diff --git a/courses/machine_learning/deepdive2/mlops_vertexai_manage_features/labs/feature_store_streaming_ingestion_sdk.ipynb b/courses/machine_learning/deepdive2/mlops_vertexai_manage_features/labs/feature_store_streaming_ingestion_sdk.ipynb
index 2e6f706c73..2025002cfa 100644
--- a/courses/machine_learning/deepdive2/mlops_vertexai_manage_features/labs/feature_store_streaming_ingestion_sdk.ipynb
+++ b/courses/machine_learning/deepdive2/mlops_vertexai_manage_features/labs/feature_store_streaming_ingestion_sdk.ipynb
@@ -28,9 +28,9 @@
       "source": [
         "## Overview\n",
         "\n",
-        "This notebook demonstrates how to use Vertex AI Feature Store's streaming ingestion at the SDK layer.\n",
+        "This notebook demonstrates how to use Agent Platform Feature Store's streaming ingestion at the SDK layer.\n",
         "\n",
-        "Learn more about [Vertex AI Feature Store](https://cloud.google.com/vertex-ai/docs/featurestore)."
+        "Learn more about [Agent Platform Feature Store](https://cloud.google.com/vertex-ai/docs/featurestore)."
       ]
     },
     {
@@ -41,11 +41,11 @@
       "source": [
         "### Objective\n",
         "\n",
-        "In this tutorial, you learn how to ingest features from a `Pandas DataFrame` into your Vertex AI Feature Store using `write_feature_values` method from the Vertex AI SDK.\n",
+        "In this tutorial, you learn how to ingest features from a `Pandas DataFrame` into your Agent Platform Feature Store using `write_feature_values` method from the Agent Platform SDK.\n",
         "\n",
         "This tutorial uses the following Google Cloud ML services and resources:\n",
         "\n",
-        "- Vertex AI Feature Store\n",
+        "- Agent Platform Feature Store\n",
         "\n",
         "\n",
         "The steps performed include:\n",
@@ -76,10 +76,10 @@
         "\n",
         "This tutorial uses billable components of Google Cloud:\n",
         "\n",
-        "* Vertex AI\n",
+        "* Agent Platform\n",
         "\n",
-        "Learn about [Vertex AI\n",
-        "pricing](https://cloud.google.com/vertex-ai/pricing) and use the [Pricing\n",
+        "Learn about [Agent Platform\n",
+        "pricing](https://cloud.google.com/products/gemini-enterprise-agent-platform/pricing) and use the [Pricing\n",
         "Calculator](https://cloud.google.com/products/calculator/)\n",
         "to generate a cost estimate based on your projected usage.\n"
       ]
@@ -160,7 +160,7 @@
         "\n",
         "2. [Make sure that billing is enabled for your project](https://cloud.google.com/billing/docs/how-to/modify-project).\n",
         "\n",
-        "3. [Enable the Vertex AI API](https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com).\n",
+        "3. [Enable the Agent Platform API](https://console.cloud.google.com/flows/enableapi?apiid=aiplatform.googleapis.com).\n",
         "\n",
         "4. If you are running this notebook locally, you need to install the [Cloud SDK](https://cloud.google.com/sdk)."
       ]
@@ -201,7 +201,7 @@
       "source": [
         "#### Region\n",
         "\n",
-        "You can also change the `REGION` variable used by Vertex AI. Learn more about [Vertex AI regions](https://cloud.google.com/vertex-ai/docs/general/locations)."
+        "You can also change the `REGION` variable used by Agent Platform. Learn more about [Agent Platform regions](https://docs.cloud.google.com/gemini-enterprise-agent-platform/machine-learning/general/locations)."
       ]
     },
     {
@@ -274,9 +274,9 @@
         "id": "init_aip:mbsdk,all"
       },
       "source": [
-        "### Initialize Vertex AI SDK for Python\n",
+        "### Initialize Agent Platform SDK for Python\n",
         "\n",
-        "Initialize the Vertex AI SDK for Python for your project."
+        "Initialize the Agent Platform SDK for Python for your project."
       ]
     },
     {
@@ -387,13 +387,13 @@
       "source": [
         "## Create Feature Store and define schemas\n",
         "\n",
-        "Vertex AI Feature Store organizes resources hierarchically in the following order:\n",
+        "Agent Platform Feature Store organizes resources hierarchically in the following order:\n",
         "\n",
         "`Featurestore -> EntityType -> Feature`\n",
         "\n",
-        "You must create these resources before you can ingest data into Vertex AI Feature Store.\n",
+        "You must create these resources before you can ingest data into Agent Platform Feature Store.\n",
         "\n",
-        "Learn more about [Vertex AI Feature Store](https://cloud.google.com/vertex-ai/docs/featurestore)"
+        "Learn more about [Agent Platform Feature Store](https://cloud.google.com/vertex-ai/docs/featurestore)"
       ]
     },
     {
@@ -589,7 +589,7 @@
         "\n",
         "* `instances`: Feature values to be written to the Feature Store that can take the form of a list of WriteFeatureValuesPayload objects, a Python dict, or a pandas Dataframe.\n",
         "\n",
-        "This streaming ingestion feature has been introduced to the Vertex AI SDK under the **preview** namespace. Here, you pass the pandas `Dataframe` you created from penguins dataset as `instances` parameter.\n",
+        "This streaming ingestion feature has been introduced to the Agent Platform SDK under the **preview** namespace. Here, you pass the pandas `Dataframe` you created from penguins dataset as `instances` parameter.\n",
         "\n",
         "Learn more about [Streaming ingestion API](https://github.com/googleapis/python-aiplatform/blob/e6933503d2d3a0f8a8f7ef8c178ed50a69ac2268/google/cloud/aiplatform/preview/featurestore/entity_type.py#L36)"
       ]
@@ -632,7 +632,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Note: The newly created feature store will be only be visible in the Console when \"Vertex AI Feature Store (Legacy)\" is selected from the top right menu. "
+        "Note: The newly created feature store will be only be visible in the Console when \"Agent Platform Feature Store (Legacy)\" is selected from the top right menu. "
       ]
     },
     {