Live sandbox

Run it on a real stack

Vibedata is your data engineering agent. This is a hosted environment seeded on DuckDB — no install, no tenant setup. Author a pipeline, watch it fail a gate, ship it when it passes.

You get your own demo domain and your own GitHub repository, with three worked examples already sitting in them.

GET STARTED

Vibedata Studio mid-build: an Intent's design phase, showing skill invocations, source profiling, and a human approval gate

What you can do in it

Three things, on a seeded stack

Author. Hand the Build agent an intent and watch it generate a dlt pipeline and a dbt model — ingestion and transformation together.

Break it. Push a change that should not ship, and watch the gate stop it. The verification is structural: it runs against real data.

Operate. Open an issue from a detected problem and take it through the Fix agent's explain, investigate, remediate loop.

What it is

You get your own demo domain, seeded on DuckDB and running on shared capacity. The estate is brownfield and everything in it is synthetic, so keep production and sensitive data out of it. To evaluate against your own stack, come to a workshop or talk to us.

Before you sign in

You need a GitHub account with a verified email address.

Vibedata signs you in through GitHub and commits its work to a repository of your own. Sign-in fails if your account's primary email address is not verified.

Check your email settings on GitHub →

I have a GitHub account with a verified email address.

Using the Sandbox means accepting the Sandbox Terms.

By signing in, you agree to the Sandbox Terms (version 1 August 2026). The Sandbox runs on synthetic data — keep production and personal data out of it.

Read the Sandbox Terms →

I have read and agree to the Sandbox Terms.

Continue to sign in with GitHub

What happens next. You'll land on Studio and sign in with GitHub. Signing in is all it takes. Studio then walks you through two steps: giving Vibedata permission to commit to a repository, which is a separate grant from the sign-in you have just done, and provisioning your demo domain.

Connect with us on Slack

While you wait

Talk to the people who built it

The monthly community call is open, and the L1 workshop covers the harness end to end. If you run Microsoft Fabric, the L2 workshop goes deeper.