1. Problem

Dune was the fastest route to on-chain visibility, but the business questions quickly outgrew a single-source dashboarding tool. Investor funnels, SaaS metrics, and infrastructure telemetry did not live in the same place as token transfers.

2. Approach

The work started as a feasibility sprint. Use Dune for rapid proof of concept, learn what it does well, then decide where custom ingestion and storage become necessary.

  • Prototype on-chain views fast with Dune.
  • Identify the reporting gaps that require off-chain data.
  • Move to a mixed pipeline only when the questions justify it.

3. Evidence

Dune versus custom pipeline
Dune accelerated the first answers. The custom pipeline won when the reporting surface needed on-chain and off-chain facts together.
Token-unlock curve from custom pipeline
Once the custom stack existed, token views could be combined with vesting and other off-chain context instead of living in separate dashboards.

4. Outcome

The key lesson was architectural, not tool-specific: start with the fastest path to insight, but be explicit about the point where a dashboarding prototype stops answering the real business questions.

5. Tech stack

  • Dune for rapid on-chain exploration
  • Custom ingestion for mixed on-chain and off-chain tables
  • Warehouse and BI layers for the final reporting surface

6. Useful links

7. Related reading

8. Call to action

If you are stuck between a fast dashboard prototype and a real production data pipeline, I can help define the right crossover point.