S3

chdb-datastore is a pandas-compatible skill for fast data analysis with a ClickHouse-backed DataStore API. It supports file, database, and cloud connectors, cross-source joins, and minimal code changes for pandas-style workflows. Use this chdb-datastore guide when you want a drop-in analysis layer for larger datasets.

chdb-sql is a GitHub skill for running ClickHouse SQL in Python without a server. It covers chdb.query(), Session, DB-API connections, table functions like file() and s3(), parametrized queries, and backend development workflows for local files and external data sources.