Open-source SQL ETLT platform

Build and control data pipelines without losing visibility

Belt helps data teams and business users design ELTL flows, run process chains, monitor every data batch.

Belt is an ETLT tool evolving toward ETLT++.

Production-ready core available for pilot deployments. PostgreSQL, ClickHouse and Python are supported. Additional connectors are planned for future releases.

Source Databases, API, Python and so on
SQL ETLT Design flows, transform data with SQL
Target Full control: Request and batch tracking, reloads, errors, lineage and load history

The gap

Data loading is easy
Full control is not

Many teams can create pipelines, but later struggle to answer simple operational questions: which request loaded these rows, which batch failed, what can be safely deleted, and how to reload only the broken part. Belt is focused on this operational layer.

Visual ELT flows

Create integration and transformation flows visually, while keeping SQL clear and readable.

SQL transformations

Write business SQL. Belt adds technical metadata automatically during loading.

Chains

Run flows as controlled process chains with monitoring, statuses and recovery.

Monitoring

Inspect chain runs and data batch status. Delete or reload selected data batches when needed.

Lineage view

See how sources, transformations and targets are connected.

Auto-documentation

Automatic project documentation generation after implementation

Who needs it

For small and medium data teams that need control, not platform bureaucracy

Pilot program

Try Belt on real pipelines

We are looking for 2–3 companies to run Belt on real ELT processes. Pilot teams get free deployment, setup assistance and direct support in exchange for feedback and a short case study if the pilot is successful.

Apply for free pilot