The compaction pipeline at Mixpanel ran into memory estimation issues causing OOMKills. By implementing AI-assisted analysis, they were able to reduce median estimation error by 99%, leading to a significant improvement in memory estimation accuracy. Through thorough analysis and exploration of alternative approaches, they were able to find a simple solution that outperformed more complex alternatives.










