Insights from pricing
DeFi's hardest assets.
Articles, primers plus field notes on DEX-native price data: LST pricing, stablecoin market rates, oracle data sourcing, enterprise data infrastructure. Written by operators, not by content agencies.
CEX vs DEX Pricing: Where Each Method Breaks
An exchange price is a trade on one venue's book; a DEX price is a pool read at a block. See where each breaks and why teams can read both.
How Crypto Market Data Licensing Works
A market data license prices what you do with the numbers: display, non-display or derived use plus redistribution. How the terms work and what to ask a vendor.
Where DeFi's Harder Assets Trade: Q3 2026 DEX Liquidity Report
How much liquidity sits within 1% of the price for each DeFi asset class, how fast it turns over and which books lean to one side, in dated tables.
DEX-Native Price Feeds, Explained
How an on-chain price is calculated from DEX pool state at a pinned block. Why a weighted set of pools is harder to move than any single pool.
Euro Stablecoins On-Chain: EURC, EURA and MiCA
What a euro stablecoin is, how MiCA classes EURC as an e-money token, what EURA is after its rename from agEUR and why a euro token's dollar price moves.
How Liquid Staking Tokens Are Priced
A liquid staking token has two prices: the protocol's exchange rate and the pool's market rate. How each is set, why they differ and which to read.
How to Evaluate a Crypto Data Provider
A vendor-neutral checklist for choosing a crypto market data provider: five questions on markets, timing, verification, operations and proof of process.
Liquid Restaking Tokens: What Changes When Staked ETH Is Restaked
A liquid restaking token adds a second layer of risk and a second exit queue to staked ETH. How slashing, EigenLayer's escrow and weETH, ezETH and rsETH differ.
Price Impact and Slippage: What a Quoted Price Leaves Out
Price impact comes from the pool's curve and is known before a trade; slippage is the move after the quote. A worked example and what ±1% depth adds.
Price Oracle Manipulation: How It Happens and What Resists It
Price oracle manipulation means moving a price a contract trusts, then acting on it. Three dated cases and the defences that raise the cost of the attack.
Solana Liquid Staking Tokens: JitoSOL, mSOL, jupSOL and INF
How JitoSOL, mSOL, jupSOL and INF accrue value on Solana: a rate refreshed each epoch, three different programs and why INF's SOL ratio means something else.
Stablecoin Depeg Early Warning: Reading Stress in On-Chain Pools
Depeg stress shows in pool balances as well as in price. Dated, measured cases from May 2022, March 2023 and October 2025 show where the signal works and fails.
stETH vs wstETH: One Stake, Two Prices
stETH and wstETH are one Lido stake tracked two ways: a balance that grows or a rate that rises. How rebasing and wrapping work and where unit mix-ups bite.
Tokenized Stocks Need Price Feeds Too
A tokenized stock has two prices: the share's quote while its market is open and the on-chain price all week. See how weekends and dividends reach a feed.
Tokenized Treasuries: NAV, Market Price and the Gap Between Them
A tokenized treasury has a NAV struck by its fund and a market price set by trading. How the two differ, why a gap opens and who can close it.
TWAP, VWAP and Liquidity-Weighted Prices
TWAP, VWAP and liquidity weighting answer three different questions about a price. How each is calculated, where each breaks and which suits a reference price.
Types of Stablecoins and What Moves Each One's Price
Fiat-backed, crypto-backed, synthetic, yield-bearing and algorithmic stablecoins compared by the pressure point that shows up in each one's price.
Why ISO 27001 Matters for Web3 Data
What an ISO/IEC 27001 certificate tells a buyer of web3 data and what it leaves out, with six questions to ask a vendor about scope, issuer and audits.
Wrapped Bitcoin Compared: WBTC, cbBTC, tBTC and LBTC
What wrapped bitcoin is and how WBTC, cbBTC, tBTC and LBTC differ: who holds the BTC, who can mint and redeem and what each token's parity rests on.
Yield-Bearing Stablecoins: Why Their Price Is Meant to Rise
A yield-bearing stablecoin is priced off a vault exchange rate, not one dollar. How sDAI, sUSDS, sUSDe, syrupUSDC and sfrxUSD accrue, plus what a gap means.
Introducing ML Data
ML Data is live: DEX-native price data for 500+ pairs across 130+ assets, read from on-chain pools, with the composition behind every number in the open.
Why We Built a DEX-Native Price Feed
The team at Matrixed.Link, our affiliate, has run oracle infrastructure since 2021. What that engine room taught us about price data shaped ML Data.
Inside a Feed Page: How to Read Our Numbers
A guided tour of an ML Data feed page: the live banner, the pool composition, depth, the age of every reading, plus the boards that read the same data sideways.
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Our team writes from operational experience, not from research. If there is a topic missing from the blog that matters for your project, tell us. We publish based on what institutional clients actually need to understand.
