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Mixpanel Engineering

For over 15 years, Mixpanel engineering has led the product analytics industry, solving problems of immense scale and complexity. We're sharing our hard-won insights through this blog to help elevate the field together.

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How We Reduced Median Memory Estimation Error by 99%, With the Help of AI

When you’re running a system that processes hundreds of thousands of compaction jobs, even small inaccuracies in memory usage estimates compound into real operational pain.

Sharding for speed, merging for cost: Mixpanel's dynamic file strategy

Implementing Multi-Day File Storage

You shouldn’t roll your own billing system, but we did it anyway. Why?

Hint: you still need to draw the rest of the owl.

Building Heatmaps at Scale

From Session Replay to Interactive Visualizations

The Engineering Skill Points Game

a 1:1 Tool for Engineering Managers

Tracking Your AI Product - Best Practices

As AI continues to reshape software products, understanding how users interact with AI features has become more critical—and more complex—than ever.

We Migrated our Eng Blog to Substack

Why we left Medium

Older blog posts are on Medium

Blog posts from 2010-2025 are over on our old Medium blog