Field Notes

Lessons from real projects

Patterns, tradeoffs, and hard-won insights from building data systems across crypto, adtech, and retail media.

Blockchain data has its own rules. Generic warehouse patterns don't survive first contact.

High volume doesn't mean high visibility. Most of that data disappears before anyone looks at it.

The bottleneck isn't the analysis. It's every manual step before it.