Methods and systems for providing mechanisms for generating live market data for decentralized exchanges (DEXs) from transaction data extracted from a blockchain are provided. In embodiments, blockchain data associated with at least one token is obtained from a blockchain. The blockchain data corresponds to at least one executed function of a DEX protocol associated with the at least one token. Transaction data associated with the at least one executed function using at least one model generated based on an implementation of the DEX protocol is extracted from the blockchain data corresponding to the at least one executed function. The extracted transaction data is structured into a standardized format for market data corresponding to the at least one executed function associated with the at least one token, and the market data for the at least one token is outputted via one or more off-chain distribution channels.