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Roadmap

Short Term

  • [x] Plotly timeline chart interactive quality visualization
  • [x] YAML configuration rule definitions without Python
  • [x] HTML report self-contained export with embedded Plotly
  • [x] Timestamp health gap/duplicate/drift/DST detection
  • [x] Documentation site MkDocs Material with SEO

Medium Term

  • [ ] Statistical rules — mean shift detection, trend analysis, seasonality decomposition
  • [ ] Custom rule templates — pre-built rules for common patterns
  • [ ] Batch processing API — efficient processing of large tag inventories
  • [ ] Parquet/Feather support — native import for columnar formats
  • [ ] CLI tool — tsqc check data.csv -o report.html one-liner

Long Term

  • [ ] Spark/Dask backend — distributed processing for very large datasets
  • [ ] ML-based anomaly detection — unsupervised learning for pattern-based anomalies
  • [ ] Real-time streaming — integration with Kafka, Pulsar for live quality checks
  • [ ] REST API server — standalone quality check service
  • [ ] Plugin system — third-party rule and visualization plugins

Community

We welcome contributions! See Contributing for how to help.

Next Steps