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Add timefence#2912

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gauthierpiarrette wants to merge 1 commit intovinta:masterfrom
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Add timefence#2912
gauthierpiarrette wants to merge 1 commit intovinta:masterfrom
gauthierpiarrette:master

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@gauthierpiarrette
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Project

Timefence

Checklist

  • One project per PR
  • PR title format: Add project-name
  • Entry format: * [project-name](url) - Description ending with period.
  • Description is concise and short

Why This Project Is Awesome

Which criterion does it meet? (pick one)

  • Industry Standard - The go-to tool for a specific use case
  • Rising Star - 5000+ stars in < 2 years, significant adoption
  • Hidden Gem - Exceptional quality, solves niche problems elegantly

Explain:

Temporal data leakage is a silent killer in ML: a standard LEFT JOIN can leak future data into training, inflating offline metrics while production fails. No error, no warning. Timefence is the only tool purpose-built to detect and fix this. It audits existing datasets or builds correct ones, runs on DuckDB with zero infrastructure, and plugs into CI/CD with one line.

How It Differs

If similar entries exist, what makes this one unique?

Data validation tools (Great Expectations, Soda) check schema, nulls, and distributions - not temporal correctness. Feature stores (Feast, Tecton) serve features at scale but don't validate point-in-time correctness. Timefence fills the gap: a lightweight, dedicated tool for catching when feature_time > label_time.

@gauthierpiarrette gauthierpiarrette changed the title Add timefence to Data Validation Add timefence Feb 12, 2026
@JinyangWang27
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@gauthierpiarrette Thank you for your submission. Unfortunately, this PR doesn't meet our acceptance criteria:

Repository age: The repository was created a week ago. We require a minimum of 3 months (or 6 months for Hidden Gem submissions) to ensure project stability.
GitHub stars: 2 stars (minimum 100 required, or strong justification for Hidden Gem).

Please see our CONTRIBUTING.md for full requirements. You're welcome to resubmit once the project has matured and gained community traction.

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2 participants