Vincent's Data Lens
Vincent CharlesWeb3 analytics tells stories most miss. Building on-chain growth with data, not hype. Signal > noise
| Platform |  | Pricing | Only free issues | Publishes | Weekly |
|---|---|---|---|---|---|
| Issues | 27 | Founded | a year ago | Last Issue | a month ago |
| Active | |||||
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vincentdatalens.substack.comLatest Issues
Invariants: Making an Onchain Pipeline Prove Itself
Four accounting identities, 572,192 events, and one comparison that structurally cannot work.
The most common validation I see works like this. You build the pipeline, pull up DefiLlama or the protocol’s own dashboard, squint at the two nu...
Sui Data 101: Bluefin’s perps
Part 3 of Sui Data 101. Part 1 rebuilt Navi’s lending markets. Part 2 kept Suilend’s liquidation receipts. This one leaves lending for the derivatives floor.
Perps venues publish their own numbers. Open interest, funding, liquidatio...
Sui Data 101: Lending Risk - Part 2
A lending protocol’s risk dashboard usually answers one question: what happens to the book if the market moves from here. Suilend answers it well. Its risk site at risk.suilend.fi prices every open obligation’s health in real time, lets you...
Sui Data 101: Reading the Bytes
A weekend rebuilding Navi’s lending markets from scratch, and what it taught me about where Sui’s data actually lives.
On most chains, building a lending dashboard is close to a solved problem. On Ethereum the events are already parsed for...
I Built the First Crypto Data Job Aggregator
A few months ago, I was between roles and doing what every data professional does: scrolling through job boards.
I tried every major Web3 job board out there. Not a single one had a proper “data analyst” category. What they had was a gener...
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Web3 growth & on-chain data strategy. Weekly insights for founders, analysts & VCs. ex-Binance & Morpho Labs → building unchaindata.xyz
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