:53.306Z","amount":306.98,"merchantId":50}
-{"transactionId":8566240,"cardNo":"6771897819748792","time":"2024-02-26T12:30:14.007Z","amount":216.56,"merchantId":62}
-{"transactionId":8566263,"cardNo":"6771890227771464","time":"2024-02-26T12:40:52.525Z","amount":683.78,"merchantId":61}
-{"transactionId":8566234,"cardNo":"4692437372010768","time":"2024-02-26T12:52:23.713Z","amount":1087.73,"merchantId":54}
-{"transactionId":8566268,"cardNo":"4882998748989","time":"2024-02-26T13:31:17.067Z","amount":33.1,"merchantId":84}
-{"transactionId":8566235,"cardNo":"4692437372010768","time":"2024-02-26T14:35:34.717Z","amount":273.97,"merchantId":13}
-{"transactionId":8566254,"cardNo":"4120726898131609","time":"2024-02-26T15:22:31.131Z","amount":61.82,"merchantId":44}
-{"transactionId":8566264,"cardNo":"6771890227771464","time":"2024-02-26T15:44:56.068Z","amount":595.43,"merchantId":19}
-{"transactionId":8566249,"cardNo":"4120726898131609","time":"2024-02-26T17:16:19.917Z","amount":174.85,"merchantId":80}
-{"transactionId":8566232,"cardNo":"6771897352274545","time":"2024-02-26T17:55:49.808Z","amount":996.91,"merchantId":48}
-{"transactionId":8566246,"cardNo":"6771897819748792","time":"2024-02-26T18:00:05.030Z","amount":164.8,"merchantId":25}
-{"transactionId":8566245,"cardNo":"6771897819748792","time":"2024-02-26T19:11:19.362Z","amount":157.23,"merchantId":37}
-{"transactionId":8566252,"cardNo":"4120726898131609","time":"2024-02-26T19:19:49.413Z","amount":30.7,"merchantId":63}
-{"transactionId":8566231,"cardNo":"6771897352274545","time":"2024-02-26T19:46:08.064Z","amount":182.74,"merchantId":79}
-{"transactionId":8566267,"cardNo":"4882998748989","time":"2024-02-26T20:11:27.497Z","amount":108.52,"merchantId":3}
-{"transactionId":8566257,"cardNo":"4120726898131609","time":"2024-02-26T20:31:01.330Z","amount":242.01,"merchantId":59}
-{"transactionId":8566261,"cardNo":"6771895852360780","time":"2024-02-26T21:36:55.528Z","amount":573.07,"merchantId":43}
-{"transactionId":8566229,"cardNo":"6771897352274545","time":"2024-02-26T21:38:53.932Z","amount":30.35,"merchantId":39}
-{"transactionId":8566256,"cardNo":"4120726898131609","time":"2024-02-26T23:08:49.883Z","amount":813.88,"merchantId":61}
-{"transactionId":8566306,"cardNo":"6771895852360780","time":"2024-02-27T01:00:33.831Z","amount":45.03,"merchantId":26}
-{"transactionId":8566317,"cardNo":"4834062322516281","time":"2024-02-27T01:31:29.180Z","amount":773.5,"merchantId":1}
-{"transactionId":8566272,"cardNo":"4680990142304","time":"2024-02-27T01:58:38.238Z","amount":560.29,"merchantId":13}
-{"transactionId":8566300,"cardNo":"6771895852360780","time":"2024-02-27T02:36:25.098Z","amount":325.39,"merchantId":32}
-{"transactionId":8566279,"cardNo":"4680990142304","time":"2024-02-27T03:09:27.910Z","amount":134.17,"merchantId":92}
-{"transactionId":8566292,"cardNo":"379261260820130","time":"2024-02-27T03:45:39.203Z","amount":395.56,"merchantId":42}
-{"transactionId":8566313,"cardNo":"4834062322516281","time":"2024-02-27T04:00:46.232Z","amount":790.43,"merchantId":1}
-{"transactionId":8566301,"cardNo":"6771895852360780","time":"2024-02-27T04:38:23.117Z","amount":973.77,"merchantId":27}
-{"transactionId":8566311,"cardNo":"60116263360680933075","time":"2024-02-27T04:42:52.161Z","amount":541.23,"merchantId":89}
-{"transactionId":8566285,"cardNo":"65696286024927160608","time":"2024-02-27T04:43:00.740Z","amount":1179.32,"merchantId":76}
-{"transactionId":8566290,"cardNo":"4120726898131609","time":"2024-02-27T04:46:56.253Z","amount":325.33,"merchantId":71}
-{"transactionId":8566270,"cardNo":"4680990142304","time":"2024-02-27T06:10:48.224Z","amount":373.58,"merchantId":25}
-{"transactionId":8566288,"cardNo":"4120726898131609","time":"2024-02-27T08:18:59.448Z","amount":177.52,"merchantId":83}
-{"transactionId":8566277,"cardNo":"4680990142304","time":"2024-02-27T08:39:18.799Z","amount":1320.01,"merchantId":78}
-{"transactionId":8566303,"cardNo":"6771895852360780","time":"2024-02-27T08:47:47.805Z","amount":267.79,"merchantId":28}
-{"transactionId":8566307,"cardNo":"6771895852360780","time":"2024-02-27T09:15:07.333Z","amount":98.07,"merchantId":7}
-{"transactionId":8566297,"cardNo":"379261260820130","time":"2024-02-27T09:34:36.476Z","amount":9.57,"merchantId":23}
-{"transactionId":8566287,"cardNo":"4120726898131609","time":"2024-02-27T10:00:44.582Z","amount":67.19,"merchantId":22}
-{"transactionId":8566282,"cardNo":"65696286024927160608","time":"2024-02-27T10:00:57.554Z","amount":417.45,"merchantId":63}
-{"transactionId":8566312,"cardNo":"60116263360680933075","time":"2024-02-27T10:09:20.978Z","amount":293.98,"merchantId":18}
-{"transactionId":8566276,"cardNo":"4680990142304","time":"2024-02-27T10:37:22.703Z","amount":330.23,"merchantId":59}
-{"transactionId":8566309,"cardNo":"60116263360680933075","time":"2024-02-27T10:38:43.561Z","amount":953.17,"merchantId":65}
-{"transactionId":8566275,"cardNo":"4680990142304","time":"2024-02-27T10:40:39.936Z","amount":128.86,"merchantId":30}
-{"transactionId":8566281,"cardNo":"6771894392571071","time":"2024-02-27T10:48:25.626Z","amount":316.68,"merchantId":40}
-{"transactionId":8566318,"cardNo":"4882998748989","time":"2024-02-27T11:45:48.129Z","amount":668.05,"merchantId":34}
-{"transactionId":8566302,"cardNo":"6771895852360780","time":"2024-02-27T12:21:01.929Z","amount":491.3,"merchantId":34}
-{"transactionId":8566291,"cardNo":"4120726898131609","time":"2024-02-27T13:10:10.108Z","amount":666.47,"merchantId":25}
-{"transactionId":8566315,"cardNo":"4834062322516281","time":"2024-02-27T13:46:19.164Z","amount":127.64,"merchantId":30}
-{"transactionId":8566278,"cardNo":"4680990142304","time":"2024-02-27T14:35:36.113Z","amount":287.28,"merchantId":15}
-{"transactionId":8566305,"cardNo":"6771895852360780","time":"2024-02-27T15:17:02.298Z","amount":790.8,"merchantId":20}
-{"transactionId":8566280,"cardNo":"4680990142304","time":"2024-02-27T16:58:32.185Z","amount":372.31,"merchantId":32}
-{"transactionId":8566289,"cardNo":"4120726898131609","time":"2024-02-27T17:01:09.667Z","amount":123.86,"merchantId":35}
-{"transactionId":8566319,"cardNo":"4882998748989","time":"2024-02-27T17:34:08.062Z","amount":484.83,"merchantId":20}
-{"transactionId":8566310,"cardNo":"60116263360680933075","time":"2024-02-27T17:45:51.816Z","amount":402.07,"merchantId":89}
-{"transactionId":8566316,"cardNo":"4834062322516281","time":"2024-02-27T17:46:17.304Z","amount":843.93,"merchantId":48}
-{"transactionId":8566314,"cardNo":"4834062322516281","time":"2024-02-27T18:15:04.556Z","amount":440.55,"merchantId":63}
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-{"transactionId":8566294,"cardNo":"379261260820130","time":"2024-02-27T19:18:08.223Z","amount":108.23,"merchantId":72}
-{"transactionId":8566308,"cardNo":"60116263360680933075","time":"2024-02-27T19:21:20.325Z","amount":827.92,"merchantId":45}
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-{"transactionId":8566295,"cardNo":"379261260820130","time":"2024-02-27T20:48:37.009Z","amount":39.14,"merchantId":41}
-{"transactionId":8566273,"cardNo":"4680990142304","time":"2024-02-27T21:03:48.996Z","amount":31.46,"merchantId":38}
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-{"transactionId":8566299,"cardNo":"6771895852360780","time":"2024-02-27T22:04:37.641Z","amount":456.26,"merchantId":29}
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-{"transactionId":8571351,"cardNo":"4882998748989","time":"2024-06-03T01:05:21.934Z","amount":215.56,"merchantId":25}
-{"transactionId":8571305,"cardNo":"4120726898131609","time":"2024-06-03T01:08:10.345Z","amount":62.77,"merchantId":12}
-{"transactionId":8571313,"cardNo":"379261260820130","time":"2024-06-03T01:53:26.702Z","amount":52.06,"merchantId":56}
-{"transactionId":8571341,"cardNo":"6771890227771464","time":"2024-06-03T01:55:31.191Z","amount":230.28,"merchantId":26}
-{"transactionId":8571304,"cardNo":"4120726898131609","time":"2024-06-03T01:58:18.054Z","amount":23.17,"merchantId":16}
-{"transactionId":8571350,"cardNo":"4882998748989","time":"2024-06-03T02:01:52.613Z","amount":242.27,"merchantId":82}
-{"transactionId":8571293,"cardNo":"4692437372010768","time":"2024-06-03T02:26:44.742Z","amount":62.25,"merchantId":3}
-{"transactionId":8571317,"cardNo":"379261260820130","time":"2024-06-03T02:31:52.432Z","amount":110.7,"merchantId":99}
-{"transactionId":8571318,"cardNo":"6771895852360780","time":"2024-06-03T02:38:50.437Z","amount":401.69,"merchantId":12}
-{"transactionId":8571324,"cardNo":"60116263360680933075","time":"2024-06-03T02:51:31.123Z","amount":31.5,"merchantId":15}
-{"transactionId":8571291,"cardNo":"6771897352274545","time":"2024-06-03T03:37:57.685Z","amount":119.05,"merchantId":30}
-{"transactionId":8571306,"cardNo":"4120726898131609","time":"2024-06-03T05:30:46.059Z","amount":379.63,"merchantId":63}
-{"transactionId":8571308,"cardNo":"4120726898131609","time":"2024-06-03T06:03:36.755Z","amount":349.27,"merchantId":79}
-{"transactionId":8571328,"cardNo":"60116263360680933075","time":"2024-06-03T06:04:15.447Z","amount":636.57,"merchantId":20}
-{"transactionId":8571347,"cardNo":"6771890227771464","time":"2024-06-03T06:43:42.940Z","amount":674.66,"merchantId":75}
-{"transactionId":8571349,"cardNo":"6771890227771464","time":"2024-06-03T07:19:05.692Z","amount":687.0,"merchantId":19}
-{"transactionId":8571342,"cardNo":"6771890227771464","time":"2024-06-03T07:22:40.413Z","amount":15.47,"merchantId":41}
-{"transactionId":8571348,"cardNo":"6771890227771464","time":"2024-06-03T07:40:44.614Z","amount":227.79,"merchantId":16}
-{"transactionId":8571316,"cardNo":"379261260820130","time":"2024-06-03T07:45:40.963Z","amount":83.73,"merchantId":55}
-{"transactionId":8571300,"cardNo":"6771894392571071","time":"2024-06-03T07:56:42.460Z","amount":34.34,"merchantId":26}
-{"transactionId":8571346,"cardNo":"6771890227771464","time":"2024-06-03T08:09:14.332Z","amount":361.28,"merchantId":79}
-{"transactionId":8571338,"cardNo":"6771890227771464","time":"2024-06-03T08:17:51.797Z","amount":171.55,"merchantId":60}
-{"transactionId":8571294,"cardNo":"4692437372010768","time":"2024-06-03T08:39:56.025Z","amount":974.29,"merchantId":19}
-{"transactionId":8571320,"cardNo":"6771895852360780","time":"2024-06-03T09:01:25.425Z","amount":399.85,"merchantId":95}
-{"transactionId":8571354,"cardNo":"4882998748989","time":"2024-06-03T09:06:29.329Z","amount":647.4,"merchantId":23}
-{"transactionId":8571322,"cardNo":"6771895852360780","time":"2024-06-03T09:55:27.121Z","amount":1878.43,"merchantId":93}
-{"transactionId":8571309,"cardNo":"4120726898131609","time":"2024-06-03T10:27:26.660Z","amount":2235.01,"merchantId":35}
-{"transactionId":8571339,"cardNo":"6771890227771464","time":"2024-06-03T10:31:24.075Z","amount":2905.81,"merchantId":57}
-{"transactionId":8571335,"cardNo":"60116263360680933075","time":"2024-06-03T10:48:59.880Z","amount":227.43,"merchantId":52}
-{"transactionId":8571312,"cardNo":"4120726898131609","time":"2024-06-03T11:07:12.392Z","amount":111.29,"merchantId":72}
-{"transactionId":8571343,"cardNo":"6771890227771464","time":"2024-06-03T11:12:04.727Z","amount":71.07,"merchantId":59}
-{"transactionId":8571302,"cardNo":"65696286024927160608","time":"2024-06-03T11:27:55.395Z","amount":138.12,"merchantId":92}
-{"transactionId":8571301,"cardNo":"6771894392571071","time":"2024-06-03T11:38:24.373Z","amount":159.67,"merchantId":64}
-{"transactionId":8571285,"cardNo":"6771897352274545","time":"2024-06-03T11:42:54.046Z","amount":343.76,"merchantId":65}
-{"transactionId":8571288,"cardNo":"6771897352274545","time":"2024-06-03T11:54:07.325Z","amount":26.94,"merchantId":92}
-{"transactionId":8571344,"cardNo":"6771890227771464","time":"2024-06-03T11:58:07.483Z","amount":692.56,"merchantId":48}
-{"transactionId":8571292,"cardNo":"6771897352274545","time":"2024-06-03T13:11:00.227Z","amount":140.52,"merchantId":99}
-{"transactionId":8571353,"cardNo":"4882998748989","time":"2024-06-03T13:38:40.056Z","amount":9.22,"merchantId":33}
-{"transactionId":8571287,"cardNo":"6771897352274545","time":"2024-06-03T13:51:42.846Z","amount":1923.53,"merchantId":90}
-{"transactionId":8571307,"cardNo":"4120726898131609","time":"2024-06-03T13:55:42.938Z","amount":1019.23,"merchantId":97}
-{"transactionId":8571345,"cardNo":"6771890227771464","time":"2024-06-03T14:04:16.128Z","amount":410.01,"merchantId":52}
-{"transactionId":8571290,"cardNo":"6771897352274545","time":"2024-06-03T14:17:27.133Z","amount":831.58,"merchantId":14}
-{"transactionId":8571326,"cardNo":"60116263360680933075","time":"2024-06-03T14:51:05.151Z","amount":1654.79,"merchantId":90}
-{"transactionId":8571330,"cardNo":"60116263360680933075","time":"2024-06-03T15:12:58.645Z","amount":885.33,"merchantId":19}
-{"transactionId":8571319,"cardNo":"6771895852360780","time":"2024-06-03T15:14:31.640Z","amount":84.8,"merchantId":41}
-{"transactionId":8571286,"cardNo":"6771897352274545","time":"2024-06-03T15:41:48.052Z","amount":841.86,"merchantId":20}
-{"transactionId":8571311,"cardNo":"4120726898131609","time":"2024-06-03T15:47:07.479Z","amount":512.99,"merchantId":37}
-{"transactionId":8571340,"cardNo":"6771890227771464","time":"2024-06-03T16:30:00.267Z","amount":414.34,"merchantId":67}
-{"transactionId":8571332,"cardNo":"60116263360680933075","time":"2024-06-03T16:59:02.459Z","amount":456.75,"merchantId":75}
-{"transactionId":8571321,"cardNo":"6771895852360780","time":"2024-06-03T16:59:32.437Z","amount":399.69,"merchantId":43}
-{"transactionId":8571295,"cardNo":"4692437372010768","time":"2024-06-03T17:28:38.428Z","amount":438.78,"merchantId":61}
-{"transactionId":8571334,"cardNo":"60116263360680933075","time":"2024-06-03T17:29:05.430Z","amount":220.09,"merchantId":55}
-{"transactionId":8571299,"cardNo":"6771894392571071","time":"2024-06-03T17:44:04.644Z","amount":233.14,"merchantId":42}
-{"transactionId":8571331,"cardNo":"60116263360680933075","time":"2024-06-03T18:19:41.657Z","amount":357.43,"merchantId":74}
-{"transactionId":8571333,"cardNo":"60116263360680933075","time":"2024-06-03T19:05:14.942Z","amount":811.68,"merchantId":81}
-{"transactionId":8571298,"cardNo":"6771894392571071","time":"2024-06-03T19:05:47.789Z","amount":375.26,"merchantId":43}
-{"transactionId":8571315,"cardNo":"379261260820130","time":"2024-06-03T19:39:57.101Z","amount":238.72,"merchantId":22}
-{"transactionId":8571355,"cardNo":"4882998748989","time":"2024-06-03T19:53:05.208Z","amount":568.77,"merchantId":34}
-{"transactionId":8571329,"cardNo":"60116263360680933075","time":"2024-06-03T19:58:09.855Z","amount":323.03,"merchantId":24}
-{"transactionId":8571303,"cardNo":"65696286024927160608","time":"2024-06-03T20:03:23.986Z","amount":179.21,"merchantId":82}
-{"transactionId":8571289,"cardNo":"6771897352274545","time":"2024-06-03T20:04:27.933Z","amount":1612.21,"merchantId":66}
-{"transactionId":8571284,"cardNo":"6771897352274545","time":"2024-06-03T20:06:45.586Z","amount":666.43,"merchantId":34}
-{"transactionId":8571310,"cardNo":"4120726898131609","time":"2024-06-03T21:50:08.955Z","amount":2795.19,"merchantId":76}
-{"transactionId":8571323,"cardNo":"60116263360680933075","time":"2024-06-03T22:45:02.520Z","amount":211.68,"merchantId":95}
-{"transactionId":8571314,"cardNo":"379261260820130","time":"2024-06-03T23:03:03.396Z","amount":183.71,"merchantId":78}
-{"transactionId":8571336,"cardNo":"6771890227771464","time":"2024-06-03T23:27:00.731Z","amount":940.48,"merchantId":8}
-{"transactionId":8571327,"cardNo":"60116263360680933075","time":"2024-06-03T23:28:01.216Z","amount":42.28,"merchantId":58}
-{"transactionId":8571296,"cardNo":"6771897819748792","time":"2024-06-03T23:42:06.393Z","amount":207.9,"merchantId":49}
-{"transactionId":8571352,"cardNo":"4882998748989","time":"2024-06-03T23:55:58.175Z","amount":21.39,"merchantId":28}
-{"transactionId":8571396,"cardNo":"6771895852360780","time":"2024-06-04T00:20:08.487Z","amount":556.45,"merchantId":13}
-{"transactionId":8571395,"cardNo":"6771895852360780","time":"2024-06-04T00:25:47.453Z","amount":962.18,"merchantId":27}
-{"transactionId":8571375,"cardNo":"6771894392571071","time":"2024-06-04T01:12:32.705Z","amount":258.55,"merchantId":17}
-{"transactionId":8571383,"cardNo":"65696286024927160608","time":"2024-06-04T01:58:34.210Z","amount":487.52,"merchantId":4}
-{"transactionId":8571370,"cardNo":"4680990142304","time":"2024-06-04T02:09:03.239Z","amount":323.89,"merchantId":37}
-{"transactionId":8571402,"cardNo":"6771895852360780","time":"2024-06-04T02:24:07.335Z","amount":840.84,"merchantId":87}
-{"transactionId":8571397,"cardNo":"6771895852360780","time":"2024-06-04T02:28:07.837Z","amount":904.13,"merchantId":65}
-{"transactionId":8571365,"cardNo":"4692437372010768","time":"2024-06-04T02:31:17.487Z","amount":325.29,"merchantId":83}
-{"transactionId":8571360,"cardNo":"4692437372010768","time":"2024-06-04T03:43:39.903Z","amount":80.4,"merchantId":26}
-{"transactionId":8571362,"cardNo":"4692437372010768","time":"2024-06-04T03:54:54.147Z","amount":173.19,"merchantId":66}
-{"transactionId":8571390,"cardNo":"4120726898131609","time":"2024-06-04T04:00:00.369Z","amount":147.84,"merchantId":63}
-{"transactionId":8571386,"cardNo":"4120726898131609","time":"2024-06-04T04:20:46.955Z","amount":42.07,"merchantId":69}
-{"transactionId":8571409,"cardNo":"4882998748989","time":"2024-06-04T04:34:08.530Z","amount":134.02,"merchantId":38}
-{"transactionId":8571384,"cardNo":"65696286024927160608","time":"2024-06-04T05:03:54.632Z","amount":443.72,"merchantId":12}
-{"transactionId":8571394,"cardNo":"6771895852360780","time":"2024-06-04T05:11:51.027Z","amount":73.26,"merchantId":11}
-{"transactionId":8571379,"cardNo":"6771894392571071","time":"2024-06-04T06:07:14.127Z","amount":520.38,"merchantId":56}
-{"transactionId":8571407,"cardNo":"4882998748989","time":"2024-06-04T06:59:15.135Z","amount":407.73,"merchantId":87}
-{"transactionId":8571398,"cardNo":"6771895852360780","time":"2024-06-04T07:02:47.518Z","amount":85.01,"merchantId":37}
-{"transactionId":8571357,"cardNo":"6771897352274545","time":"2024-06-04T07:16:52.400Z","amount":441.26,"merchantId":98}
-{"transactionId":8571361,"cardNo":"4692437372010768","time":"2024-06-04T07:45:18.252Z","amount":1374.08,"merchantId":90}
-{"transactionId":8571372,"cardNo":"6771894392571071","time":"2024-06-04T07:55:06.371Z","amount":64.01,"merchantId":94}
-{"transactionId":8571382,"cardNo":"65696286024927160608","time":"2024-06-04T07:56:54.299Z","amount":407.61,"merchantId":19}
-{"transactionId":8571404,"cardNo":"4882998748989","time":"2024-06-04T08:37:30.553Z","amount":238.11,"merchantId":7}
-{"transactionId":8571366,"cardNo":"4692437372010768","time":"2024-06-04T09:02:49.385Z","amount":2208.68,"merchantId":78}
-{"transactionId":8571368,"cardNo":"4680990142304","time":"2024-06-04T09:20:10.778Z","amount":986.46,"merchantId":90}
-{"transactionId":8571364,"cardNo":"4692437372010768","time":"2024-06-04T09:40:18.955Z","amount":12.52,"merchantId":33}
-{"transactionId":8571381,"cardNo":"65696286024927160608","time":"2024-06-04T10:12:34.254Z","amount":637.71,"merchantId":22}
-{"transactionId":8571408,"cardNo":"4882998748989","time":"2024-06-04T10:30:04.937Z","amount":833.06,"merchantId":54}
-{"transactionId":8571392,"cardNo":"6771895852360780","time":"2024-06-04T10:34:28.091Z","amount":593.57,"merchantId":50}
-{"transactionId":8571389,"cardNo":"4120726898131609","time":"2024-06-04T10:42:54.567Z","amount":327.71,"merchantId":59}
-{"transactionId":8571376,"cardNo":"6771894392571071","time":"2024-06-04T11:32:31.075Z","amount":134.78,"merchantId":17}
-{"transactionId":8571400,"cardNo":"6771895852360780","time":"2024-06-04T11:38:58.456Z","amount":199.74,"merchantId":32}
-{"transactionId":8571388,"cardNo":"4120726898131609","time":"2024-06-04T12:14:19.774Z","amount":66.63,"merchantId":28}
-{"transactionId":8571367,"cardNo":"4692437372010768","time":"2024-06-04T12:37:04.950Z","amount":261.99,"merchantId":14}
-{"transactionId":8571393,"cardNo":"6771895852360780","time":"2024-06-04T13:11:23.355Z","amount":65.25,"merchantId":10}
-{"transactionId":8571406,"cardNo":"4882998748989","time":"2024-06-04T13:31:02.976Z","amount":719.94,"merchantId":58}
-{"transactionId":8571380,"cardNo":"65696286024927160608","time":"2024-06-04T14:19:13.179Z","amount":818.68,"merchantId":20}
-{"transactionId":8571405,"cardNo":"4882998748989","time":"2024-06-04T14:27:58.794Z","amount":598.15,"merchantId":25}
-{"transactionId":8571391,"cardNo":"6771895852360780","time":"2024-06-04T14:29:16.787Z","amount":1255.08,"merchantId":97}
-{"transactionId":8571377,"cardNo":"6771894392571071","time":"2024-06-04T15:17:51.860Z","amount":221.26,"merchantId":32}
-{"transactionId":8571412,"cardNo":"4882998748989","time":"2024-06-04T15:31:33.794Z","amount":617.01,"merchantId":50}
-{"transactionId":8571356,"cardNo":"6771897352274545","time":"2024-06-04T15:37:10.033Z","amount":165.07,"merchantId":40}
-{"transactionId":8571363,"cardNo":"4692437372010768","time":"2024-06-04T15:40:22.057Z","amount":949.84,"merchantId":86}
-{"transactionId":8571371,"cardNo":"4680990142304","time":"2024-06-04T16:05:07.219Z","amount":82.57,"merchantId":30}
-{"transactionId":8571387,"cardNo":"4120726898131609","time":"2024-06-04T16:11:04.265Z","amount":485.71,"merchantId":1}
-{"transactionId":8571401,"cardNo":"6771895852360780","time":"2024-06-04T16:41:18.233Z","amount":141.29,"merchantId":94}
-{"transactionId":8571359,"cardNo":"6771897352274545","time":"2024-06-04T16:54:33.829Z","amount":89.81,"merchantId":62}
-{"transactionId":8571411,"cardNo":"4882998748989","time":"2024-06-04T19:01:17.749Z","amount":422.3,"merchantId":83}
-{"transactionId":8571369,"cardNo":"4680990142304","time":"2024-06-04T19:57:22.550Z","amount":572.07,"merchantId":90}
-{"transactionId":8571403,"cardNo":"4834062322516281","time":"2024-06-04T21:57:21.858Z","amount":400.32,"merchantId":52}
-{"transactionId":8571410,"cardNo":"4882998748989","time":"2024-06-04T22:38:01.793Z","amount":651.82,"merchantId":42}
-{"transactionId":8571373,"cardNo":"6771894392571071","time":"2024-06-04T22:38:52.502Z","amount":195.89,"merchantId":12}
-{"transactionId":8571385,"cardNo":"65696286024927160608","time":"2024-06-04T22:50:51.672Z","amount":2614.5,"merchantId":97}
-{"transactionId":8571378,"cardNo":"6771894392571071","time":"2024-06-04T23:07:45.566Z","amount":969.2,"merchantId":6}
-{"transactionId":8571399,"cardNo":"6771895852360780","time":"2024-06-04T23:28:53.485Z","amount":521.21,"merchantId":25}
-{"transactionId":8571374,"cardNo":"6771894392571071","time":"2024-06-04T23:40:55.077Z","amount":1025.86,"merchantId":88}
-{"transactionId":8571358,"cardNo":"6771897352274545","time":"2024-06-04T23:42:05.106Z","amount":48.73,"merchantId":77}
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.table.sql b/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.table.sql
deleted file mode 100644
index 59dd317d..00000000
--- a/finance-credit-card-chatbot/credit-card-views/creditcard-testdata/transaction.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Transaction (
-    transactionId BIGINT NOT NULL,
-    cardNo STRING NOT NULL,
-    `time` TIMESTAMP_LTZ(3) NOT NULL,
-    amount DOUBLE NOT NULL,
-    merchantId BIGINT NOT NULL,
-    PRIMARY KEY (`transactionId`, `time`) NOT ENFORCED,
-    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/transaction.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-      );
\ No newline at end of file
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard_views.sqrl b/finance-credit-card-chatbot/credit-card-views/creditcard_views.sqrl
index bd1ff0c5..b0924d28 100644
--- a/finance-credit-card-chatbot/credit-card-views/creditcard_views.sqrl
+++ b/finance-credit-card-chatbot/credit-card-views/creditcard_views.sqrl
@@ -1,16 +1,14 @@
 /* Import Data */
-IMPORT creditcard-{{variant}}.merchant AS _MerchantStream;
-IMPORT creditcard-{{variant}}.card_assignment AS _CardAssignmentStream;
-IMPORT creditcard-{{variant}}.transaction AS _Transaction;
+IMPORT `data-catalog`.`sources-{{variant}}` AS ctl;
 
 /* Deduplicate CDC Streams */
-_Merchant       := DISTINCT _MerchantStream ON merchantId ORDER BY updatedTime DESC;
-_CardAssignment := DISTINCT _CardAssignmentStream ON cardNo ORDER BY `timestamp` DESC;
+_Merchant       := DISTINCT ctl.Merchant ON merchantId ORDER BY updatedTime DESC;
+_CardAssignment := DISTINCT ctl.CardAssignment ON cardNo ORDER BY `timestamp` DESC;
 
 /* Enrich credit card transactions with customer and merchant information */
 _CustomerTransaction := SELECT t.transactionId, t.cardNo, t.`time`, t.amount,
                               m.category, c.customerId, m.merchantId
-                       FROM _Transaction t
+                       FROM ctl.Transaction t
                                 JOIN _CardAssignment FOR SYSTEM_TIME AS OF t.`time` c ON t.cardNo = c.cardNo
                                 JOIN _Merchant FOR SYSTEM_TIME AS OF t.`time` m ON t.merchantId = m.merchantId;
 
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_snowflake.json b/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_snowflake.json
index 3609b64d..233ba00c 100644
--- a/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_snowflake.json
+++ b/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_snowflake.json
@@ -3,6 +3,11 @@
   "enabled-engines": ["iceberg", "snowflake", "flink"],
   "script": {
     "main": "creditcard_views.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "kafka"
     }
diff --git a/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_test.json b/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_test.json
index a8b2a4eb..e87fcb2c 100644
--- a/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_test.json
+++ b/finance-credit-card-chatbot/credit-card-views/creditcard_views_package_test.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "iceberg", "duckdb", "flink"],
   "script": {
     "main": "creditcard_views.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/finance-credit-card-chatbot/data-catalog/package.json b/finance-credit-card-chatbot/data-catalog/package.json
new file mode 100644
index 00000000..0c1c73cd
--- /dev/null
+++ b/finance-credit-card-chatbot/data-catalog/package.json
@@ -0,0 +1,6 @@
+{
+  "version": "1",
+  "information": {
+    "description": "Shared data catalog for the credit card example projects"
+  }
+}
diff --git a/finance-credit-card-chatbot/data-catalog/sources-kafka.sqrl b/finance-credit-card-chatbot/data-catalog/sources-kafka.sqrl
new file mode 100644
index 00000000..ae052295
--- /dev/null
+++ b/finance-credit-card-chatbot/data-catalog/sources-kafka.sqrl
@@ -0,0 +1,40 @@
+/*+ engine(kafka) */
+CREATE TABLE CardAssignment (
+    customerId BIGINT NOT NULL,
+    cardNo STRING NOT NULL,
+    cardType STRING NOT NULL,
+    `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
+    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
+);
+
+/*+ engine(kafka) */
+CREATE TABLE Merchant (
+    merchantId BIGINT NOT NULL,
+    name STRING NOT NULL,
+    category STRING NOT NULL,
+    updatedTime TIMESTAMP_LTZ(3) NOT NULL  METADATA FROM 'timestamp',
+    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
+);
+
+/*+ engine(kafka) */
+CREATE TABLE MerchantReward (
+    merchantId BIGINT NOT NULL,
+    rewardsByCard ARRAY<ROW<
+            cardType STRING,
+            rewardPercentage BIGINT,
+            startTimestamp BIGINT,
+            expirationTimestamp BIGINT
+        >> NOT NULL,
+    updatedTime TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
+    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
+);
+
+/*+ engine(kafka) */
+CREATE TABLE Transaction (
+    transactionId BIGINT NOT NULL,
+    cardNo STRING NOT NULL,
+    `time` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
+    amount DOUBLE NOT NULL,
+    merchantId BIGINT NOT NULL,
+    WATERMARK FOR `time` AS `time` - INTERVAL '1' SECOND
+);
diff --git a/finance-credit-card-chatbot/data-catalog/sources-test.sqrl b/finance-credit-card-chatbot/data-catalog/sources-test.sqrl
new file mode 100644
index 00000000..e4a1afde
--- /dev/null
+++ b/finance-credit-card-chatbot/data-catalog/sources-test.sqrl
@@ -0,0 +1,27 @@
+CREATE TABLE CardAssignment (
+    PRIMARY KEY (`customerId`, `cardNo`, `timestamp`) NOT ENFORCED,
+    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '1' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/card_assignment.jsonl`;
+
+CREATE TABLE Merchant (
+    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
+    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/merchant.jsonl`;
+
+CREATE TABLE MerchantReward (
+    PRIMARY KEY (`merchantId`, `updatedTime`) NOT ENFORCED,
+    WATERMARK FOR `updatedTime` AS `updatedTime` - INTERVAL '1' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/merchant_reward.jsonl`;
+
+CREATE TABLE Transaction (
+    PRIMARY KEY (`transactionId`, `time`) NOT ENFORCED,
+    WATERMARK FOR `time` AS `time`
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/transaction.jsonl`;
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/README.md b/finance-credit-card-chatbot/data-catalog/testdata/README.md
similarity index 100%
rename from finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/README.md
rename to finance-credit-card-chatbot/data-catalog/testdata/README.md
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/card_assignment.jsonl b/finance-credit-card-chatbot/data-catalog/testdata/card_assignment.jsonl
similarity index 100%
rename from finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/card_assignment.jsonl
rename to finance-credit-card-chatbot/data-catalog/testdata/card_assignment.jsonl
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant.jsonl b/finance-credit-card-chatbot/data-catalog/testdata/merchant.jsonl
similarity index 100%
rename from finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant.jsonl
rename to finance-credit-card-chatbot/data-catalog/testdata/merchant.jsonl
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant_reward.jsonl b/finance-credit-card-chatbot/data-catalog/testdata/merchant_reward.jsonl
similarity index 100%
rename from finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/merchant_reward.jsonl
rename to finance-credit-card-chatbot/data-catalog/testdata/merchant_reward.jsonl
diff --git a/finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/transaction.jsonl b/finance-credit-card-chatbot/data-catalog/testdata/transaction.jsonl
similarity index 100%
rename from finance-credit-card-chatbot/credit-card-analytics/creditcard-testdata/transaction.jsonl
rename to finance-credit-card-chatbot/data-catalog/testdata/transaction.jsonl
diff --git a/getting-started-examples/01_kafka_to_console/README.md b/getting-started-examples/01_kafka_to_console/README.md
index 18710aa2..93e14f0d 100644
--- a/getting-started-examples/01_kafka_to_console/README.md
+++ b/getting-started-examples/01_kafka_to_console/README.md
@@ -10,7 +10,7 @@ This project demonstrates how to use [DataSQRL](https://datasqrl.com) to build a
 Run the following command from the project root where your `package.json` and SQRL scripts reside:
 
 ```bash
-docker run -it --rm -p 8888:8888 -p 9092:9092 -v $PWD:/build datasqrl/cmd:latest run -c package.json
+docker run -it --rm -p 8888:8888 -p 9092:9092 -v $PWD:/workspace datasqrl/cmd:latest run -c package.json
 ```
 
 ## Generate Data
diff --git a/getting-started-examples/01_kafka_to_console/kafka-source/contact.avsc b/getting-started-examples/01_kafka_to_console/connectors/contact.avsc
similarity index 100%
rename from getting-started-examples/01_kafka_to_console/kafka-source/contact.avsc
rename to getting-started-examples/01_kafka_to_console/connectors/contact.avsc
diff --git a/getting-started-examples/01_kafka_to_console/kafka-source/contact.table.sql b/getting-started-examples/01_kafka_to_console/connectors/test.sqrl
similarity index 100%
rename from getting-started-examples/01_kafka_to_console/kafka-source/contact.table.sql
rename to getting-started-examples/01_kafka_to_console/connectors/test.sqrl
diff --git a/getting-started-examples/01_kafka_to_console/kafka-console.sqrl b/getting-started-examples/01_kafka_to_console/kafka-console.sqrl
index bc3cbead..64d94998 100644
--- a/getting-started-examples/01_kafka_to_console/kafka-console.sqrl
+++ b/getting-started-examples/01_kafka_to_console/kafka-console.sqrl
@@ -1,5 +1,5 @@
--- Import the source table under the name it is defined in the 'contact.table.sql' file
-IMPORT kafka-source.contact;
+-- Import the source table inline from the 'contact.sqrl' file
+IMPORT connectors.test.*;
 
 -- Export the results to console (print)
 EXPORT Contact TO print.Contact;
diff --git a/getting-started-examples/02_kafka_to_kafka/README.md b/getting-started-examples/02_kafka_to_kafka/README.md
index f4844aec..3746d67b 100644
--- a/getting-started-examples/02_kafka_to_kafka/README.md
+++ b/getting-started-examples/02_kafka_to_kafka/README.md
@@ -10,7 +10,7 @@ This project demonstrates how to use [DataSQRL](https://datasqrl.com) to build a
 Run the following command from the project root where your `package.json` and SQRL scripts reside:
 
 ```bash
-docker run -it --rm -p 8888:8888 -p 9092:9092  -v $PWD:/build datasqrl/cmd:latest run -c package.json
+docker run -it --rm -p 8888:8888 -p 9092:9092  -v $PWD:/workspace datasqrl/cmd:latest run -c package.json
 ```
 
 ## Generate Data
diff --git a/getting-started-examples/02_kafka_to_kafka/kafka-source/contact.avsc b/getting-started-examples/02_kafka_to_kafka/connectors/contact.avsc
similarity index 100%
rename from getting-started-examples/02_kafka_to_kafka/kafka-source/contact.avsc
rename to getting-started-examples/02_kafka_to_kafka/connectors/contact.avsc
diff --git a/getting-started-examples/02_kafka_to_kafka/connectors/contact_updated.table.sql b/getting-started-examples/02_kafka_to_kafka/connectors/contact_updated.table.sql
new file mode 100644
index 00000000..972d3395
--- /dev/null
+++ b/getting-started-examples/02_kafka_to_kafka/connectors/contact_updated.table.sql
@@ -0,0 +1,11 @@
+CREATE TABLE ContactUpdated (
+    WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
+) WITH (
+    'connector' = 'kafka',
+    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
+    'properties.group.id' = 'mygroupid',
+    'scan.startup.mode' = 'group-offsets',
+    'properties.auto.offset.reset' = 'earliest',
+    'value.format' = 'flexible-json',
+    'topic' = 'contactupdated'
+) LIKE `*`;
diff --git a/getting-started-examples/02_kafka_to_kafka/connectors/test.sqrl b/getting-started-examples/02_kafka_to_kafka/connectors/test.sqrl
new file mode 100644
index 00000000..a8ba5ba6
--- /dev/null
+++ b/getting-started-examples/02_kafka_to_kafka/connectors/test.sqrl
@@ -0,0 +1,11 @@
+CREATE TABLE Contact (
+    last_updated TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
+    WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
+) WITH (
+    'connector' = 'kafka',
+    'topic' = 'contact',
+    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
+    'properties.group.id' = 'user-consumer-group',
+    'scan.startup.mode' = 'earliest-offset',
+    'format' = 'avro'
+) LIKE `contact.avsc`;
diff --git a/getting-started-examples/02_kafka_to_kafka/data-generator/.nodiscovery b/getting-started-examples/02_kafka_to_kafka/data-generator/.nodiscovery
deleted file mode 100644
index e69de29b..00000000
diff --git a/getting-started-examples/02_kafka_to_kafka/kafka-sink/contact_updated.table.sql b/getting-started-examples/02_kafka_to_kafka/kafka-sink/contact_updated.table.sql
deleted file mode 100644
index ed3441c6..00000000
--- a/getting-started-examples/02_kafka_to_kafka/kafka-sink/contact_updated.table.sql
+++ /dev/null
@@ -1,11 +0,0 @@
-CREATE TABLE ContactUpdated (
-    WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
-) WITH (
-      'connector' = 'kafka',
-      'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-      'properties.group.id' = 'mygroupid',
-      'scan.startup.mode' = 'group-offsets',
-      'properties.auto.offset.reset' = 'earliest',
-      'value.format' = 'flexible-json',
-      'topic' = 'contactupdated'
-) LIKE `*`;
diff --git a/getting-started-examples/02_kafka_to_kafka/kafka-source/contact.table.sql b/getting-started-examples/02_kafka_to_kafka/kafka-source/contact.table.sql
deleted file mode 100644
index 4d46326c..00000000
--- a/getting-started-examples/02_kafka_to_kafka/kafka-source/contact.table.sql
+++ /dev/null
@@ -1,11 +0,0 @@
-CREATE TABLE Contact (
-  last_updated TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp',
-  WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
-) WITH (
-  'connector' = 'kafka',
-  'topic' = 'contact',
-  'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-  'properties.group.id' = 'user-consumer-group',
-  'scan.startup.mode' = 'earliest-offset',
-  'format' = 'avro'
-) LIKE `contact.avsc`;
diff --git a/getting-started-examples/02_kafka_to_kafka/kafka-test.sqrl b/getting-started-examples/02_kafka_to_kafka/kafka-test.sqrl
index 0c7255cc..3c51718a 100644
--- a/getting-started-examples/02_kafka_to_kafka/kafka-test.sqrl
+++ b/getting-started-examples/02_kafka_to_kafka/kafka-test.sqrl
@@ -1,5 +1,5 @@
-IMPORT kafka-source.contact AS Contacts;
+IMPORT connectors.contact.*;
 
-ContactsUpdated := SELECT firstname, lastname, last_updated FROM Contacts;
+ContactsUpdated := SELECT firstname, lastname, last_updated FROM Contact;
 
-EXPORT ContactsUpdated TO kafka-sink.contact_updated;
+EXPORT ContactsUpdated TO connectors.contact_updated;
diff --git a/getting-started-examples/03_kafka_join/README.md b/getting-started-examples/03_kafka_join/README.md
index e7635b1c..878f0d31 100644
--- a/getting-started-examples/03_kafka_join/README.md
+++ b/getting-started-examples/03_kafka_join/README.md
@@ -13,7 +13,7 @@ This project demonstrates how to use [DataSQRL](https://datasqrl.com) to build a
 Run the following command from the project root where your `package.json` and SQRL scripts reside:
 
 ```bash
-docker run -it --rm -p 8888:8888 -p 9092:9092 -v $PWD:/build datasqrl/cmd:latest run -c package.json
+docker run -it --rm -p 8888:8888 -p 9092:9092 -v $PWD:/workspace datasqrl/cmd:latest run -c package.json
 ```
 
 ## Generate Data
diff --git a/getting-started-examples/04_file_to_iceberg_test/README.md b/getting-started-examples/04_file_to_iceberg_test/README.md
index a275f03b..2e52124a 100644
--- a/getting-started-examples/04_file_to_iceberg_test/README.md
+++ b/getting-started-examples/04_file_to_iceberg_test/README.md
@@ -9,7 +9,7 @@ This project demonstrates how to use [DataSQRL](https://datasqrl.com) to build a
 Run the following command from the project root where your `package.json` and SQRL scripts reside:
 
 ```bash
-docker run -it --rm -p 8888:8888 -p 8081:8081 -v $PWD:/build datasqrl/cmd:latest run -c package.json
+docker run -it --rm -p 8888:8888 -p 8081:8081 -v $PWD:/workspace datasqrl/cmd:latest run -c package.json
 ```
 
 > [!NOTE]
diff --git a/getting-started-examples/04_file_to_iceberg_test/testdata/my_file.jsonl b/getting-started-examples/04_file_to_iceberg_test/connectors/input_file.jsonl
similarity index 100%
rename from getting-started-examples/04_file_to_iceberg_test/testdata/my_file.jsonl
rename to getting-started-examples/04_file_to_iceberg_test/connectors/input_file.jsonl
diff --git a/getting-started-examples/04_file_to_iceberg_test/connectors/test.sqrl b/getting-started-examples/04_file_to_iceberg_test/connectors/test.sqrl
new file mode 100644
index 00000000..da93edcb
--- /dev/null
+++ b/getting-started-examples/04_file_to_iceberg_test/connectors/test.sqrl
@@ -0,0 +1 @@
+CREATE TABLE InputFile LIKE `input_file.jsonl`;
diff --git a/getting-started-examples/04_file_to_iceberg_test/file-to-iceberg.sqrl b/getting-started-examples/04_file_to_iceberg_test/file-to-iceberg.sqrl
index b57fe400..a1f5aee3 100644
--- a/getting-started-examples/04_file_to_iceberg_test/file-to-iceberg.sqrl
+++ b/getting-started-examples/04_file_to_iceberg_test/file-to-iceberg.sqrl
@@ -1,3 +1,3 @@
-IMPORT testdata.my_file AS InputFile;
+IMPORT connectors.test;
 
-ProcessedData := SELECT id, name, amount, event_time FROM InputFile;
+ProcessedData := SELECT id, name, amount, event_time FROM test.InputFile;
diff --git a/getting-started-examples/04_file_to_iceberg_test/testdata/my_file.table.sql b/getting-started-examples/04_file_to_iceberg_test/testdata/my_file.table.sql
deleted file mode 100644
index b5ea3d9a..00000000
--- a/getting-started-examples/04_file_to_iceberg_test/testdata/my_file.table.sql
+++ /dev/null
@@ -1,10 +0,0 @@
-CREATE TABLE MyFile (
-    id INT,
-    name STRING,
-    amount DOUBLE,
-    event_time TIMESTAMP_LTZ(3)
-) WITH (
-    'connector' = 'filesystem',
-    'path' = '${DATA_PATH}/my_file.jsonl',
-    'format' = 'flexible-json'
-);
diff --git a/getting-started-examples/05_kafka_to_iceberg_local_test/README.md b/getting-started-examples/05_kafka_to_iceberg_local_test/README.md
index 679e5926..2f324506 100644
--- a/getting-started-examples/05_kafka_to_iceberg_local_test/README.md
+++ b/getting-started-examples/05_kafka_to_iceberg_local_test/README.md
@@ -9,7 +9,7 @@ This project demonstrates how to use [DataSQRL](https://datasqrl.com) to build a
 
 Run the following command from the project root where your `package.json` and SQRL scripts reside:
 ```bash
-docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/build datasqrl/cmd:latest run -c package.json
+docker run -it --rm -p 8888:8888 -p 8081:8081 -p 9092:9092 -v $PWD:/workspace datasqrl/cmd:latest run -c package.json
 ```
 
 ## Generate Data
diff --git a/getting-started-examples/05_kafka_to_iceberg_local_test/connectors/test.sqrl b/getting-started-examples/05_kafka_to_iceberg_local_test/connectors/test.sqrl
new file mode 100644
index 00000000..2746bef7
--- /dev/null
+++ b/getting-started-examples/05_kafka_to_iceberg_local_test/connectors/test.sqrl
@@ -0,0 +1,14 @@
+CREATE TABLE Contact (
+    id BIGINT,
+    firstname STRING,
+    lastname STRING,
+    last_updated TIMESTAMP_LTZ(3) METADATA FROM 'timestamp',
+    WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
+) WITH (
+    'connector' = 'kafka',
+    'topic' = 'contacts',
+    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
+    'properties.group.id' = '${KAFKA_GROUP_ID}',
+    'scan.startup.mode' = 'earliest-offset',
+    'format' = 'flexible-json'
+);
diff --git a/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-source/contact.table.sql b/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-source/contact.table.sql
deleted file mode 100644
index 5dabb8d0..00000000
--- a/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-source/contact.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Contact (
-  id BIGINT,
-  firstname STRING,
-  lastname STRING,
-  last_updated TIMESTAMP_LTZ(3) METADATA FROM 'timestamp',
-  WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
-) WITH (
-  'connector' = 'kafka',
-  'topic' = 'contacts',
-  'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-  'properties.group.id' = '${KAFKA_GROUP_ID}',
-  'scan.startup.mode' = 'earliest-offset',
-  'format' = 'flexible-json'
-);
diff --git a/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-to-iceberg.sqrl b/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-to-iceberg.sqrl
index f2db37ab..011bc8d3 100644
--- a/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-to-iceberg.sqrl
+++ b/getting-started-examples/05_kafka_to_iceberg_local_test/kafka-to-iceberg.sqrl
@@ -1,3 +1,3 @@
-IMPORT kafka-source.contact AS _Contacts;
+IMPORT connectors.test;
 
-MyContacts := SELECT id, firstname, lastname, last_updated FROM _Contacts;
+MyContacts := SELECT id, firstname, lastname, last_updated FROM test.Contact;
diff --git a/getting-started-examples/06_kafka_to_iceberg_glue_test/README.md b/getting-started-examples/06_kafka_to_iceberg_glue_test/README.md
index 8c0e809e..983a93f0 100644
--- a/getting-started-examples/06_kafka_to_iceberg_glue_test/README.md
+++ b/getting-started-examples/06_kafka_to_iceberg_glue_test/README.md
@@ -31,7 +31,7 @@ docker run -it --rm \
   -p 8888:8888 \
   -p 8081:8081 \
   -p 9092:9092 \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   -e AWS_ACCESS_KEY_ID="<my-access-key>" \
   -e AWS_SECRET_ACCESS_KEY="<my-secret-key" \
   -e AWS_REGION="<my-region>" \
diff --git a/getting-started-examples/06_kafka_to_iceberg_glue_test/connectors/contact.sqrl b/getting-started-examples/06_kafka_to_iceberg_glue_test/connectors/contact.sqrl
new file mode 100644
index 00000000..2746bef7
--- /dev/null
+++ b/getting-started-examples/06_kafka_to_iceberg_glue_test/connectors/contact.sqrl
@@ -0,0 +1,14 @@
+CREATE TABLE Contact (
+    id BIGINT,
+    firstname STRING,
+    lastname STRING,
+    last_updated TIMESTAMP_LTZ(3) METADATA FROM 'timestamp',
+    WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
+) WITH (
+    'connector' = 'kafka',
+    'topic' = 'contacts',
+    'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
+    'properties.group.id' = '${KAFKA_GROUP_ID}',
+    'scan.startup.mode' = 'earliest-offset',
+    'format' = 'flexible-json'
+);
diff --git a/getting-started-examples/06_kafka_to_iceberg_glue_test/data-generator/.nodiscovery b/getting-started-examples/06_kafka_to_iceberg_glue_test/data-generator/.nodiscovery
deleted file mode 100644
index e69de29b..00000000
diff --git a/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-source/contact.table.sql b/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-source/contact.table.sql
deleted file mode 100644
index 5dabb8d0..00000000
--- a/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-source/contact.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Contact (
-  id BIGINT,
-  firstname STRING,
-  lastname STRING,
-  last_updated TIMESTAMP_LTZ(3) METADATA FROM 'timestamp',
-  WATERMARK FOR last_updated AS last_updated - INTERVAL '1' SECOND
-) WITH (
-  'connector' = 'kafka',
-  'topic' = 'contacts',
-  'properties.bootstrap.servers' = '${KAFKA_BOOTSTRAP_SERVERS}',
-  'properties.group.id' = '${KAFKA_GROUP_ID}',
-  'scan.startup.mode' = 'earliest-offset',
-  'format' = 'flexible-json'
-);
diff --git a/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-to-iceberg.sqrl b/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-to-iceberg.sqrl
index f2db37ab..011bc8d3 100644
--- a/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-to-iceberg.sqrl
+++ b/getting-started-examples/06_kafka_to_iceberg_glue_test/kafka-to-iceberg.sqrl
@@ -1,3 +1,3 @@
-IMPORT kafka-source.contact AS _Contacts;
+IMPORT connectors.test;
 
-MyContacts := SELECT id, firstname, lastname, last_updated FROM _Contacts;
+MyContacts := SELECT id, firstname, lastname, last_updated FROM test.Contact;
diff --git a/getting-started-examples/07_schema_registry_kafka_to_kafka/README.md b/getting-started-examples/07_schema_registry_kafka_to_kafka/README.md
index 7fb48317..2ea416c3 100644
--- a/getting-started-examples/07_schema_registry_kafka_to_kafka/README.md
+++ b/getting-started-examples/07_schema_registry_kafka_to_kafka/README.md
@@ -29,7 +29,7 @@ Run the following command from the project root where your `package.json` and SQ
 ```bash
 docker run -it --rm \
   -p 8888:8888 \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   datasqrl/cmd:latest run -c package.json
 ```
 
diff --git a/getting-started-examples/README.md b/getting-started-examples/README.md
index 6be35bcc..8df097cb 100644
--- a/getting-started-examples/README.md
+++ b/getting-started-examples/README.md
@@ -37,7 +37,7 @@ Each folder includes:
 docker run -it --rm \
   -p 8888:8888 \
   -p 8081:8081 \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   datasqrl/cmd:latest run -c package.json
 ```
 #### Persistent Data
@@ -49,7 +49,7 @@ stopped running, extend with `/data` mount:
 docker run -it --rm \
   -p 8888:8888 \
   -p 8081:8081 \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   -v $PWD/data:/data \
   datasqrl/cmd:latest run -c package.json
 ```
@@ -62,7 +62,7 @@ If using AWS pass the necessary environment variables defined by the AWS SDK::
 docker run -it --rm \
   -p 8888:8888 \
   -p 8081:8081 \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   -e AWS_ACCESS_KEY_ID="<my-access-key>" \
   -e AWS_SECRET_ACCESS_KEY="<my-secret-key" \
   -e AWS_REGION="<my-region>" \
@@ -73,7 +73,7 @@ docker run -it --rm \
 
 ```bash
 docker run -it --rm \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   datasqrl/cmd:latest compile -c package.json
 ```
 
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/README.md b/healthcare-study/data-catalog/README.md
similarity index 97%
rename from healthcare-study/healthcare-study-stream/study-testdata/README.md
rename to healthcare-study/data-catalog/README.md
index 095f6766..85ab6984 100644
--- a/healthcare-study/healthcare-study-stream/study-testdata/README.md
+++ b/healthcare-study/data-catalog/README.md
@@ -1,6 +1,6 @@
-# Data Package for the Healthcare Study Monitoring Example
+# Data Catalog for the Healthcare Study Monitoring Example
 
-This data package is used by the Healthcare Study Monitoring Example which demonstrates DataSQRL's capabilities in
+This data catalog is used by the Healthcare Study Monitoring Example which demonstrates DataSQRL's capabilities in
 creating a data pipeline to monitor and analyze healthcare study data. We will create a pipeline that ingests raw data
 from clinical studies and exposes the data through a GraphQL API. The pipeline will combine study metadata, patient
 information, and sensor readings to provide insights into the studies.
diff --git a/healthcare-study/data-catalog/metrics-api.sqrl b/healthcare-study/data-catalog/metrics-api.sqrl
new file mode 100644
index 00000000..320bcb72
--- /dev/null
+++ b/healthcare-study/data-catalog/metrics-api.sqrl
@@ -0,0 +1,6 @@
+/*+ engine(kafka) */
+CREATE TABLE ClinicalIndicator (
+    sensorId BIGINT NOT NULL,
+    metric DOUBLE NOT NULL,
+    `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
+);
diff --git a/healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.avsc b/healthcare-study/data-catalog/metrics-kafka/clinical_indicator.avsc
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.avsc
rename to healthcare-study/data-catalog/metrics-kafka/clinical_indicator.avsc
diff --git a/healthcare-study/healthcare-study-stream/metrics-kafka/clinical_indicator.table.sql b/healthcare-study/data-catalog/metrics-kafka/clinical_indicator.table.sql
similarity index 100%
rename from healthcare-study/healthcare-study-stream/metrics-kafka/clinical_indicator.table.sql
rename to healthcare-study/data-catalog/metrics-kafka/clinical_indicator.table.sql
diff --git a/healthcare-study/healthcare-study-stream/metrics-kafka/enriched_indicator.table.sql b/healthcare-study/data-catalog/metrics-kafka/enriched_indicator.table.sql
similarity index 100%
rename from healthcare-study/healthcare-study-stream/metrics-kafka/enriched_indicator.table.sql
rename to healthcare-study/data-catalog/metrics-kafka/enriched_indicator.table.sql
diff --git a/healthcare-study/data-catalog/metrics-test.sqrl b/healthcare-study/data-catalog/metrics-test.sqrl
new file mode 100644
index 00000000..5e6fa6e8
--- /dev/null
+++ b/healthcare-study/data-catalog/metrics-test.sqrl
@@ -0,0 +1,6 @@
+CREATE TABLE ClinicalIndicator (
+    `timestamp` AS TO_TIMESTAMP_LTZ(`time`, 3),
+    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/clinical_indicator.jsonl`;
diff --git a/healthcare-study/healthcare-study-stream/metrics-kafka/clinical_indicator.avsc b/healthcare-study/data-catalog/metrics-testdata/clinical_indicator.avsc
similarity index 100%
rename from healthcare-study/healthcare-study-stream/metrics-kafka/clinical_indicator.avsc
rename to healthcare-study/data-catalog/metrics-testdata/clinical_indicator.avsc
diff --git a/healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.jsonl b/healthcare-study/data-catalog/metrics-testdata/clinical_indicator.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.jsonl
rename to healthcare-study/data-catalog/metrics-testdata/clinical_indicator.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.table.sql b/healthcare-study/data-catalog/metrics-testdata/clinical_indicator.table.sql
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/metrics-testdata/clinical_indicator.table.sql
rename to healthcare-study/data-catalog/metrics-testdata/clinical_indicator.table.sql
diff --git a/healthcare-study/healthcare-study-stream/metrics-testdata/enriched_indicator.table.sql b/healthcare-study/data-catalog/metrics-testdata/enriched_indicator.table.sql
similarity index 100%
rename from healthcare-study/healthcare-study-stream/metrics-testdata/enriched_indicator.table.sql
rename to healthcare-study/data-catalog/metrics-testdata/enriched_indicator.table.sql
diff --git a/healthcare-study/data-catalog/package.json b/healthcare-study/data-catalog/package.json
new file mode 100644
index 00000000..04ce33bc
--- /dev/null
+++ b/healthcare-study/data-catalog/package.json
@@ -0,0 +1,6 @@
+{
+  "version": "1",
+  "information": {
+    "description": "Shared data catalog for the healthcare example projects"
+  }
+}
diff --git a/healthcare-study/data-catalog/study-test.sqrl b/healthcare-study/data-catalog/study-test.sqrl
new file mode 100644
index 00000000..0cfd36f7
--- /dev/null
+++ b/healthcare-study/data-catalog/study-test.sqrl
@@ -0,0 +1,28 @@
+CREATE TABLE Metadata (
+     PRIMARY KEY (`metadataId`, `lastUpdated`) NOT ENFORCED,
+     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/metadata.jsonl`;
+
+CREATE TABLE ObservationGroup (
+
+     PRIMARY KEY (`groupId`, `createdDate`) NOT ENFORCED,
+     WATERMARK FOR `createdDate` AS `createdDate` - INTERVAL '0.001' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/observation_group.jsonl`;
+
+CREATE TABLE Patients (
+    PRIMARY KEY (`patientId`, `lastUpdated`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/patients.jsonl`;
+
+CREATE TABLE SensorPlacements (
+    PRIMARY KEY (`eventId`) NOT ENFORCED,
+    WATERMARK FOR `placedTimestamp` AS `placedTimestamp` - INTERVAL '0.001' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/sensor_placements.jsonl`;
diff --git a/healthcare-study/healthcare-study-api/metrics-testdata/clinical_indicator.jsonl b/healthcare-study/data-catalog/testdata/clinical_indicator.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-api/metrics-testdata/clinical_indicator.jsonl
rename to healthcare-study/data-catalog/testdata/clinical_indicator.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/metadata.jsonl b/healthcare-study/data-catalog/testdata/metadata.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/study-testdata/metadata.jsonl
rename to healthcare-study/data-catalog/testdata/metadata.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/observation_group.jsonl b/healthcare-study/data-catalog/testdata/observation_group.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/study-testdata/observation_group.jsonl
rename to healthcare-study/data-catalog/testdata/observation_group.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/patients.jsonl b/healthcare-study/data-catalog/testdata/patients.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/study-testdata/patients.jsonl
rename to healthcare-study/data-catalog/testdata/patients.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/sensor_placements.jsonl b/healthcare-study/data-catalog/testdata/sensor_placements.jsonl
similarity index 100%
rename from healthcare-study/healthcare-study-analytics/study-testdata/sensor_placements.jsonl
rename to healthcare-study/data-catalog/testdata/sensor_placements.jsonl
diff --git a/healthcare-study/healthcare-study-analytics/README.md b/healthcare-study/healthcare-study-analytics/README.md
index e1f0de93..ec87d582 100644
--- a/healthcare-study/healthcare-study-analytics/README.md
+++ b/healthcare-study/healthcare-study-analytics/README.md
@@ -4,7 +4,7 @@ This script produces study analytics for observations groups in Iceberg tables t
 
 Run the `study_analytics.sqrl` script using iceberg and duckdb locally as follows:
 ```bash
-docker run -it -p 8888:8888 -p 8081:8081 --rm -v $PWD:/build datasqrl/cmd:latest run -c study_analytics_package_test.json
+docker run -it -p 8888:8888 -p 8081:8081 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c study_analytics_package_test.json
 ```
 
 This writes the data to the local directory `warehouse` which is configured in `study_analytics_package_test.json`
@@ -16,7 +16,7 @@ otherwise you might run into errors of catalog mismatch.
 There is also a package configuration for running this example using Snowflake as the query engine:
 ```bash
 docker run -it -p 8888:8888 -p 8081:8081 --rm \
-  -v $PWD:/build \
+  -v $PWD:/workspace \
   -e AWS_ACCESS_KEY_ID="<my-access-key>" \
   -e AWS_SECRET_ACCESS_KEY="<my-secret-key" \
   -e AWS_REGION="<my-region>" \
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/README.md b/healthcare-study/healthcare-study-analytics/study-testdata/README.md
deleted file mode 100644
index 095f6766..00000000
--- a/healthcare-study/healthcare-study-analytics/study-testdata/README.md
+++ /dev/null
@@ -1,91 +0,0 @@
-# Data Package for the Healthcare Study Monitoring Example
-
-This data package is used by the Healthcare Study Monitoring Example which demonstrates DataSQRL's capabilities in
-creating a data pipeline to monitor and analyze healthcare study data. We will create a pipeline that ingests raw data
-from clinical studies and exposes the data through a GraphQL API. The pipeline will combine study metadata, patient
-information, and sensor readings to provide insights into the studies.
-
-## Data Overview
-
-The Healthcare Study Monitoring pipeline aggregates data from multiple healthcare-related sources to track patient
-information, clinical studies, and sensor data for health metrics. This pipeline integrates various datasets,
-such as patient profiles, clinical sensor placements, and metadata about the clinical indicators being monitored.
-
-### Datasets:
-- Metadata: Information about the clinical indicators or markers being monitored, including acceptable ranges.
-- Observation Groups: Details about groups of patients being studied as part of a clinical trial.
-- Patients: Patient profile data, including demographic and health information.
-- Sensor Placements: Information on the placement of sensors that monitor clinical indicators in real-time.
-
-#### Metadata
-
-This dataset contains information about the clinical indicators (also known as markers) being monitored. Each entry represents a health condition or symptom, along with a range of healthy values.
-
-Fields:
-- metadataId: Unique identifier for each clinical indicator.
-- name: The name of the clinical indicator (e.g., "Vomiting coffee ground material Marker").
-- lowRange: The lowest value that is considered within the normal range for the indicator.
-- highRange: The highest value that is considered within the normal range for the indicator.
-- lastUpdated: Timestamp when the metadata was last updated.
-
-Sample Data:
-```json
-{"metadataId":6,"name":"Vomiting coffee ground material Marker","lowRange":9.0,"highRange":107.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":7,"name":"Blood in urine (Hematuria) Marker","lowRange":31.0,"highRange":95.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":8,"name":"Headache Marker","lowRange":10.0,"highRange":62.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-```
-
-#### Observation Groups
-
-This dataset tracks information about groups of patients who are part of a specific clinical study. Each group consists of multiple patients from a particular hospital or clinic.
-
-Fields:
-- groupId: Unique identifier for the observation group.
-- studyId: Identifier for the healthcare study that the group is associated with.
-- groupName: Name of the group, usually the name of the hospital or healthcare center.
-- createdDate: The date when the observation group was created.
-- patients: A list of patient IDs that belong to this group.
-
-Sample Data:
-```json
-{"groupId":3,"studyId":1,"groupName":"BETSY JOHNSON HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":18},{"patientId":10},{"patientId":12}]}
-{"groupId":4,"studyId":1,"groupName":"BHC ALHAMBRA HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":8},{"patientId":13}]}
-```
-
-#### Patients
-
-This dataset contains the profile data for patients involved in clinical studies. It includes demographic details and key health information for each patient.
-
-Fields:
-- patientId: Unique identifier for each patient.
-- studyId: Identifier for the healthcare study that the patient is enrolled in.
-- name: Full name of the patient.
-- bloodGroup: The patient's blood group (e.g., O+, B-).
-- dateOfBirth: The patient's date of birth.
-- diagnosis: The primary diagnosis or condition being treated or monitored for the patient.
-- lastUpdated: Timestamp when the patient's information was last updated.
-
-Sample Data:
-```json
-{"patientId":12,"studyId":1,"name":"Alaine Dietrich Sr.","bloodGroup":"O+","dateOfBirth":"2004-05-23","diagnosis":"Hypertension","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":13,"studyId":1,"name":"Dale Harber V","bloodGroup":"B-","dateOfBirth":"1999-04-17","diagnosis":"Hypothyroidism","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":14,"studyId":1,"name":"Jenelle Dicki","bloodGroup":"B-","dateOfBirth":"1962-07-26","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-```
-
-#### Sensor Placements
-
-This dataset tracks the placement of clinical sensors on patients, which are used to monitor specific clinical indicators. Each sensor is linked to a patient and a clinical marker (from the Metadata dataset).
-
-Fields:
-- sensorId: Unique identifier for the sensor.
-- patientId: Identifier for the patient to whom the sensor is attached.
-- metadataId: Identifier for the clinical indicator (or marker) being measured by the sensor.
-- eventId: Unique event identifier associated with the sensor placement.
-- placedTimestamp: The timestamp when the sensor was placed on the patient.
-
-Sample Data:
-```json
-{"sensorId":15,"patientId":7,"metadataId":13,"eventId":"980ef0d6-a2d1-45c0-8e95-d70a17922464","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":16,"patientId":24,"metadataId":7,"eventId":"782f445d-a610-4cd4-b891-f94341516bf7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":17,"patientId":23,"metadataId":10,"eventId":"35e05544-5a6f-43d7-8e6f-31a50f5851b6","placedTimestamp":"2024-09-15T00:00:00Z"}
-```
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/metadata.table.sql b/healthcare-study/healthcare-study-analytics/study-testdata/metadata.table.sql
deleted file mode 100644
index a6f33082..00000000
--- a/healthcare-study/healthcare-study-analytics/study-testdata/metadata.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Metadata (
-    `metadataId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `lowRange` DOUBLE NOT NULL,
-    `highRange` DOUBLE NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`metadataId`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/metadata.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/observation_group.table.sql b/healthcare-study/healthcare-study-analytics/study-testdata/observation_group.table.sql
deleted file mode 100644
index 72449b4b..00000000
--- a/healthcare-study/healthcare-study-analytics/study-testdata/observation_group.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE ObservationGroup (
-    `groupId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `groupName` STRING NOT NULL,
-    `createdDate` TIMESTAMP_LTZ(3) NOT NULL,
-    `patients` ARRAY<ROW<`patientId` BIGINT NOT NULL>> NOT NULL,
-     PRIMARY KEY (`groupId`, `createdDate`) NOT ENFORCED,
-     WATERMARK FOR `createdDate` AS `createdDate` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/observation_group.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/patients.table.sql b/healthcare-study/healthcare-study-analytics/study-testdata/patients.table.sql
deleted file mode 100644
index f4dd4b59..00000000
--- a/healthcare-study/healthcare-study-analytics/study-testdata/patients.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Patients (
-    `patientId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `bloodGroup` STRING,
-    `dateOfBirth` STRING,
-    `diagnosis` STRING,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`patientId`, `lastUpdated`) NOT ENFORCED,
-    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/patients.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
\ No newline at end of file
diff --git a/healthcare-study/healthcare-study-analytics/study-testdata/sensor_placements.table.sql b/healthcare-study/healthcare-study-analytics/study-testdata/sensor_placements.table.sql
deleted file mode 100644
index 2b23e1a0..00000000
--- a/healthcare-study/healthcare-study-analytics/study-testdata/sensor_placements.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE SensorPlacements (
-    `sensorId` BIGINT NOT NULL,
-    `patientId` BIGINT NOT NULL,
-    `metadataId` BIGINT NOT NULL,
-    `eventId` STRING NOT NULL,
-    `placedTimestamp` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`eventId`) NOT ENFORCED,
-     WATERMARK FOR `placedTimestamp` AS `placedTimestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/sensor_placements.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-analytics/study_analytics.sqrl b/healthcare-study/healthcare-study-analytics/study_analytics.sqrl
index a5a2354d..50b312ef 100644
--- a/healthcare-study/healthcare-study-analytics/study_analytics.sqrl
+++ b/healthcare-study/healthcare-study-analytics/study_analytics.sqrl
@@ -1,22 +1,21 @@
-IMPORT study-testdata.* AS _CDC_;
-IMPORT metrics-testdata.clinical_indicator AS _ClinicalIndicator;
+IMPORT `data-catalog`.`study-test` AS study_ctl;
+IMPORT `data-catalog`.`metrics-test` AS metrics_ctl;
 
-_SensorPlacements := DISTINCT _CDC_SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
-_Metadata := DISTINCT _CDC_Metadata ON metadataId ORDER BY lastUpdated DESC;
-_Patients := DISTINCT _CDC_Patients ON patientId ORDER BY lastUpdated DESC;
+_SensorPlacements := DISTINCT study_ctl.SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
+_Metadata         := DISTINCT study_ctl.Metadata ON metadataId ORDER BY lastUpdated DESC;
+_Patients         := DISTINCT study_ctl.Patients ON patientId ORDER BY lastUpdated DESC;
 
-_EnrichedIndicators := SELECT * FROM _ClinicalIndicator m
+_EnrichedIndicators := SELECT * FROM metrics_ctl.ClinicalIndicator m
     JOIN _SensorPlacements FOR SYSTEM_TIME AS OF m.`timestamp` p ON m.sensorId = p.sensorId
-    JOIN _Metadata  FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId
-    JOIN _Patients  FOR SYSTEM_TIME AS OF m.`timestamp` pt ON p.patientId = pt.patientId;
+    JOIN _Metadata         FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId
+    JOIN _Patients         FOR SYSTEM_TIME AS OF m.`timestamp` pt ON p.patientId = pt.patientId;
 
 /*+primary_key(studyId, patientId, metadataId, name, timeHour), partition_key(studyId) */
-_PatientMetricsHourly := SELECT studyId, patientId, window_time AS timeHour, metadataId, name,
-                         avg(metric) as avgMetric
+_PatientMetricsHourly := SELECT studyId, patientId, window_time AS timeHour, metadataId, name, AVG(metric) as avgMetric
             FROM TABLE(TUMBLE(TABLE _EnrichedIndicators, DESCRIPTOR(`timestamp`), INTERVAL '1' HOUR))
             GROUP BY studyId, patientId, metadataId, name, window_start, window_end, window_time;
 
-_ObservationGroup := DISTINCT _CDC_ObservationGroup ON groupId ORDER BY createdDate DESC;
+_ObservationGroup := DISTINCT study_ctl.ObservationGroup ON groupId ORDER BY createdDate DESC;
 
 /*+primary_key(groupId, patientId), partition_key */
 _ObservationGroupMembership := SELECT groupId, groupName, studyId, p.patientId FROM _ObservationGroup g CROSS JOIN UNNEST(g.patients) p(patientId);
diff --git a/healthcare-study/healthcare-study-analytics/study_analytics_package_snowflake.json b/healthcare-study/healthcare-study-analytics/study_analytics_package_snowflake.json
index 62f8c1b0..738b1d99 100644
--- a/healthcare-study/healthcare-study-analytics/study_analytics_package_snowflake.json
+++ b/healthcare-study/healthcare-study-analytics/study_analytics_package_snowflake.json
@@ -2,7 +2,12 @@
   "version": "1",
   "enabled-engines": ["iceberg", "snowflake", "flink"],
   "script": {
-    "main": "study_analytics.sqrl"
+    "main": "study_analytics.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    }
   },
   "engines": {
     "flink": {
diff --git a/healthcare-study/healthcare-study-analytics/study_analytics_package_test.json b/healthcare-study/healthcare-study-analytics/study_analytics_package_test.json
index 2d8d3f82..979923d6 100644
--- a/healthcare-study/healthcare-study-analytics/study_analytics_package_test.json
+++ b/healthcare-study/healthcare-study-analytics/study_analytics_package_test.json
@@ -2,7 +2,12 @@
   "version": "1",
   "enabled-engines": ["vertx", "iceberg", "duckdb", "flink"],
   "script": {
-    "main": "study_analytics.sqrl"
+    "main": "study_analytics.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    }
   },
   "engines": {
     "flink": {
diff --git a/healthcare-study/healthcare-study-api/metrics-api/clinical_indicator.sqrl b/healthcare-study/healthcare-study-api/metrics-api/clinical_indicator.sqrl
deleted file mode 100644
index 1163ad55..00000000
--- a/healthcare-study/healthcare-study-api/metrics-api/clinical_indicator.sqrl
+++ /dev/null
@@ -1,6 +0,0 @@
-/*+ engine(kafka) */
-CREATE TABLE AddClinicalData (
-   sensorId BIGINT NOT NULL,
-   metric DOUBLE NOT NULL,
-   `timestamp` TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
-);
diff --git a/healthcare-study/healthcare-study-api/metrics-testdata/clinical_indicator.sqrl b/healthcare-study/healthcare-study-api/metrics-testdata/clinical_indicator.sqrl
deleted file mode 100644
index 3dcda480..00000000
--- a/healthcare-study/healthcare-study-api/metrics-testdata/clinical_indicator.sqrl
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE AddClinicalData (
-     `timestamp` AS TO_TIMESTAMP_LTZ(`time`,3),
-     WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/clinical_indicator.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-) LIKE `clinical_indicator.jsonl`;
diff --git a/healthcare-study/healthcare-study-api/study-testdata/README.md b/healthcare-study/healthcare-study-api/study-testdata/README.md
deleted file mode 100644
index 095f6766..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/README.md
+++ /dev/null
@@ -1,91 +0,0 @@
-# Data Package for the Healthcare Study Monitoring Example
-
-This data package is used by the Healthcare Study Monitoring Example which demonstrates DataSQRL's capabilities in
-creating a data pipeline to monitor and analyze healthcare study data. We will create a pipeline that ingests raw data
-from clinical studies and exposes the data through a GraphQL API. The pipeline will combine study metadata, patient
-information, and sensor readings to provide insights into the studies.
-
-## Data Overview
-
-The Healthcare Study Monitoring pipeline aggregates data from multiple healthcare-related sources to track patient
-information, clinical studies, and sensor data for health metrics. This pipeline integrates various datasets,
-such as patient profiles, clinical sensor placements, and metadata about the clinical indicators being monitored.
-
-### Datasets:
-- Metadata: Information about the clinical indicators or markers being monitored, including acceptable ranges.
-- Observation Groups: Details about groups of patients being studied as part of a clinical trial.
-- Patients: Patient profile data, including demographic and health information.
-- Sensor Placements: Information on the placement of sensors that monitor clinical indicators in real-time.
-
-#### Metadata
-
-This dataset contains information about the clinical indicators (also known as markers) being monitored. Each entry represents a health condition or symptom, along with a range of healthy values.
-
-Fields:
-- metadataId: Unique identifier for each clinical indicator.
-- name: The name of the clinical indicator (e.g., "Vomiting coffee ground material Marker").
-- lowRange: The lowest value that is considered within the normal range for the indicator.
-- highRange: The highest value that is considered within the normal range for the indicator.
-- lastUpdated: Timestamp when the metadata was last updated.
-
-Sample Data:
-```json
-{"metadataId":6,"name":"Vomiting coffee ground material Marker","lowRange":9.0,"highRange":107.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":7,"name":"Blood in urine (Hematuria) Marker","lowRange":31.0,"highRange":95.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":8,"name":"Headache Marker","lowRange":10.0,"highRange":62.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-```
-
-#### Observation Groups
-
-This dataset tracks information about groups of patients who are part of a specific clinical study. Each group consists of multiple patients from a particular hospital or clinic.
-
-Fields:
-- groupId: Unique identifier for the observation group.
-- studyId: Identifier for the healthcare study that the group is associated with.
-- groupName: Name of the group, usually the name of the hospital or healthcare center.
-- createdDate: The date when the observation group was created.
-- patients: A list of patient IDs that belong to this group.
-
-Sample Data:
-```json
-{"groupId":3,"studyId":1,"groupName":"BETSY JOHNSON HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":18},{"patientId":10},{"patientId":12}]}
-{"groupId":4,"studyId":1,"groupName":"BHC ALHAMBRA HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":8},{"patientId":13}]}
-```
-
-#### Patients
-
-This dataset contains the profile data for patients involved in clinical studies. It includes demographic details and key health information for each patient.
-
-Fields:
-- patientId: Unique identifier for each patient.
-- studyId: Identifier for the healthcare study that the patient is enrolled in.
-- name: Full name of the patient.
-- bloodGroup: The patient's blood group (e.g., O+, B-).
-- dateOfBirth: The patient's date of birth.
-- diagnosis: The primary diagnosis or condition being treated or monitored for the patient.
-- lastUpdated: Timestamp when the patient's information was last updated.
-
-Sample Data:
-```json
-{"patientId":12,"studyId":1,"name":"Alaine Dietrich Sr.","bloodGroup":"O+","dateOfBirth":"2004-05-23","diagnosis":"Hypertension","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":13,"studyId":1,"name":"Dale Harber V","bloodGroup":"B-","dateOfBirth":"1999-04-17","diagnosis":"Hypothyroidism","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":14,"studyId":1,"name":"Jenelle Dicki","bloodGroup":"B-","dateOfBirth":"1962-07-26","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-```
-
-#### Sensor Placements
-
-This dataset tracks the placement of clinical sensors on patients, which are used to monitor specific clinical indicators. Each sensor is linked to a patient and a clinical marker (from the Metadata dataset).
-
-Fields:
-- sensorId: Unique identifier for the sensor.
-- patientId: Identifier for the patient to whom the sensor is attached.
-- metadataId: Identifier for the clinical indicator (or marker) being measured by the sensor.
-- eventId: Unique event identifier associated with the sensor placement.
-- placedTimestamp: The timestamp when the sensor was placed on the patient.
-
-Sample Data:
-```json
-{"sensorId":15,"patientId":7,"metadataId":13,"eventId":"980ef0d6-a2d1-45c0-8e95-d70a17922464","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":16,"patientId":24,"metadataId":7,"eventId":"782f445d-a610-4cd4-b891-f94341516bf7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":17,"patientId":23,"metadataId":10,"eventId":"35e05544-5a6f-43d7-8e6f-31a50f5851b6","placedTimestamp":"2024-09-15T00:00:00Z"}
-```
diff --git a/healthcare-study/healthcare-study-api/study-testdata/metadata.jsonl b/healthcare-study/healthcare-study-api/study-testdata/metadata.jsonl
deleted file mode 100644
index 409cc037..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/metadata.jsonl
+++ /dev/null
@@ -1,21 +0,0 @@
-{"metadataId":1,"name":"Swallowing problem (Dysphagia) Marker","lowRange":65.0,"highRange":91.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":2,"name":"Upper abdominal pain Marker","lowRange":7.0,"highRange":119.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":3,"name":"Arm numbness (paresthesias) Marker","lowRange":54.0,"highRange":78.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":4,"name":"Nasal bleeding Marker","lowRange":27.0,"highRange":65.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":5,"name":"Nasal congestion Marker","lowRange":7.0,"highRange":19.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":6,"name":"Vomiting coffee ground material Marker","lowRange":9.0,"highRange":107.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":7,"name":"Blood in urine (Hematuria) Marker","lowRange":31.0,"highRange":95.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":8,"name":"Headache Marker","lowRange":10.0,"highRange":62.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":9,"name":"Poisoning Marker","lowRange":55.0,"highRange":63.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":10,"name":"Eye floaters Marker","lowRange":5.0,"highRange":111.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":11,"name":"Failure to thrive Marker","lowRange":15.0,"highRange":39.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":12,"name":"Mouth ulcers Marker","lowRange":1.0,"highRange":35.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":13,"name":"Pain in the ear Marker","lowRange":0.0,"highRange":2.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":14,"name":"Incontinence (leaking urine) Marker","lowRange":9.0,"highRange":21.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":15,"name":"Blood in vomit Marker","lowRange":19.0,"highRange":135.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":16,"name":"Depressed Marker","lowRange":22.0,"highRange":84.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":17,"name":"Skin sores Marker","lowRange":42.0,"highRange":98.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":18,"name":"Bleeding tendency Marker","lowRange":50.0,"highRange":102.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":19,"name":"General weakness Marker","lowRange":22.0,"highRange":38.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":20,"name":"Pain in the ear Marker","lowRange":2.0,"highRange":118.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":20,"name":"Pain in the ear Marker","lowRange":2.0,"highRange":117.0,"lastUpdated":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-api/study-testdata/metadata.table.sql b/healthcare-study/healthcare-study-api/study-testdata/metadata.table.sql
deleted file mode 100644
index a6f33082..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/metadata.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Metadata (
-    `metadataId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `lowRange` DOUBLE NOT NULL,
-    `highRange` DOUBLE NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`metadataId`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/metadata.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-api/study-testdata/observation_group.jsonl b/healthcare-study/healthcare-study-api/study-testdata/observation_group.jsonl
deleted file mode 100644
index 180a4364..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/observation_group.jsonl
+++ /dev/null
@@ -1,7 +0,0 @@
-{"groupId":1,"studyId":1,"groupName":"MESCALERO PUBLIC HEALTH SERVICES INDIAN HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":15},{"patientId":10},{"patientId":12},{"patientId":9},{"patientId":10},{"patientId":15}]}
-{"groupId":2,"studyId":1,"groupName":"VIA CHRISTI HOSPITAL IN MANHATTAN","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":16},{"patientId":6},{"patientId":12},{"patientId":9},{"patientId":4}]}
-{"groupId":3,"studyId":1,"groupName":"BETSY JOHNSON HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":18},{"patientId":10},{"patientId":12}]}
-{"groupId":4,"studyId":1,"groupName":"BHC ALHAMBRA HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":8},{"patientId":13}]}
-{"groupId":5,"studyId":2,"groupName":"FALLS COMMUNITY HOSPITAL AND CLINIC","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":22},{"patientId":24},{"patientId":19},{"patientId":21},{"patientId":29}]}
-{"groupId":6,"studyId":2,"groupName":"AVERA TYLER HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":23},{"patientId":25}]}
-{"groupId":6,"studyId":2,"groupName":"AVERA TYLER HOSPITAL","createdDate":"2024-09-30T00:00:00Z","patients":[{"patientId":23},{"patientId":25},{"patientId":22}]}
diff --git a/healthcare-study/healthcare-study-api/study-testdata/observation_group.table.sql b/healthcare-study/healthcare-study-api/study-testdata/observation_group.table.sql
deleted file mode 100644
index 72449b4b..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/observation_group.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE ObservationGroup (
-    `groupId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `groupName` STRING NOT NULL,
-    `createdDate` TIMESTAMP_LTZ(3) NOT NULL,
-    `patients` ARRAY<ROW<`patientId` BIGINT NOT NULL>> NOT NULL,
-     PRIMARY KEY (`groupId`, `createdDate`) NOT ENFORCED,
-     WATERMARK FOR `createdDate` AS `createdDate` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/observation_group.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-api/study-testdata/patients.jsonl b/healthcare-study/healthcare-study-api/study-testdata/patients.jsonl
deleted file mode 100644
index 4eed5428..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/patients.jsonl
+++ /dev/null
@@ -1,31 +0,0 @@
-{"patientId":1,"studyId":1,"name":"Jannie Schuppe MD","bloodGroup":"O-","dateOfBirth":"1971-12-27","diagnosis":"Eye Problems","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":2,"studyId":1,"name":"Dr. Bethann Kris","bloodGroup":"B-","dateOfBirth":"2003-03-05","diagnosis":"Cardiovascular disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":3,"studyId":1,"name":"Thea Schumm DVM","bloodGroup":"AB+","dateOfBirth":"1985-02-10","diagnosis":"Urticaria","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":4,"studyId":1,"name":"Tad Schaefer","bloodGroup":"A-","dateOfBirth":"1965-04-03","diagnosis":"Herniated Discs","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":5,"studyId":1,"name":"Taylor Kling","bloodGroup":"A-","dateOfBirth":"1984-10-02","diagnosis":"Down syndrome","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":6,"studyId":1,"name":"Ross Kihn","bloodGroup":"AB-","dateOfBirth":"2002-05-27","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":7,"studyId":1,"name":"Tamie Collins","bloodGroup":"O+","dateOfBirth":"1998-12-19","diagnosis":"Urticaria","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":8,"studyId":1,"name":"Bradford Stark","bloodGroup":"A-","dateOfBirth":"1984-10-18","diagnosis":"Flu","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":9,"studyId":1,"name":"Theola Goodwin","bloodGroup":"A-","dateOfBirth":"2006-01-27","diagnosis":"Hyperglycemia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":10,"studyId":1,"name":"Laurice Beier","bloodGroup":"AB+","dateOfBirth":"2004-04-26","diagnosis":"Gout","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":11,"studyId":1,"name":"Dr. Dann Bartoletti","bloodGroup":"O+","dateOfBirth":"1983-08-03","diagnosis":"Fibromyalgia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":12,"studyId":1,"name":"Alaine Dietrich Sr.","bloodGroup":"O+","dateOfBirth":"2004-05-23","diagnosis":"Hypertension","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":13,"studyId":1,"name":"Dale Harber V","bloodGroup":"B-","dateOfBirth":"1999-04-17","diagnosis":"Hypothyroidism","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":14,"studyId":1,"name":"Jenelle Dicki","bloodGroup":"B-","dateOfBirth":"1962-07-26","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":15,"studyId":1,"name":"Erich Kuphal","bloodGroup":"O+","dateOfBirth":"1999-04-26","diagnosis":"Hyperglycemia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":16,"studyId":2,"name":"Chas Schaden","bloodGroup":"A-","dateOfBirth":"2006-03-19","diagnosis":"Eating Disorders","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":17,"studyId":2,"name":"Jackson Wolff","bloodGroup":"O+","dateOfBirth":"1990-02-09","diagnosis":"Hemorrhoids","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":18,"studyId":2,"name":"Percy Schimmel","bloodGroup":"AB-","dateOfBirth":"1989-04-06","diagnosis":"Histrionic personality disorder","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":19,"studyId":2,"name":"Kamala Boyle","bloodGroup":"B+","dateOfBirth":"1976-02-26","diagnosis":"Herniated Discs","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":20,"studyId":2,"name":"Lynda Schamberger","bloodGroup":"A+","dateOfBirth":"1994-12-17","diagnosis":"Histrionic personality disorder","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":21,"studyId":2,"name":"Harris Paucek","bloodGroup":"AB-","dateOfBirth":"1962-08-13","diagnosis":"Dyslexia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":22,"studyId":2,"name":"Devon Botsford","bloodGroup":"O-","dateOfBirth":"2001-04-08","diagnosis":"Gastroesophageal reflux disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":23,"studyId":2,"name":"Kevin Cassin IV","bloodGroup":"A+","dateOfBirth":"1973-02-16","diagnosis":"Gallbladder disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":24,"studyId":2,"name":"Anthony MacGyver II","bloodGroup":"AB+","dateOfBirth":"1980-11-17","diagnosis":"Dermatitis","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":25,"studyId":2,"name":"Pete Heidenreich","bloodGroup":"B-","dateOfBirth":"1967-09-17","diagnosis":"Gonorrhea","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":26,"studyId":2,"name":"Miss Austin Abbott","bloodGroup":"O+","dateOfBirth":"1962-03-25","diagnosis":"Eating Disorders","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":27,"studyId":2,"name":"Ms. Felix Batz","bloodGroup":"A-","dateOfBirth":"1966-04-22","diagnosis":"Substance abuse","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":28,"studyId":2,"name":"Ha White","bloodGroup":"A+","dateOfBirth":"1973-12-31","diagnosis":"Dysfunctional uterine bleeding","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":29,"studyId":2,"name":"Jim Nitzsche","bloodGroup":"B+","dateOfBirth":"1975-01-02","diagnosis":"Flu","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":30,"studyId":2,"name":"Kermit Friesen","bloodGroup":"O-","dateOfBirth":"1979-11-15","diagnosis":"Headache","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":30,"studyId":2,"name":"Kermit Friesens","bloodGroup":"O-","dateOfBirth":"1979-11-15","diagnosis":"Headache","lastUpdated":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-api/study-testdata/patients.table.sql b/healthcare-study/healthcare-study-api/study-testdata/patients.table.sql
deleted file mode 100644
index f4dd4b59..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/patients.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Patients (
-    `patientId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `bloodGroup` STRING,
-    `dateOfBirth` STRING,
-    `diagnosis` STRING,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`patientId`, `lastUpdated`) NOT ENFORCED,
-    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/patients.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
\ No newline at end of file
diff --git a/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.jsonl b/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.jsonl
deleted file mode 100644
index 540aa509..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.jsonl
+++ /dev/null
@@ -1,62 +0,0 @@
-{"sensorId":1,"patientId":28,"metadataId":3,"eventId":"7dda25e1-226e-45e0-bb38-ce8128d70a35","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":2,"patientId":18,"metadataId":19,"eventId":"07629202-7696-4f24-b193-05066791636a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":3,"patientId":7,"metadataId":17,"eventId":"48c523b2-ce6f-4f28-b4ab-864c5b6c59d3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":4,"patientId":14,"metadataId":5,"eventId":"cf66d137-d7bc-4690-9cec-21ffea9fb6fc","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":5,"patientId":9,"metadataId":12,"eventId":"d76a9f99-f83a-4290-bec7-08021a98e039","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":6,"patientId":12,"metadataId":17,"eventId":"d3738360-41d9-485b-b34c-eecf7dec9ed6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":7,"patientId":10,"metadataId":12,"eventId":"551c0b7b-bc31-4be4-986a-29e9a6a0de19","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":8,"patientId":19,"metadataId":9,"eventId":"d542f173-8803-496e-a90b-3392c04be360","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":9,"patientId":22,"metadataId":20,"eventId":"3a024618-1b12-469d-8307-3353f5436dc9","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":10,"patientId":15,"metadataId":9,"eventId":"94561fc2-72c2-4894-9d1a-366c2099ace7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":11,"patientId":12,"metadataId":2,"eventId":"4ebd926f-11f0-4c18-8005-96f27ea97e4a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":12,"patientId":9,"metadataId":20,"eventId":"fb8e79dd-c559-49ec-8706-ffc6bdefa540","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":13,"patientId":5,"metadataId":3,"eventId":"2966f2a3-134e-4098-9df0-4f242293aab5","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":14,"patientId":10,"metadataId":12,"eventId":"449e2b9c-d68b-4d9f-afc9-328b7ca142c9","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":15,"patientId":7,"metadataId":13,"eventId":"980ef0d6-a2d1-45c0-8e95-d70a17922464","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":16,"patientId":24,"metadataId":7,"eventId":"782f445d-a610-4cd4-b891-f94341516bf7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":17,"patientId":23,"metadataId":10,"eventId":"35e05544-5a6f-43d7-8e6f-31a50f5851b6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":18,"patientId":25,"metadataId":11,"eventId":"59121c11-5cf8-4313-b67d-181746c2ff92","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":19,"patientId":7,"metadataId":17,"eventId":"93c09001-60c2-49df-9502-96b1ca74748c","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":20,"patientId":12,"metadataId":1,"eventId":"4c612a2a-82b7-4f1e-a76f-8cf62726434a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":21,"patientId":10,"metadataId":1,"eventId":"c9337c34-af4b-473d-aaf5-a83023dbf314","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":22,"patientId":14,"metadataId":17,"eventId":"837b5ca1-7550-4ecf-a2c0-d24d3e8d337d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":23,"patientId":25,"metadataId":2,"eventId":"8a3a8b06-1b99-4e11-8c46-46d817189232","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":24,"patientId":25,"metadataId":18,"eventId":"d8859e30-917f-4bc6-ad26-c8728fa775ba","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":25,"patientId":12,"metadataId":5,"eventId":"5b878ac5-b35b-4422-bed3-262bbe2d93e3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":26,"patientId":3,"metadataId":18,"eventId":"02db305a-2c6d-4c6b-8da6-9c81b7707f70","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":27,"patientId":13,"metadataId":6,"eventId":"33559ac7-1d71-48de-bee2-e77ed1f1e420","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":28,"patientId":4,"metadataId":17,"eventId":"df792e09-5c38-438b-b82c-a3d205bc1ac8","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":29,"patientId":9,"metadataId":17,"eventId":"3fd0c7d1-90fb-4466-8dc4-36cde6fd5777","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":30,"patientId":23,"metadataId":4,"eventId":"36dd2478-ca40-448f-ba62-905e2ca2bba3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":31,"patientId":25,"metadataId":18,"eventId":"64046c9f-ea4c-4a49-be99-83f1e16dae79","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":32,"patientId":21,"metadataId":16,"eventId":"87b930be-3865-4845-b5aa-f431524f59d6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":33,"patientId":21,"metadataId":18,"eventId":"4180a398-2660-4fec-b97f-9c5f4198b38d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":34,"patientId":14,"metadataId":13,"eventId":"0b1f82a6-8fab-4db8-a669-20724a61caba","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":35,"patientId":8,"metadataId":20,"eventId":"9937b290-f7f8-495f-b63c-6398d200c3d7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":36,"patientId":28,"metadataId":13,"eventId":"89c197c0-8fd1-4295-84fa-50ed69c834aa","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":37,"patientId":19,"metadataId":16,"eventId":"6ba29be3-a113-4590-ac6a-d8821bf317a5","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":38,"patientId":11,"metadataId":13,"eventId":"a53a6dfd-b056-453f-9242-5fa33b3a8934","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":39,"patientId":21,"metadataId":19,"eventId":"b2bffb49-29ca-4b64-ab33-826298b09f66","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":40,"patientId":23,"metadataId":12,"eventId":"09603529-752a-4a7f-a58b-cbafbc8080e1","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":41,"patientId":19,"metadataId":4,"eventId":"7dd59ac9-4cb1-4490-98d0-e7ea5003da06","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":42,"patientId":20,"metadataId":6,"eventId":"f3c9d05e-db79-4be6-aaf9-73538b1afe53","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":43,"patientId":19,"metadataId":11,"eventId":"10f13567-827b-493d-a8d7-9561ffd78bcc","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":44,"patientId":7,"metadataId":13,"eventId":"c18ee1d0-f050-457a-96a1-f22958d16f69","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":45,"patientId":22,"metadataId":1,"eventId":"2c0bd21c-317b-46be-9bfc-24fa88121db7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":46,"patientId":14,"metadataId":12,"eventId":"85601ee0-7010-4dcf-a534-042aafb5e88d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":47,"patientId":29,"metadataId":12,"eventId":"da7889ba-5491-44bf-868f-cd91c27f24f0","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":48,"patientId":18,"metadataId":9,"eventId":"11054953-7d3a-4195-a6f1-24bd0b481111","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":49,"patientId":21,"metadataId":17,"eventId":"36689611-d649-4081-84bd-7fdfd3044946","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":50,"patientId":16,"metadataId":5,"eventId":"2513b4ca-c6db-4597-9d90-755b35e48265","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":51,"patientId":18,"metadataId":20,"eventId":"b8ff2f49-2c73-4c4e-9a05-7a7573c34025","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":52,"patientId":9,"metadataId":17,"eventId":"cdb84bd0-d738-4586-8ffc-ded9d9ba3b99","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":53,"patientId":12,"metadataId":3,"eventId":"5597613e-5a32-42f7-ba56-573b717c590b","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":54,"patientId":11,"metadataId":12,"eventId":"61bf9cc1-cb4d-4b82-95f1-4938152b0d23","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":55,"patientId":22,"metadataId":8,"eventId":"192fa084-1efd-4d8b-8a7c-5bb0cc23a2b3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":56,"patientId":23,"metadataId":8,"eventId":"7fce243f-b320-4646-ad57-e3674acb91c7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":57,"patientId":2,"metadataId":5,"eventId":"a5eeb701-9eeb-4491-bc14-cc9c480c5145","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":58,"patientId":27,"metadataId":7,"eventId":"e7115f3e-1a79-4508-8c48-f6d7185a42df","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":59,"patientId":2,"metadataId":17,"eventId":"490aa4d1-4dfc-4439-aea6-25a519172a27","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":60,"patientId":16,"metadataId":15,"eventId":"8c1f127c-4d2b-43ad-bc67-70cdb41220f2","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":10,"patientId":25,"metadataId":9,"eventId":"cdd85197-29fb-41f0-83f1-4ea2b2bbcdb5","placedTimestamp":"2024-09-16T14:54:00Z"}
-{"sensorId":10,"patientId":22,"metadataId":9,"eventId":"cdd85197-29fb-41f0-83f1-4ea2b2bbcdb5","placedTimestamp":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.table.sql b/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.table.sql
deleted file mode 100644
index 2b23e1a0..00000000
--- a/healthcare-study/healthcare-study-api/study-testdata/sensor_placements.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE SensorPlacements (
-    `sensorId` BIGINT NOT NULL,
-    `patientId` BIGINT NOT NULL,
-    `metadataId` BIGINT NOT NULL,
-    `eventId` STRING NOT NULL,
-    `placedTimestamp` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`eventId`) NOT ENFORCED,
-     WATERMARK FOR `placedTimestamp` AS `placedTimestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/sensor_placements.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-api/study_api.sqrl b/healthcare-study/healthcare-study-api/study_api.sqrl
index ff7610e4..805471c9 100644
--- a/healthcare-study/healthcare-study-api/study_api.sqrl
+++ b/healthcare-study/healthcare-study-api/study_api.sqrl
@@ -1,16 +1,14 @@
-IMPORT study-testdata.* AS _CDC_;
+IMPORT `data-catalog`.`study-test` AS study_ctl;
+IMPORT `data-catalog`.`metrics-{{variant}}` AS metrics_ctl;
 
-/*+ no_query */
-IMPORT metrics-{{variant}}.clinical_indicator.*;
+_ClinicalIndicator := SELECT sensorId, metric, `timestamp` FROM metrics_ctl.ClinicalIndicator;
 
-_ClinicalIndicator := SELECT sensorId, metric, `timestamp` FROM AddClinicalData;
-
-_SensorPlacements := DISTINCT _CDC_SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
-_Metadata := DISTINCT _CDC_Metadata ON metadataId ORDER BY lastUpdated DESC;
+_SensorPlacements := DISTINCT study_ctl.SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
+_Metadata         := DISTINCT study_ctl.Metadata ON metadataId ORDER BY lastUpdated DESC;
 
 _EnrichedIndicators := SELECT * FROM _ClinicalIndicator m
           JOIN _SensorPlacements FOR SYSTEM_TIME AS OF m.`timestamp` p ON m.sensorId = p.sensorId
-          JOIN _Metadata  FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId;
+          JOIN _Metadata         FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId;
 
 /** Produces alerts for recorded clinical data that is outside the normal range */
 IndicatorAlerts := SUBSCRIBE SELECT * FROM _EnrichedIndicators
@@ -23,8 +21,7 @@ IndicatorAlertsTest := SELECT sensorId, COUNT(metric) AS numAlerts FROM Indicato
 EXPORT IndicatorAlerts TO logger.Alert;
 
 /*+no_query */
-PatientMetricsHourly := SELECT patientId, window_time AS timeHour, metadataId, name,
-                         avg(metric) as avgMetric
+PatientMetricsHourly := SELECT patientId, window_time AS timeHour, metadataId, name, AVG(metric) as avgMetric
             FROM TABLE(TUMBLE(TABLE _EnrichedIndicators, DESCRIPTOR(`timestamp`), INTERVAL '1' HOUR))
             GROUP BY patientId, metadataId, name, window_start, window_end, window_time;
 
@@ -36,7 +33,7 @@ PatientMetricsHourlyTest := SELECT timeHour, name, avgMetric FROM PatientMetrics
   clinical data aggregated hourly.
  */
 /*+query_by_any(patientId) */
-Patients := DISTINCT _CDC_Patients ON patientId ORDER BY lastUpdated DESC;
+Patients := DISTINCT study_ctl.Patients ON patientId ORDER BY lastUpdated DESC;
 Patients.metrics := SELECT * FROM PatientMetricsHourly m WHERE m.patientId = this.patientId ORDER BY m.timeHour DESC, m.name ASC;
 
 /** Returns a patient by name with patient information and recently recorded
diff --git a/healthcare-study/healthcare-study-api/study_api_package_api.json b/healthcare-study/healthcare-study-api/study_api_package_api.json
index 0e82a65a..370e69ba 100644
--- a/healthcare-study/healthcare-study-api/study_api_package_api.json
+++ b/healthcare-study/healthcare-study-api/study_api_package_api.json
@@ -2,6 +2,11 @@
   "version": "1",
   "script": {
     "main": "study_api.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "api"
     }
diff --git a/healthcare-study/healthcare-study-api/study_api_package_test.json b/healthcare-study/healthcare-study-api/study_api_package_test.json
index 7bf05c87..33bfbcbb 100644
--- a/healthcare-study/healthcare-study-api/study_api_package_test.json
+++ b/healthcare-study/healthcare-study-api/study_api_package_test.json
@@ -2,8 +2,13 @@
   "version": "1",
   "script": {
     "main": "study_api.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.avsc b/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.avsc
deleted file mode 100644
index aeb121d6..00000000
--- a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.avsc
+++ /dev/null
@@ -1,19 +0,0 @@
-{
-  "type": "record",
-  "name": "measurements",
-  "namespace": "com.datasqrl.examples.healthcare",
-  "fields": [
-    {
-      "name": "sensorId",
-      "type": "long"
-    },
-    {
-      "name": "time",
-      "type": "long"
-    },
-    {
-      "name": "metric",
-      "type": "double"
-    }
-  ]
-}
\ No newline at end of file
diff --git a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.jsonl b/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.jsonl
deleted file mode 100644
index 18d6c252..00000000
--- a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.jsonl
+++ /dev/null
@@ -1,21600 +0,0 @@
-{"sensorId":1,"time":1726444800000,"metric":68.8101053051269}
-{"sensorId":2,"time":1726444800000,"metric":29.97490982395275}
-{"sensorId":3,"time":1726444800000,"metric":59.21537323102318}
-{"sensorId":4,"time":1726444800000,"metric":13.924458892364871}
-{"sensorId":5,"time":1726444800000,"metric":22.610902826124565}
-{"sensorId":6,"time":1726444800000,"metric":68.77774600707599}
-{"sensorId":7,"time":1726444800000,"metric":12.557157621913795}
-{"sensorId":8,"time":1726444800000,"metric":58.93425015969904}
-{"sensorId":9,"time":1726444800000,"metric":70.83953205937452}
-{"sensorId":10,"time":1726444800000,"metric":60.9284724014305}
-{"sensorId":11,"time":1726444800000,"metric":54.480127091216445}
-{"sensorId":12,"time":1726444800000,"metric":77.78558968766217}
-{"sensorId":13,"time":1726444800000,"metric":60.33622222888293}
-{"sensorId":14,"time":1726444800000,"metric":20.195354114498613}
-{"sensorId":15,"time":1726444800000,"metric":0.7057000510253929}
-{"sensorId":16,"time":1726444800000,"metric":70.97038014835817}
-{"sensorId":17,"time":1726444800000,"metric":24.844214033818652}
-{"sensorId":18,"time":1726444800000,"metric":32.702577390223574}
-{"sensorId":19,"time":1726444800000,"metric":86.55462366714798}
-{"sensorId":20,"time":1726444800000,"metric":83.72681474942328}
-{"sensorId":21,"time":1726444800000,"metric":79.33882481698456}
-{"sensorId":22,"time":1726444800000,"metric":74.80746814420316}
-{"sensorId":23,"time":1726444800000,"metric":92.81701626819952}
-{"sensorId":24,"time":1726444800000,"metric":79.82804860299491}
-{"sensorId":25,"time":1726444800000,"metric":14.534677563852089}
-{"sensorId":26,"time":1726444800000,"metric":69.68627948426175}
-{"sensorId":27,"time":1726444800000,"metric":84.23419945668556}
-{"sensorId":28,"time":1726444800000,"metric":58.27329764920023}
-{"sensorId":29,"time":1726444800000,"metric":78.9970577258035}
-{"sensorId":30,"time":1726444800000,"metric":56.094792646376725}
-{"sensorId":31,"time":1726444800000,"metric":74.01153081916965}
-{"sensorId":32,"time":1726444800000,"metric":69.06328949940718}
-{"sensorId":33,"time":1726444800000,"metric":64.91832281794055}
-{"sensorId":34,"time":1726444800000,"metric":1.28851645797737}
-{"sensorId":35,"time":1726444800000,"metric":32.30890402669651}
-{"sensorId":36,"time":1726444800000,"metric":0.9100009930123845}
-{"sensorId":37,"time":1726444800000,"metric":40.98670750008902}
-{"sensorId":38,"time":1726444800000,"metric":1.1214583479878015}
-{"sensorId":39,"time":1726444800000,"metric":29.22662353281607}
-{"sensorId":40,"time":1726444800000,"metric":26.84916063113344}
-{"sensorId":41,"time":1726444800000,"metric":42.58733534847606}
-{"sensorId":42,"time":1726444800000,"metric":58.785033677027876}
-{"sensorId":43,"time":1726444800000,"metric":24.3815212070855}
-{"sensorId":44,"time":1726444800000,"metric":0.5441342184776826}
-{"sensorId":45,"time":1726444800000,"metric":73.62842030574477}
-{"sensorId":46,"time":1726444800000,"metric":17.61835604041335}
-{"sensorId":47,"time":1726444800000,"metric":15.9111498045151}
-{"sensorId":48,"time":1726444800000,"metric":58.97456137149914}
-{"sensorId":49,"time":1726444800000,"metric":70.91266737324536}
-{"sensorId":50,"time":1726444800000,"metric":11.638677035427774}
-{"sensorId":51,"time":1726444800000,"metric":82.50300711678176}
-{"sensorId":52,"time":1726444800000,"metric":78.6202217094799}
-{"sensorId":53,"time":1726444800000,"metric":69.37310907640365}
-{"sensorId":54,"time":1726444800000,"metric":27.573665772762396}
-{"sensorId":55,"time":1726444800000,"metric":17.207452896094125}
-{"sensorId":56,"time":1726444800000,"metric":28.31307866155669}
-{"sensorId":57,"time":1726444800000,"metric":12.56896717829148}
-{"sensorId":58,"time":1726444800000,"metric":65.30051236329952}
-{"sensorId":59,"time":1726444800000,"metric":60.2047285675117}
-{"sensorId":60,"time":1726444800000,"metric":50.31519001158759}
-{"sensorId":1,"time":1726444860000,"metric":70.2642491961977}
-{"sensorId":2,"time":1726444860000,"metric":26.478405388562983}
-{"sensorId":3,"time":1726444860000,"metric":63.97136672564755}
-{"sensorId":4,"time":1726444860000,"metric":12.018808644271529}
-{"sensorId":5,"time":1726444860000,"metric":18.581462425375072}
-{"sensorId":6,"time":1726444860000,"metric":77.80249222888125}
-{"sensorId":7,"time":1726444860000,"metric":25.652772748933927}
-{"sensorId":8,"time":1726444860000,"metric":61.21056164221558}
-{"sensorId":9,"time":1726444860000,"metric":72.27248116220382}
-{"sensorId":10,"time":1726444860000,"metric":57.90330253941412}
-{"sensorId":11,"time":1726444860000,"metric":27.39084503265915}
-{"sensorId":12,"time":1726444860000,"metric":36.675264995889705}
-{"sensorId":13,"time":1726444860000,"metric":58.68129987811137}
-{"sensorId":14,"time":1726444860000,"metric":11.548489970473366}
-{"sensorId":15,"time":1726444860000,"metric":0.7898943189561876}
-{"sensorId":16,"time":1726444860000,"metric":77.26466127368384}
-{"sensorId":17,"time":1726444860000,"metric":70.03374086568769}
-{"sensorId":18,"time":1726444860000,"metric":23.516151813042892}
-{"sensorId":19,"time":1726444860000,"metric":75.34244841258503}
-{"sensorId":20,"time":1726444860000,"metric":85.82650115034077}
-{"sensorId":21,"time":1726444860000,"metric":75.71838759402492}
-{"sensorId":22,"time":1726444860000,"metric":62.55414479425217}
-{"sensorId":23,"time":1726444860000,"metric":93.0146025074928}
-{"sensorId":24,"time":1726444860000,"metric":73.61829715148427}
-{"sensorId":25,"time":1726444860000,"metric":15.17560520413876}
-{"sensorId":26,"time":1726444860000,"metric":75.4159721137295}
-{"sensorId":27,"time":1726444860000,"metric":47.38173075787725}
-{"sensorId":28,"time":1726444860000,"metric":71.85007568382736}
-{"sensorId":29,"time":1726444860000,"metric":73.74251484925279}
-{"sensorId":30,"time":1726444860000,"metric":52.78745569300026}
-{"sensorId":31,"time":1726444860000,"metric":75.22533822066154}
-{"sensorId":32,"time":1726444860000,"metric":37.578243875006585}
-{"sensorId":33,"time":1726444860000,"metric":62.167995991021655}
-{"sensorId":34,"time":1726444860000,"metric":1.0689857433037204}
-{"sensorId":35,"time":1726444860000,"metric":60.31561059690844}
-{"sensorId":36,"time":1726444860000,"metric":0.6063362412866972}
-{"sensorId":37,"time":1726444860000,"metric":57.85945870010846}
-{"sensorId":38,"time":1726444860000,"metric":1.6626207792810672}
-{"sensorId":39,"time":1726444860000,"metric":26.891364169693585}
-{"sensorId":40,"time":1726444860000,"metric":30.02770582699608}
-{"sensorId":41,"time":1726444860000,"metric":39.70638675962013}
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-{"sensorId":35,"time":1726466340000,"metric":74.51558288191819}
-{"sensorId":36,"time":1726466340000,"metric":1.2741612105705025}
-{"sensorId":37,"time":1726466340000,"metric":50.84929194827997}
-{"sensorId":38,"time":1726466340000,"metric":0.9283969758774095}
-{"sensorId":39,"time":1726466340000,"metric":31.136819834685884}
-{"sensorId":40,"time":1726466340000,"metric":24.390298952313238}
-{"sensorId":41,"time":1726466340000,"metric":54.78898206803716}
-{"sensorId":42,"time":1726466340000,"metric":55.749851388151995}
-{"sensorId":43,"time":1726466340000,"metric":19.268785502650054}
-{"sensorId":44,"time":1726466340000,"metric":1.50321891771858}
-{"sensorId":45,"time":1726466340000,"metric":73.47102663150777}
-{"sensorId":46,"time":1726466340000,"metric":14.08796141000442}
-{"sensorId":47,"time":1726466340000,"metric":26.531854102717706}
-{"sensorId":48,"time":1726466340000,"metric":57.689198172278054}
-{"sensorId":49,"time":1726466340000,"metric":67.07605376987317}
-{"sensorId":50,"time":1726466340000,"metric":16.21356504797607}
-{"sensorId":51,"time":1726466340000,"metric":56.5564097778715}
-{"sensorId":52,"time":1726466340000,"metric":73.73761576462906}
-{"sensorId":53,"time":1726466340000,"metric":66.52804584175507}
-{"sensorId":54,"time":1726466340000,"metric":20.882191183371695}
-{"sensorId":55,"time":1726466340000,"metric":28.795732522053953}
-{"sensorId":56,"time":1726466340000,"metric":36.79084422536106}
-{"sensorId":57,"time":1726466340000,"metric":9.28005776243863}
-{"sensorId":58,"time":1726466340000,"metric":62.62682252949924}
-{"sensorId":59,"time":1726466340000,"metric":69.84452846392679}
-{"sensorId":60,"time":1726466340000,"metric":78.50650282235542}
diff --git a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.table.sql b/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.table.sql
deleted file mode 100644
index 90d09984..00000000
--- a/healthcare-study/healthcare-study-stream/metrics-testdata/clinical_indicator.table.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE ClinicalIndicator (
-     `timestamp` AS TO_TIMESTAMP_LTZ(`time`,3),
-     WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/clinical_indicator.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-) LIKE `clinical_indicator.avsc`;
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/metadata.jsonl b/healthcare-study/healthcare-study-stream/study-testdata/metadata.jsonl
deleted file mode 100644
index 409cc037..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/metadata.jsonl
+++ /dev/null
@@ -1,21 +0,0 @@
-{"metadataId":1,"name":"Swallowing problem (Dysphagia) Marker","lowRange":65.0,"highRange":91.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":2,"name":"Upper abdominal pain Marker","lowRange":7.0,"highRange":119.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":3,"name":"Arm numbness (paresthesias) Marker","lowRange":54.0,"highRange":78.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":4,"name":"Nasal bleeding Marker","lowRange":27.0,"highRange":65.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":5,"name":"Nasal congestion Marker","lowRange":7.0,"highRange":19.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":6,"name":"Vomiting coffee ground material Marker","lowRange":9.0,"highRange":107.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":7,"name":"Blood in urine (Hematuria) Marker","lowRange":31.0,"highRange":95.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":8,"name":"Headache Marker","lowRange":10.0,"highRange":62.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":9,"name":"Poisoning Marker","lowRange":55.0,"highRange":63.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":10,"name":"Eye floaters Marker","lowRange":5.0,"highRange":111.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":11,"name":"Failure to thrive Marker","lowRange":15.0,"highRange":39.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":12,"name":"Mouth ulcers Marker","lowRange":1.0,"highRange":35.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":13,"name":"Pain in the ear Marker","lowRange":0.0,"highRange":2.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":14,"name":"Incontinence (leaking urine) Marker","lowRange":9.0,"highRange":21.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":15,"name":"Blood in vomit Marker","lowRange":19.0,"highRange":135.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":16,"name":"Depressed Marker","lowRange":22.0,"highRange":84.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":17,"name":"Skin sores Marker","lowRange":42.0,"highRange":98.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":18,"name":"Bleeding tendency Marker","lowRange":50.0,"highRange":102.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":19,"name":"General weakness Marker","lowRange":22.0,"highRange":38.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":20,"name":"Pain in the ear Marker","lowRange":2.0,"highRange":118.0,"lastUpdated":"2024-09-15T00:00:00Z"}
-{"metadataId":20,"name":"Pain in the ear Marker","lowRange":2.0,"highRange":117.0,"lastUpdated":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/metadata.table.sql b/healthcare-study/healthcare-study-stream/study-testdata/metadata.table.sql
deleted file mode 100644
index a6f33082..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/metadata.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE Metadata (
-    `metadataId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `lowRange` DOUBLE NOT NULL,
-    `highRange` DOUBLE NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`metadataId`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/metadata.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/observation_group.jsonl b/healthcare-study/healthcare-study-stream/study-testdata/observation_group.jsonl
deleted file mode 100644
index 180a4364..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/observation_group.jsonl
+++ /dev/null
@@ -1,7 +0,0 @@
-{"groupId":1,"studyId":1,"groupName":"MESCALERO PUBLIC HEALTH SERVICES INDIAN HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":15},{"patientId":10},{"patientId":12},{"patientId":9},{"patientId":10},{"patientId":15}]}
-{"groupId":2,"studyId":1,"groupName":"VIA CHRISTI HOSPITAL IN MANHATTAN","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":16},{"patientId":6},{"patientId":12},{"patientId":9},{"patientId":4}]}
-{"groupId":3,"studyId":1,"groupName":"BETSY JOHNSON HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":2},{"patientId":18},{"patientId":10},{"patientId":12}]}
-{"groupId":4,"studyId":1,"groupName":"BHC ALHAMBRA HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":8},{"patientId":13}]}
-{"groupId":5,"studyId":2,"groupName":"FALLS COMMUNITY HOSPITAL AND CLINIC","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":22},{"patientId":24},{"patientId":19},{"patientId":21},{"patientId":29}]}
-{"groupId":6,"studyId":2,"groupName":"AVERA TYLER HOSPITAL","createdDate":"2024-09-15T00:00:00Z","patients":[{"patientId":23},{"patientId":25}]}
-{"groupId":6,"studyId":2,"groupName":"AVERA TYLER HOSPITAL","createdDate":"2024-09-30T00:00:00Z","patients":[{"patientId":23},{"patientId":25},{"patientId":22}]}
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/observation_group.table.sql b/healthcare-study/healthcare-study-stream/study-testdata/observation_group.table.sql
deleted file mode 100644
index 72449b4b..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/observation_group.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE ObservationGroup (
-    `groupId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `groupName` STRING NOT NULL,
-    `createdDate` TIMESTAMP_LTZ(3) NOT NULL,
-    `patients` ARRAY<ROW<`patientId` BIGINT NOT NULL>> NOT NULL,
-     PRIMARY KEY (`groupId`, `createdDate`) NOT ENFORCED,
-     WATERMARK FOR `createdDate` AS `createdDate` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/observation_group.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/patients.jsonl b/healthcare-study/healthcare-study-stream/study-testdata/patients.jsonl
deleted file mode 100644
index 4eed5428..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/patients.jsonl
+++ /dev/null
@@ -1,31 +0,0 @@
-{"patientId":1,"studyId":1,"name":"Jannie Schuppe MD","bloodGroup":"O-","dateOfBirth":"1971-12-27","diagnosis":"Eye Problems","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":2,"studyId":1,"name":"Dr. Bethann Kris","bloodGroup":"B-","dateOfBirth":"2003-03-05","diagnosis":"Cardiovascular disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":3,"studyId":1,"name":"Thea Schumm DVM","bloodGroup":"AB+","dateOfBirth":"1985-02-10","diagnosis":"Urticaria","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":4,"studyId":1,"name":"Tad Schaefer","bloodGroup":"A-","dateOfBirth":"1965-04-03","diagnosis":"Herniated Discs","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":5,"studyId":1,"name":"Taylor Kling","bloodGroup":"A-","dateOfBirth":"1984-10-02","diagnosis":"Down syndrome","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":6,"studyId":1,"name":"Ross Kihn","bloodGroup":"AB-","dateOfBirth":"2002-05-27","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":7,"studyId":1,"name":"Tamie Collins","bloodGroup":"O+","dateOfBirth":"1998-12-19","diagnosis":"Urticaria","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":8,"studyId":1,"name":"Bradford Stark","bloodGroup":"A-","dateOfBirth":"1984-10-18","diagnosis":"Flu","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":9,"studyId":1,"name":"Theola Goodwin","bloodGroup":"A-","dateOfBirth":"2006-01-27","diagnosis":"Hyperglycemia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":10,"studyId":1,"name":"Laurice Beier","bloodGroup":"AB+","dateOfBirth":"2004-04-26","diagnosis":"Gout","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":11,"studyId":1,"name":"Dr. Dann Bartoletti","bloodGroup":"O+","dateOfBirth":"1983-08-03","diagnosis":"Fibromyalgia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":12,"studyId":1,"name":"Alaine Dietrich Sr.","bloodGroup":"O+","dateOfBirth":"2004-05-23","diagnosis":"Hypertension","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":13,"studyId":1,"name":"Dale Harber V","bloodGroup":"B-","dateOfBirth":"1999-04-17","diagnosis":"Hypothyroidism","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":14,"studyId":1,"name":"Jenelle Dicki","bloodGroup":"B-","dateOfBirth":"1962-07-26","diagnosis":"Heat Stroke","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":15,"studyId":1,"name":"Erich Kuphal","bloodGroup":"O+","dateOfBirth":"1999-04-26","diagnosis":"Hyperglycemia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":16,"studyId":2,"name":"Chas Schaden","bloodGroup":"A-","dateOfBirth":"2006-03-19","diagnosis":"Eating Disorders","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":17,"studyId":2,"name":"Jackson Wolff","bloodGroup":"O+","dateOfBirth":"1990-02-09","diagnosis":"Hemorrhoids","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":18,"studyId":2,"name":"Percy Schimmel","bloodGroup":"AB-","dateOfBirth":"1989-04-06","diagnosis":"Histrionic personality disorder","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":19,"studyId":2,"name":"Kamala Boyle","bloodGroup":"B+","dateOfBirth":"1976-02-26","diagnosis":"Herniated Discs","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":20,"studyId":2,"name":"Lynda Schamberger","bloodGroup":"A+","dateOfBirth":"1994-12-17","diagnosis":"Histrionic personality disorder","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":21,"studyId":2,"name":"Harris Paucek","bloodGroup":"AB-","dateOfBirth":"1962-08-13","diagnosis":"Dyslexia","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":22,"studyId":2,"name":"Devon Botsford","bloodGroup":"O-","dateOfBirth":"2001-04-08","diagnosis":"Gastroesophageal reflux disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":23,"studyId":2,"name":"Kevin Cassin IV","bloodGroup":"A+","dateOfBirth":"1973-02-16","diagnosis":"Gallbladder disease","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":24,"studyId":2,"name":"Anthony MacGyver II","bloodGroup":"AB+","dateOfBirth":"1980-11-17","diagnosis":"Dermatitis","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":25,"studyId":2,"name":"Pete Heidenreich","bloodGroup":"B-","dateOfBirth":"1967-09-17","diagnosis":"Gonorrhea","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":26,"studyId":2,"name":"Miss Austin Abbott","bloodGroup":"O+","dateOfBirth":"1962-03-25","diagnosis":"Eating Disorders","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":27,"studyId":2,"name":"Ms. Felix Batz","bloodGroup":"A-","dateOfBirth":"1966-04-22","diagnosis":"Substance abuse","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":28,"studyId":2,"name":"Ha White","bloodGroup":"A+","dateOfBirth":"1973-12-31","diagnosis":"Dysfunctional uterine bleeding","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":29,"studyId":2,"name":"Jim Nitzsche","bloodGroup":"B+","dateOfBirth":"1975-01-02","diagnosis":"Flu","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":30,"studyId":2,"name":"Kermit Friesen","bloodGroup":"O-","dateOfBirth":"1979-11-15","diagnosis":"Headache","lastUpdated":"2024-09-15T00:00:00Z"}
-{"patientId":30,"studyId":2,"name":"Kermit Friesens","bloodGroup":"O-","dateOfBirth":"1979-11-15","diagnosis":"Headache","lastUpdated":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/patients.table.sql b/healthcare-study/healthcare-study-stream/study-testdata/patients.table.sql
deleted file mode 100644
index f4dd4b59..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/patients.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Patients (
-    `patientId` BIGINT NOT NULL,
-    `studyId` BIGINT NOT NULL,
-    `name` STRING NOT NULL,
-    `bloodGroup` STRING,
-    `dateOfBirth` STRING,
-    `diagnosis` STRING,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    PRIMARY KEY (`patientId`, `lastUpdated`) NOT ENFORCED,
-    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/patients.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-);
\ No newline at end of file
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.jsonl b/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.jsonl
deleted file mode 100644
index 540aa509..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.jsonl
+++ /dev/null
@@ -1,62 +0,0 @@
-{"sensorId":1,"patientId":28,"metadataId":3,"eventId":"7dda25e1-226e-45e0-bb38-ce8128d70a35","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":2,"patientId":18,"metadataId":19,"eventId":"07629202-7696-4f24-b193-05066791636a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":3,"patientId":7,"metadataId":17,"eventId":"48c523b2-ce6f-4f28-b4ab-864c5b6c59d3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":4,"patientId":14,"metadataId":5,"eventId":"cf66d137-d7bc-4690-9cec-21ffea9fb6fc","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":5,"patientId":9,"metadataId":12,"eventId":"d76a9f99-f83a-4290-bec7-08021a98e039","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":6,"patientId":12,"metadataId":17,"eventId":"d3738360-41d9-485b-b34c-eecf7dec9ed6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":7,"patientId":10,"metadataId":12,"eventId":"551c0b7b-bc31-4be4-986a-29e9a6a0de19","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":8,"patientId":19,"metadataId":9,"eventId":"d542f173-8803-496e-a90b-3392c04be360","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":9,"patientId":22,"metadataId":20,"eventId":"3a024618-1b12-469d-8307-3353f5436dc9","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":10,"patientId":15,"metadataId":9,"eventId":"94561fc2-72c2-4894-9d1a-366c2099ace7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":11,"patientId":12,"metadataId":2,"eventId":"4ebd926f-11f0-4c18-8005-96f27ea97e4a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":12,"patientId":9,"metadataId":20,"eventId":"fb8e79dd-c559-49ec-8706-ffc6bdefa540","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":13,"patientId":5,"metadataId":3,"eventId":"2966f2a3-134e-4098-9df0-4f242293aab5","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":14,"patientId":10,"metadataId":12,"eventId":"449e2b9c-d68b-4d9f-afc9-328b7ca142c9","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":15,"patientId":7,"metadataId":13,"eventId":"980ef0d6-a2d1-45c0-8e95-d70a17922464","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":16,"patientId":24,"metadataId":7,"eventId":"782f445d-a610-4cd4-b891-f94341516bf7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":17,"patientId":23,"metadataId":10,"eventId":"35e05544-5a6f-43d7-8e6f-31a50f5851b6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":18,"patientId":25,"metadataId":11,"eventId":"59121c11-5cf8-4313-b67d-181746c2ff92","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":19,"patientId":7,"metadataId":17,"eventId":"93c09001-60c2-49df-9502-96b1ca74748c","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":20,"patientId":12,"metadataId":1,"eventId":"4c612a2a-82b7-4f1e-a76f-8cf62726434a","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":21,"patientId":10,"metadataId":1,"eventId":"c9337c34-af4b-473d-aaf5-a83023dbf314","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":22,"patientId":14,"metadataId":17,"eventId":"837b5ca1-7550-4ecf-a2c0-d24d3e8d337d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":23,"patientId":25,"metadataId":2,"eventId":"8a3a8b06-1b99-4e11-8c46-46d817189232","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":24,"patientId":25,"metadataId":18,"eventId":"d8859e30-917f-4bc6-ad26-c8728fa775ba","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":25,"patientId":12,"metadataId":5,"eventId":"5b878ac5-b35b-4422-bed3-262bbe2d93e3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":26,"patientId":3,"metadataId":18,"eventId":"02db305a-2c6d-4c6b-8da6-9c81b7707f70","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":27,"patientId":13,"metadataId":6,"eventId":"33559ac7-1d71-48de-bee2-e77ed1f1e420","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":28,"patientId":4,"metadataId":17,"eventId":"df792e09-5c38-438b-b82c-a3d205bc1ac8","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":29,"patientId":9,"metadataId":17,"eventId":"3fd0c7d1-90fb-4466-8dc4-36cde6fd5777","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":30,"patientId":23,"metadataId":4,"eventId":"36dd2478-ca40-448f-ba62-905e2ca2bba3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":31,"patientId":25,"metadataId":18,"eventId":"64046c9f-ea4c-4a49-be99-83f1e16dae79","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":32,"patientId":21,"metadataId":16,"eventId":"87b930be-3865-4845-b5aa-f431524f59d6","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":33,"patientId":21,"metadataId":18,"eventId":"4180a398-2660-4fec-b97f-9c5f4198b38d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":34,"patientId":14,"metadataId":13,"eventId":"0b1f82a6-8fab-4db8-a669-20724a61caba","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":35,"patientId":8,"metadataId":20,"eventId":"9937b290-f7f8-495f-b63c-6398d200c3d7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":36,"patientId":28,"metadataId":13,"eventId":"89c197c0-8fd1-4295-84fa-50ed69c834aa","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":37,"patientId":19,"metadataId":16,"eventId":"6ba29be3-a113-4590-ac6a-d8821bf317a5","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":38,"patientId":11,"metadataId":13,"eventId":"a53a6dfd-b056-453f-9242-5fa33b3a8934","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":39,"patientId":21,"metadataId":19,"eventId":"b2bffb49-29ca-4b64-ab33-826298b09f66","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":40,"patientId":23,"metadataId":12,"eventId":"09603529-752a-4a7f-a58b-cbafbc8080e1","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":41,"patientId":19,"metadataId":4,"eventId":"7dd59ac9-4cb1-4490-98d0-e7ea5003da06","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":42,"patientId":20,"metadataId":6,"eventId":"f3c9d05e-db79-4be6-aaf9-73538b1afe53","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":43,"patientId":19,"metadataId":11,"eventId":"10f13567-827b-493d-a8d7-9561ffd78bcc","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":44,"patientId":7,"metadataId":13,"eventId":"c18ee1d0-f050-457a-96a1-f22958d16f69","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":45,"patientId":22,"metadataId":1,"eventId":"2c0bd21c-317b-46be-9bfc-24fa88121db7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":46,"patientId":14,"metadataId":12,"eventId":"85601ee0-7010-4dcf-a534-042aafb5e88d","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":47,"patientId":29,"metadataId":12,"eventId":"da7889ba-5491-44bf-868f-cd91c27f24f0","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":48,"patientId":18,"metadataId":9,"eventId":"11054953-7d3a-4195-a6f1-24bd0b481111","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":49,"patientId":21,"metadataId":17,"eventId":"36689611-d649-4081-84bd-7fdfd3044946","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":50,"patientId":16,"metadataId":5,"eventId":"2513b4ca-c6db-4597-9d90-755b35e48265","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":51,"patientId":18,"metadataId":20,"eventId":"b8ff2f49-2c73-4c4e-9a05-7a7573c34025","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":52,"patientId":9,"metadataId":17,"eventId":"cdb84bd0-d738-4586-8ffc-ded9d9ba3b99","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":53,"patientId":12,"metadataId":3,"eventId":"5597613e-5a32-42f7-ba56-573b717c590b","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":54,"patientId":11,"metadataId":12,"eventId":"61bf9cc1-cb4d-4b82-95f1-4938152b0d23","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":55,"patientId":22,"metadataId":8,"eventId":"192fa084-1efd-4d8b-8a7c-5bb0cc23a2b3","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":56,"patientId":23,"metadataId":8,"eventId":"7fce243f-b320-4646-ad57-e3674acb91c7","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":57,"patientId":2,"metadataId":5,"eventId":"a5eeb701-9eeb-4491-bc14-cc9c480c5145","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":58,"patientId":27,"metadataId":7,"eventId":"e7115f3e-1a79-4508-8c48-f6d7185a42df","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":59,"patientId":2,"metadataId":17,"eventId":"490aa4d1-4dfc-4439-aea6-25a519172a27","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":60,"patientId":16,"metadataId":15,"eventId":"8c1f127c-4d2b-43ad-bc67-70cdb41220f2","placedTimestamp":"2024-09-15T00:00:00Z"}
-{"sensorId":10,"patientId":25,"metadataId":9,"eventId":"cdd85197-29fb-41f0-83f1-4ea2b2bbcdb5","placedTimestamp":"2024-09-16T14:54:00Z"}
-{"sensorId":10,"patientId":22,"metadataId":9,"eventId":"cdd85197-29fb-41f0-83f1-4ea2b2bbcdb5","placedTimestamp":"2024-09-30T00:00:00Z"}
diff --git a/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.table.sql b/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.table.sql
deleted file mode 100644
index 2b23e1a0..00000000
--- a/healthcare-study/healthcare-study-stream/study-testdata/sensor_placements.table.sql
+++ /dev/null
@@ -1,14 +0,0 @@
-CREATE TABLE SensorPlacements (
-    `sensorId` BIGINT NOT NULL,
-    `patientId` BIGINT NOT NULL,
-    `metadataId` BIGINT NOT NULL,
-    `eventId` STRING NOT NULL,
-    `placedTimestamp` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`eventId`) NOT ENFORCED,
-     WATERMARK FOR `placedTimestamp` AS `placedTimestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/sensor_placements.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-);
diff --git a/healthcare-study/healthcare-study-stream/study_stream.sqrl b/healthcare-study/healthcare-study-stream/study_stream.sqrl
index d77c1e62..43a20881 100644
--- a/healthcare-study/healthcare-study-stream/study_stream.sqrl
+++ b/healthcare-study/healthcare-study-stream/study_stream.sqrl
@@ -1,15 +1,14 @@
-IMPORT metrics-{{variant}}.clinical_indicator;
-IMPORT study-testdata.sensor_placements AS _CDC_SensorPlacements;
-IMPORT study-testdata.metadata AS _CDC_Metadata;
+IMPORT `data-catalog`.`study-test` AS study_ctl;
+IMPORT `data-catalog`.`metrics-{{variant}}`.clinical_indicator;
 
-SensorPlacements := DISTINCT _CDC_SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
-Metadata := DISTINCT _CDC_Metadata ON metadataId ORDER BY lastUpdated DESC;
+SensorPlacements := DISTINCT study_ctl.SensorPlacements ON sensorId ORDER BY placedTimestamp DESC;
+Metadata         := DISTINCT study_ctl.Metadata ON metadataId ORDER BY lastUpdated DESC;
 
 EnrichedIndicators := SELECT * FROM ClinicalIndicator m
    JOIN SensorPlacements FOR SYSTEM_TIME AS OF m.`timestamp` p ON m.sensorId = p.sensorId
-   JOIN Metadata  FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId;
+   JOIN Metadata         FOR SYSTEM_TIME AS OF m.`timestamp` d ON d.metadataId = p.metadataId;
 
-EXPORT EnrichedIndicators TO metrics-{{variant}}.enriched_indicator;
+EXPORT EnrichedIndicators TO `data-catalog`.`metrics-{{variant}}`.enriched_indicator;
 
 /*+test */
 TotalTest := SELECT COUNT(1) AS total_num FROM EnrichedIndicators;
diff --git a/healthcare-study/healthcare-study-stream/study_stream_package_kafka.json b/healthcare-study/healthcare-study-stream/study_stream_package_kafka.json
index 814c38cb..2a0c8cd8 100644
--- a/healthcare-study/healthcare-study-stream/study_stream_package_kafka.json
+++ b/healthcare-study/healthcare-study-stream/study_stream_package_kafka.json
@@ -3,6 +3,11 @@
   "enabled-engines": ["kafka", "flink"],
   "script": {
     "main": "study_stream.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "kafka"
     }
diff --git a/healthcare-study/healthcare-study-stream/study_stream_package_test.json b/healthcare-study/healthcare-study-stream/study_stream_package_test.json
index 0a824e1d..4209137d 100644
--- a/healthcare-study/healthcare-study-stream/study_stream_package_test.json
+++ b/healthcare-study/healthcare-study-stream/study_stream_package_test.json
@@ -3,6 +3,11 @@
   "enabled-engines": ["kafka", "flink"],
   "script": {
     "main": "study_stream.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
       "variant": "testdata"
     }
diff --git a/iot-sensor-metrics/README.md b/iot-sensor-metrics/README.md
index ba5cf904..aa18e5d7 100644
--- a/iot-sensor-metrics/README.md
+++ b/iot-sensor-metrics/README.md
@@ -8,7 +8,7 @@ Specifically, this API collects the temperature readings of sensors.
 To run the API, execute
 
 ```bash
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest run -c sensors_package_api.json
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c sensors_package_api.json
 ```
 
 To check that the GraphQL API is running properly, [open GraphiQL](http://localhost:8888/v1/graphiql/) to access the API.
@@ -16,7 +16,7 @@ To check that the GraphQL API is running properly, [open GraphiQL](http://localh
 ## Run the Tests
 
 ```bash
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest test -c sensors_package_test.json
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest test -c sensors_package_test.json
 ```
 
 ## Add Temperature Readings to Running API
diff --git a/iot-sensor-metrics/connectors/api.sqrl b/iot-sensor-metrics/connectors/api.sqrl
new file mode 100644
index 00000000..761c2338
--- /dev/null
+++ b/iot-sensor-metrics/connectors/api.sqrl
@@ -0,0 +1,6 @@
+/*+ engine(kafka) */
+CREATE TABLE SensorReading (
+    sensorid INT NOT NULL,
+    temperature decimal(8,2) NOT NULL,
+    event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
+);
diff --git a/iot-sensor-metrics/connectors/test.sqrl b/iot-sensor-metrics/connectors/test.sqrl
new file mode 100644
index 00000000..463ce74f
--- /dev/null
+++ b/iot-sensor-metrics/connectors/test.sqrl
@@ -0,0 +1,3 @@
+CREATE TABLE SensorReading (
+    WATERMARK FOR `event_time` AS `event_time` - INTERVAL '0.001' SECOND
+) LIKE `testdata/readings.jsonl`;
diff --git a/iot-sensor-metrics/sensors-testdata/readings.jsonl b/iot-sensor-metrics/connectors/testdata/readings.jsonl
similarity index 100%
rename from iot-sensor-metrics/sensors-testdata/readings.jsonl
rename to iot-sensor-metrics/connectors/testdata/readings.jsonl
diff --git a/iot-sensor-metrics/sensors-api/readings.sqrl b/iot-sensor-metrics/sensors-api/readings.sqrl
deleted file mode 100644
index c2b63bcb..00000000
--- a/iot-sensor-metrics/sensors-api/readings.sqrl
+++ /dev/null
@@ -1,6 +0,0 @@
-/*+ engine(kafka) */
-CREATE TABLE SensorReading (
-   sensorid INT NOT NULL,
-   temperature decimal(8,2) NOT NULL,
-   event_time TIMESTAMP_LTZ(3) NOT NULL METADATA FROM 'timestamp'
-);
diff --git a/iot-sensor-metrics/sensors-testdata/readings.sqrl b/iot-sensor-metrics/sensors-testdata/readings.sqrl
deleted file mode 100644
index 986150c0..00000000
--- a/iot-sensor-metrics/sensors-testdata/readings.sqrl
+++ /dev/null
@@ -1,3 +0,0 @@
-CREATE TABLE SensorReading (
-   WATERMARK FOR `event_time` AS `event_time` - INTERVAL '0.001' SECOND
-) LIKE `readings.jsonl`;
diff --git a/iot-sensor-metrics/sensors.sqrl b/iot-sensor-metrics/sensors.sqrl
index 4777cfeb..477b024b 100644
--- a/iot-sensor-metrics/sensors.sqrl
+++ b/iot-sensor-metrics/sensors.sqrl
@@ -1,5 +1,5 @@
 /*+no_query*/
-IMPORT sensors-{{variant}}.readings.*;
+IMPORT connectors.{{variant}}.*;
 
 /**
  Returns all sensor temperature readings above the given temperature
diff --git a/iot-sensor-metrics/sensors_package_test.json b/iot-sensor-metrics/sensors_package_test.json
index 5af5958c..833f2c3f 100644
--- a/iot-sensor-metrics/sensors_package_test.json
+++ b/iot-sensor-metrics/sensors_package_test.json
@@ -4,7 +4,7 @@
   "script": {
     "main": "sensors.sqrl",
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/law-enforcement/README.md b/law-enforcement/README.md
index 449b2ea4..c8bdb1ff 100644
--- a/law-enforcement/README.md
+++ b/law-enforcement/README.md
@@ -17,7 +17,7 @@ Furthermore, it provides a mutation for capturing traffic stop and producing ale
 Invoke the following command to run this example.
 
 ```bash
-docker run -it -p 8888:8888 -p 8081:8081 --rm -v $PWD:/build datasqrl/cmd:latest run -c baseball_card_package_test.json
+docker run -it -p 8888:8888 -p 8081:8081 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c baseball_card_package_test.json
 ```
 
 ## Queries
diff --git a/law-enforcement/baseball_card.sqrl b/law-enforcement/baseball_card.sqrl
index 2773c769..f0022680 100644
--- a/law-enforcement/baseball_card.sqrl
+++ b/law-enforcement/baseball_card.sqrl
@@ -1,33 +1,30 @@
-IMPORT police-{{variant}}.driver AS _DriverUpdates;
-IMPORT police-{{variant}}.vehicle AS _VehicleUpdates;
-/*+no_query */
-IMPORT police-{{variant}}.warrant;
-/*+no_query */
-IMPORT police-{{variant}}.bolo;
+IMPORT connectors.police_{{variant}} AS ctl;
 
 /**
  Retrieves driver information using their license number.
  */
 /*+query_by_all(license_number) */
-Driver := DISTINCT _DriverUpdates ON driver_id ORDER BY last_updated DESC;
+Driver := DISTINCT ctl.Driver ON driver_id ORDER BY last_updated DESC;
+
 /**
   Retrieves vehicle details using the registration number.
  */
 /*+query_by_all(registration_number) */
-Vehicle := DISTINCT _VehicleUpdates ON vehicle_id ORDER BY last_updated DESC;
+Vehicle := DISTINCT ctl.Vehicle ON vehicle_id ORDER BY last_updated DESC;
 
-Driver.warrants := SELECT * FROM Warrant w WHERE w.person_id = this.driver_id ORDER BY issue_date DESC;
+Driver.warrants := SELECT * FROM ctl.Warrant w WHERE w.person_id = this.driver_id ORDER BY issue_date DESC;
 Driver.vehicles := SELECT * FROM Vehicle v WHERE v.owner_driver_id = this.driver_id;
 Vehicle.driver := SELECT * FROM Driver d WHERE this.owner_driver_id = d.driver_id LIMIT 1;
 
 _EnrichedBolo := SELECT b.bolo_id, b.vehicle_id, b.issue_date, b.status, b.last_updated,
                        v.make, v.model, v.`year`, v.registration_state, v.registration_number,
                        d.license_state, d.driver_id
-                       FROM Bolo b
+                       FROM ctl.Bolo b
                 JOIN Vehicle FOR SYSTEM_TIME AS OF b.last_updated v ON b.vehicle_id = v.vehicle_id
                 JOIN Driver  FOR SYSTEM_TIME AS OF b.last_updated d ON d.driver_id = v.owner_driver_id;
 
---EXPORT _EnrichedBolo TO logger.Bolo;
+-- EXPORT _EnrichedBolo TO logger.Bolo;
+
 /**
   Fetches Bolo details for all vehicles that match the given make and (optional) model.
  */
@@ -46,13 +43,13 @@ The status of the warrant must be one of: active, urgent, closed, suspended.
  */
 /*+query_by_any(status) */
 WarrantsByState := SELECT state_of_issuance AS state, warrant_status AS status, COUNT(1) as num_warrants
-                   FROM Warrant GROUP BY state_of_issuance, warrant_status ORDER BY state ASC, status ASC;
+                   FROM ctl.Warrant GROUP BY state_of_issuance, warrant_status ORDER BY state ASC, status ASC;
 
 /**
   Fetches statistics on warrants by crime
  */
 WarrantsByCrime := SELECT crime_description AS crime, COUNT(1) as num_warrants
-                   FROM Warrant
+                   FROM ctl.Warrant
                    WHERE warrant_status = 'active' OR warrant_status = 'urgent'
                    GROUP BY crime_description ORDER BY crime ASC;
 
@@ -74,8 +71,7 @@ BolosWATest := SELECT * FROM BolosByWeekState WHERE state = 'WA';
 
 /*+ test */
 WarrantsTest := SELECT warrant_status, COUNT(1) AS num_warrants
-                FROM Warrant GROUP BY warrant_status ORDER BY warrant_status ASC;
-
+                FROM ctl.Warrant GROUP BY warrant_status ORDER BY warrant_status ASC;
 
 
 /* License plate tracking and alerting */
diff --git a/law-enforcement/baseball_card_package_test.json b/law-enforcement/baseball_card_package_test.json
index 138c17ef..b4b64eae 100644
--- a/law-enforcement/baseball_card_package_test.json
+++ b/law-enforcement/baseball_card_package_test.json
@@ -4,7 +4,7 @@
   "script": {
     "main": "baseball_card.sqrl",
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/law-enforcement/connectors/police_test.sqrl b/law-enforcement/connectors/police_test.sqrl
new file mode 100644
index 00000000..31e047db
--- /dev/null
+++ b/law-enforcement/connectors/police_test.sqrl
@@ -0,0 +1,27 @@
+CREATE TABLE Bolo (
+    PRIMARY KEY (`bolo_id`, `last_updated`) NOT ENFORCED,
+    WATERMARK FOR `last_updated` AS `last_updated`
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/bolo.jsonl`;
+
+CREATE TABLE Driver (
+    PRIMARY KEY (`driver_id`, `last_updated`) NOT ENFORCED,
+    WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/driver.jsonl`;
+
+CREATE TABLE Vehicle (
+    PRIMARY KEY (`vehicle_id`, `last_updated`) NOT ENFORCED,
+    WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/vehicle.jsonl`;
+
+CREATE TABLE Warrant (
+    PRIMARY KEY (`warrant_id`, `last_updated`) NOT ENFORCED,
+    WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
+) WITH (
+    'source.monitor-interval' = '10 min'
+) LIKE `testdata/warrant.jsonl`;
diff --git a/law-enforcement/police-testdata/bolo.jsonl b/law-enforcement/connectors/testdata/bolo.jsonl
similarity index 100%
rename from law-enforcement/police-testdata/bolo.jsonl
rename to law-enforcement/connectors/testdata/bolo.jsonl
diff --git a/law-enforcement/police-testdata/driver.jsonl b/law-enforcement/connectors/testdata/driver.jsonl
similarity index 100%
rename from law-enforcement/police-testdata/driver.jsonl
rename to law-enforcement/connectors/testdata/driver.jsonl
diff --git a/law-enforcement/police-testdata/vehicle.jsonl b/law-enforcement/connectors/testdata/vehicle.jsonl
similarity index 100%
rename from law-enforcement/police-testdata/vehicle.jsonl
rename to law-enforcement/connectors/testdata/vehicle.jsonl
diff --git a/law-enforcement/police-testdata/warrant.jsonl b/law-enforcement/connectors/testdata/warrant.jsonl
similarity index 100%
rename from law-enforcement/police-testdata/warrant.jsonl
rename to law-enforcement/connectors/testdata/warrant.jsonl
diff --git a/law-enforcement/police-testdata/bolo.schema.yml b/law-enforcement/police-testdata/bolo.schema.yml
deleted file mode 100644
index 60884e2b..00000000
--- a/law-enforcement/police-testdata/bolo.schema.yml
+++ /dev/null
@@ -1,25 +0,0 @@
----
-name: "bolo"
-schema_version: "1"
-partial_schema: false
-columns:
-- name: "bolo_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "vehicle_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "issue_date"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
-- name: "status"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "last_updated"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
diff --git a/law-enforcement/police-testdata/bolo.table.sql b/law-enforcement/police-testdata/bolo.table.sql
deleted file mode 100644
index c484a338..00000000
--- a/law-enforcement/police-testdata/bolo.table.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE Bolo (
-     PRIMARY KEY (`bolo_id`, `last_updated`) NOT ENFORCED,
-     WATERMARK FOR `last_updated` AS `last_updated`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/bolo.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-) LIKE `bolo.schema.yml`;
diff --git a/law-enforcement/police-testdata/driver.schema.yml b/law-enforcement/police-testdata/driver.schema.yml
deleted file mode 100644
index 2fbfb34b..00000000
--- a/law-enforcement/police-testdata/driver.schema.yml
+++ /dev/null
@@ -1,41 +0,0 @@
----
-name: "driver"
-schema_version: "1"
-partial_schema: false
-columns:
-- name: "driver_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "first_name"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "last_name"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "license_number"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "license_state"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "date_of_birth"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "license_status"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "license_expiry_date"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
-- name: "last_updated"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
diff --git a/law-enforcement/police-testdata/driver.table.sql b/law-enforcement/police-testdata/driver.table.sql
deleted file mode 100644
index a1bc0676..00000000
--- a/law-enforcement/police-testdata/driver.table.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE Driver (
-     PRIMARY KEY (`driver_id`, `last_updated`) NOT ENFORCED,
-     WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/driver.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-) LIKE `driver.schema.yml`;
diff --git a/law-enforcement/police-testdata/vehicle.schema.yml b/law-enforcement/police-testdata/vehicle.schema.yml
deleted file mode 100644
index 33419b48..00000000
--- a/law-enforcement/police-testdata/vehicle.schema.yml
+++ /dev/null
@@ -1,41 +0,0 @@
----
-name: "vehicle"
-schema_version: "1"
-partial_schema: false
-columns:
-- name: "vehicle_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "registration_number"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "registration_state"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "registration_expiry"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
-- name: "make"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "model"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "year"
-  type: "BIGINT"
-  tests:
-  - "not_null"
-- name: "owner_driver_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "last_updated"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
diff --git a/law-enforcement/police-testdata/vehicle.table.sql b/law-enforcement/police-testdata/vehicle.table.sql
deleted file mode 100644
index 6b86c6e8..00000000
--- a/law-enforcement/police-testdata/vehicle.table.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE Vehicle (
-    PRIMARY KEY (`vehicle_id`, `last_updated`) NOT ENFORCED,
-    WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/vehicle.jsonl',
-    'source.monitor-interval' = '10 min',
-    'connector' = 'filesystem'
-) LIKE `vehicle.schema.yml`;
diff --git a/law-enforcement/police-testdata/warrant.schema.yml b/law-enforcement/police-testdata/warrant.schema.yml
deleted file mode 100644
index 688ed2ee..00000000
--- a/law-enforcement/police-testdata/warrant.schema.yml
+++ /dev/null
@@ -1,33 +0,0 @@
----
-name: "warrant"
-schema_version: "1"
-partial_schema: false
-columns:
-- name: "warrant_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "person_id"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "warrant_status"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "crime_description"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "state_of_issuance"
-  type: "STRING"
-  tests:
-  - "not_null"
-- name: "issue_date"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
-- name: "last_updated"
-  type: "TIMESTAMP"
-  tests:
-  - "not_null"
diff --git a/law-enforcement/police-testdata/warrant.table.sql b/law-enforcement/police-testdata/warrant.table.sql
deleted file mode 100644
index ef3f9a9b..00000000
--- a/law-enforcement/police-testdata/warrant.table.sql
+++ /dev/null
@@ -1,9 +0,0 @@
-CREATE TABLE Warrant (
-     PRIMARY KEY (`warrant_id`, `last_updated`) NOT ENFORCED,
-     WATERMARK FOR `last_updated` AS `last_updated` - INTERVAL '0' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/warrant.jsonl',
-      'source.monitor-interval' = '10 min',
-      'connector' = 'filesystem'
-) LIKE `warrant.schema.yml`;
diff --git a/logistics-shipping-geodata/.gitignore b/logistics-shipping-geodata/.gitignore
deleted file mode 100644
index c29f4163..00000000
--- a/logistics-shipping-geodata/.gitignore
+++ /dev/null
@@ -1 +0,0 @@
-Manhattan.graphml
\ No newline at end of file
diff --git a/logistics-shipping-geodata/README.md b/logistics-shipping-geodata/README.md
index f1ecece1..c6cd7425 100644
--- a/logistics-shipping-geodata/README.md
+++ b/logistics-shipping-geodata/README.md
@@ -8,7 +8,7 @@ imports included. How cool is that?
 
 Run the example with:
 ```bash
-docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest run -c logistics_package_test.json
+docker run -it -p 8081:8081 -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest run -c logistics_package_test.json
 ```
 
 ## Regenerate test data
diff --git a/logistics-shipping-geodata/connectors/shipping_test.sqrl b/logistics-shipping-geodata/connectors/shipping_test.sqrl
new file mode 100644
index 00000000..6545e44d
--- /dev/null
+++ b/logistics-shipping-geodata/connectors/shipping_test.sqrl
@@ -0,0 +1,26 @@
+CREATE TABLE _Customer (
+    PRIMARY KEY (`id`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
+) LIKE `testdata/customer.jsonl`;
+
+CREATE TABLE _Shipment (
+    PRIMARY KEY (`id`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
+) LIKE `testdata/shipment.jsonl`;
+
+CREATE TABLE _Vehicle (
+    PRIMARY KEY (`id`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
+) LIKE `testdata/vehicle.jsonl`;
+
+/*+no_query */
+CREATE TABLE ShipmentLocation (
+    PRIMARY KEY (`timestamp`, `shipmentId`, `vehicleId`) NOT ENFORCED,
+    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
+) LIKE `testdata/shipment_location.jsonl`;
+
+/*+no_query */
+CREATE TABLE VehicleStatus (
+    PRIMARY KEY (`timestamp`, `vehicleId`) NOT ENFORCED,
+    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
+) LIKE `testdata/vehicle_status.jsonl`;
diff --git a/logistics-shipping-geodata/shipping-testdata/customer.jsonl b/logistics-shipping-geodata/connectors/testdata/customer.jsonl
similarity index 100%
rename from logistics-shipping-geodata/shipping-testdata/customer.jsonl
rename to logistics-shipping-geodata/connectors/testdata/customer.jsonl
diff --git a/logistics-shipping-geodata/shipping-testdata/shipment.jsonl b/logistics-shipping-geodata/connectors/testdata/shipment.jsonl
similarity index 100%
rename from logistics-shipping-geodata/shipping-testdata/shipment.jsonl
rename to logistics-shipping-geodata/connectors/testdata/shipment.jsonl
diff --git a/logistics-shipping-geodata/shipping-testdata/shipment_location.jsonl b/logistics-shipping-geodata/connectors/testdata/shipment_location.jsonl
similarity index 100%
rename from logistics-shipping-geodata/shipping-testdata/shipment_location.jsonl
rename to logistics-shipping-geodata/connectors/testdata/shipment_location.jsonl
diff --git a/logistics-shipping-geodata/shipping-testdata/vehicle.jsonl b/logistics-shipping-geodata/connectors/testdata/vehicle.jsonl
similarity index 100%
rename from logistics-shipping-geodata/shipping-testdata/vehicle.jsonl
rename to logistics-shipping-geodata/connectors/testdata/vehicle.jsonl
diff --git a/logistics-shipping-geodata/shipping-testdata/vehicle_status.jsonl b/logistics-shipping-geodata/connectors/testdata/vehicle_status.jsonl
similarity index 100%
rename from logistics-shipping-geodata/shipping-testdata/vehicle_status.jsonl
rename to logistics-shipping-geodata/connectors/testdata/vehicle_status.jsonl
diff --git a/logistics-shipping-geodata/logistics.sqrl b/logistics-shipping-geodata/logistics.sqrl
index 65205d40..062e4443 100644
--- a/logistics-shipping-geodata/logistics.sqrl
+++ b/logistics-shipping-geodata/logistics.sqrl
@@ -1,18 +1,14 @@
-IMPORT shipping-{{variant}}.customer AS _CustomerUpdates;
-IMPORT shipping-{{variant}}.shipment  AS _ShipmentUpdates;
-IMPORT shipping-{{variant}}.vehicle AS _VehicleUpdates;
-/*+no_query */
-IMPORT shipping-{{variant}}.shipment_location;
-/*+no_query */
-IMPORT shipping-{{variant}}.vehicle_status;
+IMPORT connectors.shipping_{{variant}}.*;
 
 -- Turn the Customer and Shipment CDC change streams to a state tables.
 /*+query_by_any(id, email) */
-Customer := DISTINCT _CustomerUpdates ON id ORDER BY lastUpdated DESC;
+Customer := DISTINCT _Customer ON id ORDER BY lastUpdated DESC;
+
 /*+query_by_all(id) */
-Shipment := DISTINCT _ShipmentUpdates ON id ORDER BY lastUpdated DESC;
+Shipment := DISTINCT _Shipment ON id ORDER BY lastUpdated DESC;
+
 /*+query_by_all(id) */
-Vehicle := DISTINCT _VehicleUpdates ON id ORDER BY lastUpdated DESC;
+Vehicle := DISTINCT _Vehicle ON id ORDER BY lastUpdated DESC;
 
 -- Create a relationship between the two.
 Customer.shipments := SELECT * FROM Shipment s WHERE s.customerId = this.id;
diff --git a/logistics-shipping-geodata/logistics_package_test.json b/logistics-shipping-geodata/logistics_package_test.json
index b4e77205..6b8d2a00 100644
--- a/logistics-shipping-geodata/logistics_package_test.json
+++ b/logistics-shipping-geodata/logistics_package_test.json
@@ -4,7 +4,7 @@
     "main": "logistics.sqrl",
     "graphql": "logistics.graphqls",
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   }
 }
diff --git a/logistics-shipping-geodata/shipping-testdata/customer.table.sql b/logistics-shipping-geodata/shipping-testdata/customer.table.sql
deleted file mode 100644
index 3ad97e05..00000000
--- a/logistics-shipping-geodata/shipping-testdata/customer.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE Customer (
-    `id` BIGINT NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    `email` STRING NOT NULL,
-    `phone` STRING NOT NULL,
-     PRIMARY KEY (`id`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/customer.jsonl',
-      'connector' = 'filesystem'
-);
diff --git a/logistics-shipping-geodata/shipping-testdata/shipment.table.sql b/logistics-shipping-geodata/shipping-testdata/shipment.table.sql
deleted file mode 100644
index 8040367f..00000000
--- a/logistics-shipping-geodata/shipping-testdata/shipment.table.sql
+++ /dev/null
@@ -1,16 +0,0 @@
-CREATE TABLE Shipment (
-    `id` BIGINT NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    `origin` STRING NOT NULL,
-    `lat` DOUBLE NOT NULL,
-    `lon` DOUBLE NOT NULL,
-    `weight` DOUBLE NOT NULL,
-    `estimatedDelivery` TIMESTAMP_LTZ(3) NOT NULL,
-    `customerId` BIGINT NOT NULL,
-     PRIMARY KEY (`id`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/shipment.jsonl',
-      'connector' = 'filesystem'
-);
diff --git a/logistics-shipping-geodata/shipping-testdata/shipment_location.table.sql b/logistics-shipping-geodata/shipping-testdata/shipment_location.table.sql
deleted file mode 100644
index de09743c..00000000
--- a/logistics-shipping-geodata/shipping-testdata/shipment_location.table.sql
+++ /dev/null
@@ -1,11 +0,0 @@
-CREATE TABLE ShipmentLocation (
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-    `shipmentId` BIGINT NOT NULL,
-    `vehicleId` BIGINT NOT NULL,
-    PRIMARY KEY (`timestamp`, `shipmentId`, `vehicleId`) NOT ENFORCED,
-    WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
-) WITH (
-    'format' = 'flexible-json',
-    'path' = '${DATA_PATH}/shipment_location.jsonl',
-    'connector' = 'filesystem'
-);
\ No newline at end of file
diff --git a/logistics-shipping-geodata/shipping-testdata/vehicle.table.sql b/logistics-shipping-geodata/shipping-testdata/vehicle.table.sql
deleted file mode 100644
index d3c6e5df..00000000
--- a/logistics-shipping-geodata/shipping-testdata/vehicle.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE Vehicle (
-    `id` BIGINT NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-    `type` STRING NOT NULL,
-    `capacity` BIGINT NOT NULL,
-     PRIMARY KEY (`id`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/vehicle.jsonl',
-      'connector' = 'filesystem'
-);
diff --git a/logistics-shipping-geodata/shipping-testdata/vehicle_status.table.sql b/logistics-shipping-geodata/shipping-testdata/vehicle_status.table.sql
deleted file mode 100644
index 4fae5318..00000000
--- a/logistics-shipping-geodata/shipping-testdata/vehicle_status.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE VehicleStatus (
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-    `lat` DOUBLE NOT NULL,
-    `lon` DOUBLE NOT NULL,
-    `vehicleId` BIGINT NOT NULL,
-     PRIMARY KEY (`timestamp`, `vehicleId`) NOT ENFORCED,
-     WATERMARK FOR `timestamp` AS `timestamp` - INTERVAL '0.001' SECOND
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/vehicle_status.jsonl',
-      'connector' = 'filesystem'
-);
\ No newline at end of file
diff --git a/oil-gas-agent-automation/README.md b/oil-gas-agent-automation/README.md
index c4f72897..d8956abf 100644
--- a/oil-gas-agent-automation/README.md
+++ b/oil-gas-agent-automation/README.md
@@ -2,7 +2,7 @@
 
 Run the data backend with the following command:
 
-`docker run -it -p 8888:8888 -p 8081:8081 -p 9092:9092 --rm -v $PWD:/build datasqrl/cmd:latest run  -c package-local.json `
+`docker run -it -p 8888:8888 -p 8081:8081 -p 9092:9092 --rm -v $PWD:/workspace datasqrl/cmd:latest run  -c package-local.json `
 
 To publish flowrate metrics, open [GraphiQL in the browser](http://localhost:8888/v1/graphiql/) and run the following mutation:
 
diff --git a/oil-gas-agent-automation/data-catalog/package.json b/oil-gas-agent-automation/data-catalog/package.json
new file mode 100644
index 00000000..cb17bcf4
--- /dev/null
+++ b/oil-gas-agent-automation/data-catalog/package.json
@@ -0,0 +1,6 @@
+{
+  "version": "1",
+  "information": {
+    "description": "Shared data catalog for the oil/gas example projects"
+  }
+}
diff --git a/oil-gas-agent-automation/data-catalog/test.sqrl b/oil-gas-agent-automation/data-catalog/test.sqrl
new file mode 100644
index 00000000..a708f25b
--- /dev/null
+++ b/oil-gas-agent-automation/data-catalog/test.sqrl
@@ -0,0 +1,27 @@
+CREATE TABLE Assets (
+    PRIMARY KEY (`asset_id`, `lastUpdated`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated`
+) WITH (
+    'source.monitor-interval' = '10s'
+) LIKE `testdata/assets.jsonl`;
+
+CREATE TABLE FlowRate (
+    PRIMARY KEY (`assetId`, `event_time`) NOT ENFORCED,
+    WATERMARK FOR `event_time` AS `event_time`
+) WITH (
+    'source.monitor-interval' = '10s'
+) LIKE `testdata/flowrate.jsonl.gz`;
+
+CREATE TABLE Maintenance (
+    PRIMARY KEY (`work_order_id`, `lastUpdated`) NOT ENFORCED,
+    WATERMARK FOR `lastUpdated` AS `lastUpdated`
+) WITH (
+    'source.monitor-interval' = '10s'
+) LIKE `testdata/maintenance.jsonl`;
+
+CREATE TABLE Measurement (
+    PRIMARY KEY (`assetId`, `timestamp`) NOT ENFORCED,
+    WATERMARK FOR `timestamp` AS `timestamp`
+) WITH (
+    'source.monitor-interval' = '10s'
+) LIKE `testdata/measurement.jsonl.gz`;
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/assets.jsonl b/oil-gas-agent-automation/data-catalog/testdata/assets.jsonl
similarity index 100%
rename from oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/assets.jsonl
rename to oil-gas-agent-automation/data-catalog/testdata/assets.jsonl
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/flowrate.jsonl.gz b/oil-gas-agent-automation/data-catalog/testdata/flowrate.jsonl.gz
similarity index 100%
rename from oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/flowrate.jsonl.gz
rename to oil-gas-agent-automation/data-catalog/testdata/flowrate.jsonl.gz
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/maintenance.jsonl b/oil-gas-agent-automation/data-catalog/testdata/maintenance.jsonl
similarity index 100%
rename from oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/maintenance.jsonl
rename to oil-gas-agent-automation/data-catalog/testdata/maintenance.jsonl
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/measurement.jsonl.gz b/oil-gas-agent-automation/data-catalog/testdata/measurement.jsonl.gz
similarity index 100%
rename from oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/measurement.jsonl.gz
rename to oil-gas-agent-automation/data-catalog/testdata/measurement.jsonl.gz
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent.sqrl b/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent.sqrl
index c53eb13c..1c4a945c 100644
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent.sqrl
+++ b/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent.sqrl
@@ -1,24 +1,23 @@
-IMPORT oilgas-{{variant}}.assets AS _AssetUpdates;
-IMPORT oilgas-{{variant}}.maintenance AS _MaintenanceUpdates;
-IMPORT oilgas-{{variant}}.measurement AS _Measurement;
-IMPORT oilgas-{{variant}}.flow_rate;
+IMPORT `data-catalog`.{{variant}} AS ctl;
 
 /**
   Returns information about the well/asset including it's maintenance records, manual,
   description, and other important information.
  */
 /*+query_by_all(asset_id) */
-Assets := DISTINCT _AssetUpdates ON asset_id ORDER BY lastUpdated DESC;
+Assets := DISTINCT ctl.Assets ON asset_id ORDER BY lastUpdated DESC;
 /*+no_query */
-Maintenance := DISTINCT _MaintenanceUpdates ON work_order_id ORDER BY lastUpdated DESC;
+Maintenance := DISTINCT ctl.Maintenance ON work_order_id ORDER BY lastUpdated DESC;
 Assets.maintenance := SELECT * FROM Maintenance m WHERE this.asset_id = m.asset_id ORDER BY m.lastUpdated DESC;
 
 /**
   Returns all FlowRate readings within the provided [minRate,maxRate] interval across
   all assets.
  */
-FlowRateByRange(minRate DOUBLE NOT NULL, maxRate DOUBLE NOT NULL) := SELECT * FROM FlowRate
-        WHERE flowrate >= :minRate AND flowrate <= :maxRate ORDER BY event_time DESC LIMIT 100;
+FlowRateByRange(minRate DOUBLE NOT NULL, maxRate DOUBLE NOT NULL) := SELECT * FROM ctl.FlowRate
+        WHERE flowrate >= :minRate
+          AND flowrate <= :maxRate
+        ORDER BY event_time DESC LIMIT 100;
 
 /**
   Returns the average/maximum pressure and average temperature for a given asset
@@ -29,7 +28,7 @@ PressureByMinute := SELECT assetId, window_time AS timestamp_min,
                              AVG(pressure_psi) AS avg_pressure_psi,
                              MAX(pressure_psi) AS max_pressure_psi,
                              AVG(temperature_f) AS avg_temperature_f
-                    FROM TABLE(TUMBLE(TABLE _Measurement, DESCRIPTOR(`timestamp`), INTERVAL '1' MINUTE))
+                    FROM TABLE(TUMBLE(TABLE ctl.Measurement, DESCRIPTOR(`timestamp`), INTERVAL '1' MINUTE))
                     GROUP BY assetId, window_start, window_end, window_time
                     ORDER BY window_time DESC;
 
@@ -40,7 +39,7 @@ PressureByMinute := SELECT assetId, window_time AS timestamp_min,
 FlowrateByMinute := SELECT assetId, window_time AS timestamp_min,
                            AVG(flowrate) AS avg_flowrate,
                            MAX(flowrate) AS max_flowrate
-                    FROM TABLE(TUMBLE(TABLE FlowRate, DESCRIPTOR(`event_time`), INTERVAL '1' MINUTE))
+                    FROM TABLE(TUMBLE(TABLE ctl.FlowRate, DESCRIPTOR(`event_time`), INTERVAL '1' MINUTE))
                     GROUP BY assetId, window_start, window_end, window_time
                     ORDER BY window_time DESC;
 
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent_package_test.json b/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent_package_test.json
index 33eed0e6..e24c6210 100644
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent_package_test.json
+++ b/oil-gas-agent-automation/oil-gas-agent-monitoring/monitoring_agent_package_test.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "monitoring_agent.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/assets.table.sql b/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/assets.table.sql
deleted file mode 100644
index 3c81a7bc..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/assets.table.sql
+++ /dev/null
@@ -1,19 +0,0 @@
-CREATE TABLE Assets (
-    `asset_id` BIGINT NOT NULL,
-    `asset_number` STRING NOT NULL,
-    `asset_name` STRING NOT NULL,
-    `asset_category_id` BIGINT NOT NULL,
-    `description` STRING NOT NULL,
-    `date_placed_in_service` STRING NOT NULL,
-    `asset_cost` BIGINT NOT NULL,
-    `status` STRING NOT NULL,
-    `asset_manual` STRING NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`asset_id`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/assets.jsonl',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/flow_rate.table.sql b/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/flow_rate.table.sql
deleted file mode 100644
index 64130201..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/flow_rate.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE FlowRate (
-    `assetId` BIGINT NOT NULL,
-    `flowrate` DOUBLE NOT NULL,
-    `event_time` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`assetId`, `event_time`) NOT ENFORCED,
-     WATERMARK FOR `event_time` AS `event_time`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/flowrate.jsonl.gz',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/maintenance.table.sql b/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/maintenance.table.sql
deleted file mode 100644
index 335dd491..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/maintenance.table.sql
+++ /dev/null
@@ -1,20 +0,0 @@
-CREATE TABLE Maintenance (
-    `work_order_id` BIGINT NOT NULL,
-    `work_order_num` STRING NOT NULL,
-    `asset_id` BIGINT NOT NULL,
-    `description` STRING NOT NULL,
-    `wo_type` STRING NOT NULL,
-    `priority` STRING NOT NULL,
-    `status` STRING NOT NULL,
-    `request_date` STRING NOT NULL,
-    `start_date` STRING,
-    `completion_date` STRING,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`work_order_id`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/maintenance.jsonl',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/measurement.table.sql b/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/measurement.table.sql
deleted file mode 100644
index c9db6cb7..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-monitoring/oilgas-testdata/measurement.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE Measurement (
-    `assetId` BIGINT NOT NULL,
-    `pressure_psi` DOUBLE NOT NULL,
-    `temperature_f` DOUBLE NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`assetId`, `timestamp`) NOT ENFORCED,
-     WATERMARK FOR `timestamp` AS `timestamp`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/measurement.jsonl.gz',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.jsonl b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.jsonl
deleted file mode 100644
index fb6b2f6e..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.jsonl
+++ /dev/null
@@ -1,6 +0,0 @@
-{"asset_id":21112,"asset_number":"W-21112","asset_name":"Well Alpha 21112","asset_category_id":200,"description":"Production well in Field Alpha","date_placed_in_service":"2022-07-15","asset_cost":5200000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellAlpha21112.pdf", "lastUpdated":  "2025-01-11T04:00:00Z"}
-{"asset_id":12221,"asset_number":"W-12221","asset_name":"Well Beta 12221","asset_category_id":200,"description":"Exploratory well in Field Beta","date_placed_in_service":"2021-05-20","asset_cost":4500000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellBeta12221.pdf", "lastUpdated":  "2025-01-11T04:00:00Z"}
-{"asset_id":59995,"asset_number":"W-59995","asset_name":"Well Gamma 59995","asset_category_id":200,"description":"Production well in Field Gamma","date_placed_in_service":"2020-11-10","asset_cost":6000000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellGamma59995.pdf", "lastUpdated":  "2025-01-11T04:00:00Z"}
-{"asset_id":45555,"asset_number":"W-45555","asset_name":"Well Delta 45555","asset_category_id":200,"description":"Injection well in Field Delta","date_placed_in_service":"2023-01-05","asset_cost":5500000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellDelta45555.pdf", "lastUpdated":  "2025-01-11T04:00:00Z"}
-{"asset_id":34443,"asset_number":"W-34443","asset_name":"Well Epsilon 34443","asset_category_id":200,"description":"Production well in Field Epsilon","date_placed_in_service":"2019-09-30","asset_cost":4900000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellEpsilon34443.pdf", "lastUpdated":  "2025-01-11T04:00:00Z"}
-{"asset_id":34443,"asset_number":"W-34443","asset_name":"Well Epsilon 34443","asset_category_id":200,"description":"Production well in Field Epsilon","date_placed_in_service":"2019-09-30","asset_cost":4900000,"status":"ACTIVE","asset_manual":"http://docs.example.com/manuals/WellEpsilon34443.pdf", "lastUpdated":  "2025-02-11T05:00:00Z"}
\ No newline at end of file
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.table.sql b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.table.sql
deleted file mode 100644
index 3c81a7bc..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/assets.table.sql
+++ /dev/null
@@ -1,19 +0,0 @@
-CREATE TABLE Assets (
-    `asset_id` BIGINT NOT NULL,
-    `asset_number` STRING NOT NULL,
-    `asset_name` STRING NOT NULL,
-    `asset_category_id` BIGINT NOT NULL,
-    `description` STRING NOT NULL,
-    `date_placed_in_service` STRING NOT NULL,
-    `asset_cost` BIGINT NOT NULL,
-    `status` STRING NOT NULL,
-    `asset_manual` STRING NOT NULL,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`asset_id`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/assets.jsonl',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flow_rate.table.sql b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flow_rate.table.sql
deleted file mode 100644
index 64130201..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flow_rate.table.sql
+++ /dev/null
@@ -1,12 +0,0 @@
-CREATE TABLE FlowRate (
-    `assetId` BIGINT NOT NULL,
-    `flowrate` DOUBLE NOT NULL,
-    `event_time` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`assetId`, `event_time`) NOT ENFORCED,
-     WATERMARK FOR `event_time` AS `event_time`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/flowrate.jsonl.gz',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flowrate.jsonl.gz b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flowrate.jsonl.gz
deleted file mode 100644
index 10f05c21..00000000
Binary files a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/flowrate.jsonl.gz and /dev/null differ
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.jsonl b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.jsonl
deleted file mode 100644
index 5cd8e7bb..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.jsonl
+++ /dev/null
@@ -1,8 +0,0 @@
-{"work_order_id":2,"work_order_num":"WO-10457","asset_id":12221,"description":"Pump replacement and calibration","wo_type":"EQUIP_REPLACE","priority":"MEDIUM","status":"OPEN","request_date":"2024-08-01","start_date":"2024-11-05","completion_date":"2024-11-07", "lastUpdated":  "2024-11-07T06:00:00Z"}
-{"work_order_id":3,"work_order_num":"WO-10458","asset_id":59995,"description":"Routine inspection and valve check","wo_type":"INSPECTION","priority":"LOW","status":"CLOSED","request_date":"2024-08-10","start_date":"2024-08-12","completion_date":"2024-08-12", "lastUpdated":  "2024-08-12T22:00:00Z"}
-{"work_order_id":4,"work_order_num":"WO-10459","asset_id":21112,"description":"Emergency leak repair at junction","wo_type":"EMERGENCY_REPAIR","priority":"HIGH","status":"CLOSED","request_date":"2024-08-30","start_date":"2024-09-01","completion_date":"2024-09-01", "lastUpdated":  "2024-09-02T02:00:00Z"}
-{"work_order_id":8,"work_order_num":"WO-10463","asset_id":12221,"description":"Hot-oil treatment for wax removal","wo_type":"PIPE_CLEANING","priority":"HIGH","status":"CLOSED","request_date":"2024-09-20","start_date":"2024-09-25","completion_date":"2024-09-25", "lastUpdated":  "2024-09-26T06:00:00Z"}
-{"work_order_id":5,"work_order_num":"WO-10460","asset_id":45555,"description":"Acid treatment for scale removal","wo_type":"ACID_TREATMENT","priority":"MEDIUM","status":"CLOSED","request_date":"2024-10-20","start_date":"2024-10-25","completion_date":"2024-10-25", "lastUpdated":  "2024-10-25T19:00:00Z"}
-{"work_order_id":6,"work_order_num":"WO-10461","asset_id":45555,"description":"Compressor maintenance and oil change","wo_type":"MAINTENANCE","priority":"LOW","status":"SCHEDULED","request_date":"2024-10-20","start_date":"2024-10-22","completion_date":"2024-10-23", "lastUpdated":  "2024-10-30T02:20:00Z"}
-{"work_order_id":7,"work_order_num":"WO-10462","asset_id":34443,"description":"Hydraulic system pressure testing","wo_type":"TESTING","priority":"MEDIUM","status":"IN_PROGRESS","request_date":"2024-11-15","start_date":null,"completion_date":null, "lastUpdated":  "2024-11-15T11:00:00Z"}
-{"work_order_id":7,"work_order_num":"WO-10462","asset_id":34443,"description":"Hydraulic system pressure testing","wo_type":"TESTING","priority":"MEDIUM","status":"IN_PROGRESS","request_date":"2024-11-15","start_date":"2024-12-17","completion_date":"2025-02-10", "lastUpdated":  "2025-02-12T01:00:00Z"}
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.table.sql b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.table.sql
deleted file mode 100644
index 335dd491..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/maintenance.table.sql
+++ /dev/null
@@ -1,20 +0,0 @@
-CREATE TABLE Maintenance (
-    `work_order_id` BIGINT NOT NULL,
-    `work_order_num` STRING NOT NULL,
-    `asset_id` BIGINT NOT NULL,
-    `description` STRING NOT NULL,
-    `wo_type` STRING NOT NULL,
-    `priority` STRING NOT NULL,
-    `status` STRING NOT NULL,
-    `request_date` STRING NOT NULL,
-    `start_date` STRING,
-    `completion_date` STRING,
-    `lastUpdated` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`work_order_id`, `lastUpdated`) NOT ENFORCED,
-     WATERMARK FOR `lastUpdated` AS `lastUpdated`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/maintenance.jsonl',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.jsonl.gz b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.jsonl.gz
deleted file mode 100644
index 8b496e5f..00000000
Binary files a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.jsonl.gz and /dev/null differ
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.table.sql b/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.table.sql
deleted file mode 100644
index c9db6cb7..00000000
--- a/oil-gas-agent-automation/oil-gas-agent-operations/oilgas-testdata/measurement.table.sql
+++ /dev/null
@@ -1,13 +0,0 @@
-CREATE TABLE Measurement (
-    `assetId` BIGINT NOT NULL,
-    `pressure_psi` DOUBLE NOT NULL,
-    `temperature_f` DOUBLE NOT NULL,
-    `timestamp` TIMESTAMP_LTZ(3) NOT NULL,
-     PRIMARY KEY (`assetId`, `timestamp`) NOT ENFORCED,
-     WATERMARK FOR `timestamp` AS `timestamp`
-) WITH (
-      'format' = 'flexible-json',
-      'path' = '${DATA_PATH}/measurement.jsonl.gz',
-      'source.monitor-interval' = '10000',
-      'connector' = 'filesystem'
-);
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent.sqrl b/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent.sqrl
index 49fd433e..36da0cad 100644
--- a/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent.sqrl
+++ b/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent.sqrl
@@ -1,6 +1,4 @@
-IMPORT oilgas-{{variant}}.assets AS _AssetUpdates;
-IMPORT oilgas-{{variant}}.maintenance AS _MaintenanceUpdates;
-IMPORT oilgas-{{variant}}.measurement AS _Measurement;
+IMPORT `data-catalog`.{{variant}} AS ctl;
 
 /*+ no_query, engine(kafka) */
 CREATE TABLE FlowRate (
@@ -15,9 +13,9 @@ CREATE TABLE FlowRate (
   description, and other important information.
  */
 /*+query_by_all(asset_id) */
-Assets := DISTINCT _AssetUpdates ON asset_id ORDER BY lastUpdated DESC;
+Assets := DISTINCT ctl.Assets ON asset_id ORDER BY lastUpdated DESC;
 /*+no_query */
-Maintenance := DISTINCT _MaintenanceUpdates ON work_order_id ORDER BY lastUpdated DESC;
+Maintenance := DISTINCT ctl.Maintenance ON work_order_id ORDER BY lastUpdated DESC;
 Assets.maintenance := SELECT * FROM Maintenance m WHERE this.asset_id = m.asset_id ORDER BY m.lastUpdated DESC;
 
 EXPORT FlowRate TO print.Flowrate;
@@ -46,7 +44,7 @@ Returns recent pressure and temperature readings for a given well/asset by id.
 RecentPressure := SELECT assetId, window_time AS timestamp_normalized,
                              AVG(pressure_psi) AS pressure_psi,
                              AVG(temperature_f) AS temperature_f
-                  FROM TABLE(TUMBLE(TABLE _Measurement, DESCRIPTOR(`timestamp`), INTERVAL '10' SECOND))
+                  FROM TABLE(TUMBLE(TABLE ctl.Measurement, DESCRIPTOR(`timestamp`), INTERVAL '10' SECOND))
                       GROUP BY assetId, window_start, window_end, window_time
                       ORDER BY window_time DESC;
 
diff --git a/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent_package_test.json b/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent_package_test.json
index f3e087d2..0239a0f3 100644
--- a/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent_package_test.json
+++ b/oil-gas-agent-automation/oil-gas-agent-operations/operations_agent_package_test.json
@@ -3,8 +3,13 @@
   "enabled-engines": ["vertx", "postgres", "kafka", "flink"],
   "script": {
     "main": "operations_agent.sqrl",
+    "shared": {
+      "data-catalog": {
+        "path": "../data-catalog"
+      }
+    },
     "config": {
-      "variant": "testdata"
+      "variant": "test"
     }
   },
   "engines": {
diff --git a/user-defined-function/README.md b/user-defined-function/README.md
index f02cc35c..6f8c5016 100644
--- a/user-defined-function/README.md
+++ b/user-defined-function/README.md
@@ -22,13 +22,13 @@ The next sections contain instructions about how to run and interact with the ex
 ```shell
 # "cd jbang" OR "cd maven-project"
 
-docker run --rm -v $PWD:/build datasqrl/cmd:latest compile myudf.sqrl
+docker run --rm -v $PWD:/workspace datasqrl/cmd:latest compile myudf.sqrl
 ```
 
 ## Deployment and Testing
 ### Run Example
 ```shell
-docker run -it -p 8888:8888 --rm -v $PWD:/build datasqrl/cmd:latest run myudf.sqrl
+docker run -it -p 8888:8888 --rm -v $PWD:/workspace datasqrl/cmd:latest run myudf.sqrl
 ```
 ### Creating and Testing Records
 1. Creating a Record: Test the function by creating a record via a GraphQL query.