Bitquery

Open your terminal or browser, choose a chain, and start pulling on-chain truth. With Bitquery, you don’t hunt for data—you define what you want, add precise filters, and ship results to your stack. Begin by selecting a network and dataset (transfers, swaps, logs, balances). Use the query builder to narrow by wallet, contract, time window, or method signature, then group by hour or day to create quick KPIs. Join the same asset across multiple networks to see where liquidity sits and how it moves. Save the query, schedule it to run hourly, and export clean JSON or CSV to your data warehouse or dashboard. If you’re tracking a new token, set up a view for top holders, first depositors, and contract interactions to catch distribution shifts early.

For trading research and market operations, pull pool-level activity to understand price moves, volume pockets, and liquidity depth. Fetch swaps with reserves and fees, compute slippage and TWAP, and compare routes across venues. Subscribe to pending transactions to spot large orders before they land, then send a webhook to Slack or Discord when thresholds are hit. Build a watchlist of addresses (funds, market makers, smart money) and stream their transfers to a notebook for quick attribution. Need faster iteration? Aggregate by minute, cache intermediate tables, and persist snapshots so you can backtest execution rules or quantify MEV exposure without rerunning heavy scans. more