📊 Data Economy

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Data Economy Articles

The Data Engineer's Guide to ClickHouse Optimization

Our battle-tested ClickHouse optimization guide: partition keys, ORDER BY, materialized views, and the 3 settings that most people get wrong.

Provenance-First Data: Why Every DePIN Metric Should Carry a Verify URL

In DePIN architectures, data provenance is not a luxury; it is a prerequisite for consensus. This post details a provenance-first architecture where every metric carries a verify_url, anchored to Bitcoin via Merkle roots, enabling autonomous agents to programmatically validate data before execution.

DePIN compute supply, measured: Akash, io.net, Aethir, Nosana

A provenance-first snapshot of four decentralized compute networks — Akash, io.net, Aethir and Nosana — with the metric depth we track on each and live supply, market and revenue values, every figure carrying a source and a verify_url.