BigQuery DataFrames Python API

BigQuery DataFrames is a Python API that you can use to analyze data and perform machine learning tasks in BigQuery.

BigQuery DataFrames consists of the following parts:

bigframes.pandas implements a pandas-like API on top of BigQuery. For more information, see Supported pandas APIs.
bigframes.ml implements a scikit-learn-like API on top of BigQuery ML.

Get started with BigQuery DataFrames by using the BigQuery DataFrames quickstart.

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Last updated 2026-07-31 UTC.