Integrations¶ This section showcases how Hamilton integrates with popular frameworks. dlt Extract, Transform, Load (ETL) Extract Transform Load ETL Summary Extract, Load, Transform (ELT) Extract & Load Transform ELT Summary dlt materializer plugin DataLoader DataSaver Combining both Next steps FastAPI Challenges 1. Test your FastAPI application 2. Document your API Hamilton + FastAPI Example Client Backend dataflow with Hamilton Server definition with FastAPI Visualize endpoints’ dataflow Benefits Ibis Standalone Ibis Challenge 1 - Maintain and test large data transformations codebases Challenge 2 - Orchestrate Ibis code in production How Hamilton complements Ibis Write modular Ibis code Table-level Column-level Orchestrate Ibis anywhere How Ibis complements Hamilton Performance boost Atomic data transformation documentation Working across rows with user-defined functions (UDFs) Ibis + Hamilton - a natural pairing Streamlit Challenges 1. Hard to read UI and data flows. 2. Cache and state management Hamilton + Streamlit Example Benefits dbt Airflow Amazon Web Services Burr Dagster Dask Feast Metaflow Pandera Plotly Polars Prefect Ray Slack Spark Vaex