Data Monitoring Python Packages

re-data

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

driftdb

Metrics Observability & Troubleshooting

koality

Library for data quality monitoring based on duckdb.

datagit

Metrics Observability & Troubleshooting

panda-patrol

🐼 Patrol your data tests

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。

dbt-snapshot-analysis

Metrics Observability & Troubleshooting

outrank

A Python library for efficient feature ranking and selection on sparse data sets.

minotor

Open source software for machine learning production monitoring : maintain control over production models, detect bias, explain your results.