Examples

Examples use cases solved with Versatile Data Kit:

Data Engineering

• Hello World Data Job

Ingestion examples

• Ingesting data from REST API into Database
• Ingesting data from DB into Database
• Ingesting data from S3 into Database
• Ingesting local CSV file into Database
• Incremental ingestion using Job Properties

Data processing examples

• Data Modeling: Treating Data as a Product
• Processing data using SQL and local database
• Processing data using Kimball warehousing templates and a Big Data database (Presto/Trino)

Deployment examples

• Scheduling a Data Job for automatic execution
• Deploying using different python versions

Orchestration examples

• Using DAGs to orchestrate Data Jobs
• Using DAGs to orchestrate Data Jobs with arguments
• Workflow of Data Jobs using Airflow

Scenarios

• Ingest, process, and publish using VDK & Streamlit Vincent Van Gogh's paintings
• Ingest, process, and publish using VDK & Streamlit American states life expectancy
• Ingest, process, and publish using VDK & Streamlit analysis of relationship between Natural Gas prices and the temperature

Job development examples

• Debug Data Job in IDE

Infrastructure operators

• Install VDK Control Service with custom SDK

• Data anonymization ingestion plugin

• Supported Python Versions - Control Service Setup

The source code for the examples can be found in git at https://github.com/vmware/versatile-data-kit/tree/main/examples