Dune

Skip the spreadsheet juggling and start with a clean, query-ready workspace. In Dune, you begin by picking the networks you care about and searching a catalog of indexed on-chain tables. Open the SQL editor, explore table schemas, and preview rows to validate what you’re pulling. Add filters, joins, and parameters to shape your query, then run it against multiple chains in one place. When the results look right, save the query, turn key fields into parameters for reuse, and convert outputs into charts you can drop onto a dashboard.

For token tracking, create a dashboard that combines transfers, holder counts, and trading activity across chains. One query can aggregate daily volumes; another can group holders by balance tiers; a third can summarize DEX swaps for price and liquidity context. Use parameters for token address, time window, and base chain so teammates can reuse the same templates without editing SQL. Arrange visuals—line charts for trends, bar charts for distribution, and tables for top counterparties—then refresh to pull the latest blocks before a weekly report or investor update.

If you’re investigating wallets or protocols, set up queries that map behaviors over time. Start with wallet cohorts (first interaction date) and measure retention by week. Track protocol usage by counting distinct callers, method-level activity, or fee-related events. Add cross-chain views to see how users migrate from L1 to L2 or through bridges. Create comparison panels that stack metrics (users, transactions, gas spent) side by side for competing apps. Publish the dashboard with a public link for your community or keep it private for your team. Encourage collaborators to fork your work, tweak parameters, and contribute improvements without overwriting the original.

For content and automation, export data via CSV for quick slides or connect through the API to feed notebooks, BI tools, or internal apps. Use saved queries as building blocks for recurring briefs: market overviews, token launch retros, growth experiments, or governance recaps. Embed live charts in blog posts or documentation so numbers update without manual screenshots. When you spot an outlier, jump back into the editor, drill into transactions, and annotate findings directly on the dashboard. Over time, you’ll build a reusable library of vetted queries and visualizations that speeds up analysis, keeps teams aligned, and turns raw blockchain activity into decisions you can act on.