The Shared class in the Beam Python SDK caches lookup data in memory for batch and streaming pipelines, with a periodic refresh for the latter.

Batch Apache Beam pipelines in Python that aggregate website visit logs by user and time, written with and without Beam SQL and run in notebooks.

Run a basic Apache Beam pipeline in Python, then develop interactively in Jupyter notebooks with Beam SQL and Beam DataFrames examples.