📊 Data Economy

77 articles in this category

All 150📊 Data Economy 77💡 Insights 28📌 Tutorials 14📌 Depin 10🤖 AI & Machine Learning 9📌 Comparisons 4📌 Announcements 4📌 Research 2📌 Company News 1💎 Fintech & Finance 1
Data Economy Articles

io.net GPU Data: Worker Counts, Device Breakdown, and Utilization

io.net is the fastest-moving GPU network in DePIN — and the easiest to misread. Here is how to query worker counts, device breakdowns, and the registered-vs-active utilization gap that most dashboards hide.

Livepeer Network Data: Transcoders, Orchestrators, and Fees

Livepeer is the video-transcoding DePIN. Its data picture is transcoders, orchestrators, and delegators around a staking layer. Here is how to query them through canonical, verifiable concepts.

Merkle Root Data Integrity: Bitcoin-Anchored DePIN Telemetry

How a Merkle root guarantees batch integrity for DePIN telemetry: hash the batch, root it, anchor it to Bitcoin. Here is the mechanism, and why it means you never have to trust the provider.

The Complete DePIN Networks List: 800 Projects Catalogued

The most complete DePIN networks list available: 800 projects catalogued, 327 with live data. Here is what the list contains, what the coverage tiers mean, and how to query it.

DePIN RPC Endpoints: How We Read 9 Blockchains Directly

The backbone of DePIN on-chain data is direct RPC access. Here is how we read 9 blockchains from first-party RPC endpoints — Ethereum, BSC, Solana, Bittensor, and more — with no third-party indexer in the path.

DePIN Data Provenance: Why Every Number Needs a Receipt

A number with no source is an opinion. DePIN data provenance is the practice of giving every value a receipt — a source, an as-of timestamp, a verify_url, and a freshness verdict. Here is why it matters and how it works.

DePIN TVL Data: Total Value Locked Across Infrastructure Networks

DePIN TVL measures value locked into networks — staked tokens, secured collateral, and reserves. Here is how we track TVL across infrastructure networks and why it reads differently than DeFi TVL.

Storj Network Stats: Storage Nodes, Satellites, and Capacity

Storj is a storage DePIN with a satellite architecture that makes its data picture subtle. Here is how to query storage nodes, satellites, and real capacity — and why the two-denominator problem matters.

Storj Has 123,580 Nodes. Or 32,796. It Depends Entirely on Your Denominator.

One public URL, one second, four defensible node counts. Storj's us1 satellite reports 123,580 total nodes but only 32,796 active — a 3.8x gap that is entirely dead history. Which number is 'the node count' depends on which denominator you accept, and a third trap (summing satellites) overstates the fleet ~4x. Every number here is re-checkable from the same public endpoint.