Overview

ingestr downloads on PyPI

Everything on this site is built locally: the raw event log is ingested to a local file, transformed with dbt into a star schema on DuckDB, and served by Evidence. No cloud warehouse involved.

Data covers 13 Feb 2024 → 1 Oct 2026 (1,086,749 download events, 136 countries).

Where the downloads come from

Data quality

Unknown means the raw PyPI event did not carry the field (it is not an ingestion error). Runtime Python is the one dimension with a large unresolved share; installer details are missing for about 10% of traffic.