Building a Self-Serve Analytics Culture with Metabase: A Case Study for Startups Without a Data Team

The client had no Metabase instance before this engagement. We set it up from scratch, connecting it directly to the dbt models already in place so every dashboard and report was built on clean, documented, reliable data.

From the start, the setup was designed to be manageable without a dedicated data team. The client runs on Metabase's most basic plan, and departments share user accounts in a way that follows data governance best practices, keeping costs low without compromising access or accountability.

Once the tool was live, the real work began: getting 11 non-technical people across marketing, sales, operations, and C-level to actually use it. We ran three hands-on workshop sessions using the client's own data, not generic demos.

Each session followed the same structure. The first half covered the concepts: how Metabase works, what each feature does, how to think about data in a self-serve context. The second half was where it got practical. We took the team's real questions and built the answers together, live, inside their own data. Real dashboards, real filters, real outputs that matched how each department actually works. By the end of each session the team walked away with things they could use the next day, not just the knowledge of how to build them eventually.

Alongside the sessions, we built a full set of how-to documentation covering everything the team needed to operate independently: how to name reports, how to organise dashboards, how to share data across teams, and how to keep things consistent as the tool grew. These docs live in Notion, where the client already runs most of their internal knowledge base, and in Git READMEs tied to the data models themselves.

By the end, the CEO had shifted from querying PostgreSQL with AI to pulling up reports directly in Metabase. Every department lead had built their own dashboards. The team had the documentation to keep it running without outside help.