I tested a new Ethereum on-chain analytics tool with 100x faster SQL queries — here’s what I found

I recently reviewed a new on-chain analytics platform that stood out for one reason: it’s fast, and it’s built in a way that feels genuinely useful for both devs and analysts working on Ethereum.

Key things I liked:

• You can run real-time SQL queries across Ethereum, Arbitrum, Base, etc.
• Then instantly turn those queries into GraphQL APIs: useful for bots, dashboards, alerting systems, etc.
• The data model is clean: ERC20 transfers, swaps, calldata: all decoded and standardized
• Fast indexing, no setup, and it works across chains out of the box

I stress-tested it with a real case study:
Tracking liquidity health across multiple chains: looking at DEX volumes, inflows/outflows by token and protocol over time. It handled it well: fast and flexible especially for querying and serving multi-chain data without dealing with fragmented APIs or manual decoding.

Just to be clear, I’m not affiliated with the team. I tested the stack and figured it might be useful to others here building dashboards or running analytics on Ethereum.

Full article is in the comment. Curious what tools people here are using for analytics work.