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GitHub - rocky-data/rocky: The trust system for your data. Rust-based control plane for warehouse pipelines — branches, replay, column-level lineage, compile-time safety, per-model cost attribution. Keep Databricks or Snowflake. Bring Rocky for the DAG.
hugocorreia9 · 2026-04-28 · via Hacker News: Show HN

Rocky

Engine CI Dagster CI VS Code CI License: Apache 2.0

The trust system for your data. A Rust-based control plane for warehouse pipelines: branches, replay, column-level lineage, compile-time safety, per-model cost attribution. Keep Databricks or Snowflake. Bring Rocky for the DAG.

Rocky quickstart — create a project, compile, and run 3 models in under 15s

Try it in 60 seconds

# macOS / Linux
curl -fsSL https://raw.githubusercontent.com/rocky-data/rocky/main/engine/install.sh | bash

# Windows (PowerShell)
irm https://raw.githubusercontent.com/rocky-data/rocky/main/engine/install.ps1 | iex
rocky playground my-first-project
cd my-first-project
rocky compile && rocky test && rocky run

No credentials needed — the playground runs end-to-end on local DuckDB.

See it in action

Each demo below is a self-contained POC in examples/playground/pocs/cd in, run ./run.sh, reproduce locally.

Detects schema drift the moment it happens

A source column type changes upstream. On the next run, Rocky diffs source vs. target, drops the target, and recreates it. No silent data corruption, no dbt-style quiet divergence.

rocky run detects source type change and recreates the target

POC — 02-performance/06-schema-drift-recover

Enforces data contracts at compile time

Missing required columns, protected columns being removed, or unsafe type changes surface as diagnostic codes (E010, E013) before a single row is written.

rocky compile flags E010 and E013 contract violations on broken_metrics

POC — 01-quality/01-data-contracts-strict

Named branches for risk-free experiments

Create a branch, run against it in an isolated schema, inspect, then drop or promote. Column-level lineage shows the downstream blast radius before you ship.

rocky branch create, run on branch, and trace column lineage downstream

POC — 00-foundations/06-branches-replay-lineage

Column-level lineage, not table-level

Trace a single column from a downstream fact back through its aggregations, all the way to the seed. Blast-radius analysis without reading every model.

rocky lineage --column traces fct_revenue.total back to seeds.orders.amount

POC — 06-developer-experience/01-lineage-column-level

AI model generation with a compile-validate loop

Describe what you want in plain English. Rocky generates a Rocky DSL model, compiles it, and retries on parse failure — the Attempts: 2 line shows the loop catching a first-pass error invisibly.

rocky ai generates a .rocky model from natural language intent, Attempts: 2

POC — 03-ai/01-model-generation

Subprojects

Path Artifact Language Description
engine/ rocky CLI binary Rust Core SQL transformation engine — 20-crate Cargo workspace
integrations/dagster/ dagster-rocky PyPI wheel Python Dagster resource and component wrapping the Rocky CLI
editors/vscode/ Rocky VSIX TypeScript VS Code extension — LSP client + commands for AI features
examples/playground/ (config only) TOML / SQL Self-contained DuckDB sample pipeline used for smoke tests and benchmarks

Each subproject has its own README with detailed usage. The engine/README.md is the canonical product reference for the Rocky CLI.

Building from source

git clone https://github.com/rocky-data/rocky.git
cd rocky
just build       # builds engine + dagster wheel + vscode extension
just test        # runs all test suites
just lint        # cargo clippy/fmt + ruff + eslint

just is optional — you can also build each subproject directly. See CONTRIBUTING.md for per-subproject build commands.

Releases

Each artifact is released independently using a tag-namespaced scheme:

  • engine-v* → Rocky CLI binary (cross-compiled, on GitHub Releases)
  • dagster-v*dagster-rocky wheel
  • vscode-v* → Rocky VSIX

See CONTRIBUTING.md for the full release flow.

Documentation

Full documentation: rocky-data.dev — concepts, guides, CLI reference, Dagster integration, adapter SDK.

Contributing

See CONTRIBUTING.md. Before opening a PR, please read the cross-project change guidance — schema and DSL changes must update consumers atomically.

Sponsoring

Rocky is free and open source. If it saves your team time, consider sponsoring the project so development can continue.

License

Apache 2.0