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

https://www.doist.dev/bitmapist/
51•amix•19h ago

Comments

avervaet•18h ago
Really cool article, we might give it a try at our company. Any recommendations regarding common pitfalls when working with Bitmapist?
amix•15h ago
Thank you! Starting with the Redis server is a solid choice. However, if you're aiming to support a large user base or handle many events (like billions), I highly recommend considering the setup of bitmapist-server, our Go server. You can find it here: https://github.com/Doist/bitmapist-server — it will do a 400x+ reduction in memory used.
cpard•15h ago
User behavior analytics have created some interesting specialized data systems.

It's interesting that the authors chose to use Redis but how does it scale with a lot of events?

A few other interesting projects from the past that either have to do with user behavior analytics or using bitmaps.

TrailDB: https://github.com/traildb/traildb old but still a fascinating project in my opinion. Not related to bitmaps but they've done some very clever things on the storage level to compress and query the events in a way that fits well this particular workload.

FeatureBase: https://github.com/FeatureBaseDB/featurebase this one was built on top of bitmaps but they didn't market it as a solution specifically for behavioral analytics, although I'm sure it was used for that.

Of course there are the Mixpanels and Amplitudes of the work too that they had to build specialized storage and query engines for this particular workload.

Regardless of how fascinating I find these systems though as specialized compute engines for a specific workload, it seems that the use case itself is not lucrative enough to sustain companies built around them. I'm not sure why is that but it's interesting to see companies building infrastructure for this particular case on top of Spark for example which ends up being so painful in the mid-long run.

(edit: apparently they answered my question already while I was writing this!)

AI-Designed Enzymes Break Down Plastic in Hours

https://earth.org/plastic-eating-enzyme/
1•karlperera•1m ago•1 comments

Sharding Postgres at Network Speed

https://pgdog.dev/blog/sharding-postgres-at-network-speed
1•GarethX•5m ago•0 comments

KIRA project launches Germany's first autonomous public transport shuttles

https://urban-mobility-observatory.transport.ec.europa.eu/news-events/news/kira-project-launches-germanys-first-autonomous-public-transport-shuttles-2025-06-13_en
1•taubek•7m ago•0 comments

Claude Code: My Most Trusted Coworker and My Worst Enemy

https://lopezb.com/articles/claude-code-my-most-trusted-coworker-and-my-worst-enemy
1•GarethX•8m ago•0 comments

Lethal Cambodia-Thailand border clash linked to cyber-scam slave camps

https://www.theregister.com/2025/07/31/thai_cambodia_war_cyberscam_links/
1•romaniitedomum•13m ago•0 comments

Ask HN: How do you measure "AI slop"?

2•crakhamster01•13m ago•0 comments

Agntcy: Building Infrastructure for the Internet of Agents

https://agntcy.org
1•thebeardisred•16m ago•0 comments

Gödel: The Limits of Logic and the Foundations of Modern Mathematics

https://quantumzeitgeist.com/godels-incompleteness-theorems/
1•bryanrasmussen•20m ago•1 comments

Categorising My Daily Todo List with Deepseek-R1

https://www.bentasker.co.uk/posts/blog/software-development/ai-todo-list-categorisation.html
2•furkansahin•22m ago•0 comments

Dine and dash mental health toll on restaurant staff

https://www.bbc.co.uk/news/articles/cjd24ky4818o
1•mellosouls•23m ago•0 comments

LangExtract: A Gemini powered information extraction library

https://developers.googleblog.com/en/introducing-langextract-a-gemini-powered-information-extraction-library/
2•thebeardisred•23m ago•0 comments

C++: "model of the hardware" vs. "model of the compiler" (2018)

http://ithare.com/c-model-of-the-hardware-vs-model-of-the-compiler/
1•oumua_don17•25m ago•0 comments

If the Coronation of Charles II Had Event Marketing

https://www.youtube.com/watch?v=MtJvrjiSmds
1•zb9461•26m ago•0 comments

Dificulties with development of anonymous location bsed chat App

http://158.101.167.252/dificulties-with-development-of-anonymous-location-bsed-chat-app/
1•aizej•30m ago•1 comments

I Built a Modern CSS Formatter to Replace CSSComb

https://n8d.at/old-fashioned-css-formatter-a-modern-successor-to-csscomb/
2•Birkoff•30m ago•1 comments

Leaving LinkedIn

https://www.onepict.com/20250730-linkedin.html
1•ColinWright•33m ago•0 comments

Printer Tracking Dots

https://en.wikipedia.org/wiki/Printer_tracking_dots
4•Michelangelo11•33m ago•0 comments

Requests for Startups F25

https://www.ycombinator.com/rfs
2•doppp•40m ago•0 comments

Web Scraping Challenges: 12 Barriers and How to Beat Them

https://whoerip.com/blog/web-scraping-challenges/
1•whoerip•40m ago•0 comments

Our Small Agency Generated 11 Tons of CO2 Using AI–Here's Our Next Step

https://www.davidlambauer.de/how-discovering-our-ais-co2-impact-changed-my-perspective/
1•herrmaier•41m ago•0 comments

Invincible Title Card Generator

https://www.invincibletitlecardgenerator.com/
1•cnych•42m ago•0 comments

MyUniverse

https://myuniverse-zche.onrender.com/
1•immercato•44m ago•0 comments

Woman Who Died of Heart Disease in ICE Custody Wasn't Allowed to See Doctor

https://reason.com/2025/07/30/woman-who-died-of-heart-disease-in-ice-custody-reportedly-told-son-she-wasnt-allowed-to-see-doctor-for-chest-pains/
4•perihelions•44m ago•0 comments

Zigzag Number Spiral

https://susam.net/zigzag-number-spiral.html
1•susam•49m ago•0 comments

Trump Administration Pushes for Clear Crypto Rules in New Report

1•AbdulHype•52m ago•0 comments

Labubu

https://en.wikipedia.org/wiki/Labubu
2•downboots•52m ago•0 comments

Gerald Jay Sussman on Flexible Systems (2021) [video]

https://www.youtube.com/watch?v=JbyAcZf6tds
1•tosh•53m ago•0 comments

Show HN: VibeTree – Parallel Claude coding with Git worktrees

https://github.com/sahithvibudhi/vibe-tree
2•vibudhi•56m ago•0 comments

A5 Geospatial Index

https://github.com/felixpalmer/a5-py
2•pheelicks•56m ago•1 comments

Mounting the Atmosphere

https://oppi.li/posts/mounting_the_atmosphere/
2•Bogdanp•57m ago•0 comments