Data Monitoring Python Packages

re-data

re_data - fix data issues before your users & CEO would discover them 😊

koality

Library for data quality monitoring based on duckdb.

driftdb

Historical metric store

dq-doctor

One command to profile tables, generate quality rules, detect PII & referential integrity, and output a scored report. DuckDB / PostgreSQL / MySQL./一行命令完成数据质量体检。自动分析表结构、生成校验规则、检测 PII 和参照完整性，输出评分报告。支持 DuckDB / PostgreSQL / MySQL。

datagit

Metrics Observability & Troubleshooting

panda-patrol

🐼 Patrol your data tests

dbt-snapshot-analysis

Metrics Observability & Troubleshooting

outrank

OutRank: Feature ranking for massive sparse data sets.

minotor

Easy to use plug and play ML monitoring tool.