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StatGuardian

Python library for data quality and validation

Open Source
GitHub
Data & Analytics
Data Science
Visit WebsiteSee on Product HuntGithub

Hunted byGeorgi MullasseryGeorgi Mullassery

Python library for data quality and validation — declarative contract DSL, schema checks, drift detection, anomaly detection. 13× faster than pandera. PyPI: statguardian - Mullassery/Statguardian

Top comment

After working with analytics and AI systems, I realized that successful pipelines don't always mean healthy data. StatGuardian was built to detect metric drift, anomalies, and unusual behavior automatically, so teams can trust their data and act faster.

Comment highlights

the drift detection caught a real issue in my pipeline on the first run, which pandera never flagged. really clean DSL too, felt like writing tests more than writing validation code.

love that the declarative DSL keeps schema checks and drift detection in the same mental model instead of splitting them across separate configs. the 13x speed claim against pandera is wild too, curious what tradeoff got you there.

About StatGuardian on Product Hunt

Python library for data quality and validation

StatGuardian was submitted on Product Hunt and earned 0 upvotes and 3 comments, placing #8 on the daily leaderboard. Python library for data quality and validation — declarative contract DSL, schema checks, drift detection, anomaly detection. 13× faster than pandera. PyPI: statguardian - Mullassery/Statguardian

StatGuardian was featured in Open Source (68.6k followers), GitHub (41.3k followers), Data & Analytics (5.7k followers) and Data Science (3.9k followers) on Product Hunt. Together, these topics include over 42.7k products, making this a competitive space to launch in.

Who hunted StatGuardian?

StatGuardian was hunted by Georgi Mullassery. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

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