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Bitmapist: We built an open-source cohorts analytics tool that saved millions

9 months ago
  • #open-source
  • #data-driven
  • #analytics
  • Doist built Bitmapist, an open-source cohort analytics library, to address specific user behavior questions without relying on expensive commercial platforms.
  • Bitmapist uses Redis bitmaps for efficient storage and real-time analytics, handling millions of interactions with minimal memory usage.
  • The tool has transformed decision-making at Doist by enabling smarter feature launches, effective A/B testing, and rapid, data-driven choices.
  • Bitmapist's memory-efficient standalone server reduced memory usage from 130GB to 300MB, saving significant infrastructure costs.
  • The built-in cohort visualization provides real-time insights, helping teams track retention, adoption, and campaign impacts instantly.
  • Bitmapist is available as an open-source tool, easy to integrate via pip, with full documentation on GitHub.