Duckstring

There is no DAG.

Build data pipelines the way you build software: version each transform, declare its dependencies, and Duckstring resolves the execution DAG automatically.

Read the docs Try the playground

pip install duckstring

[pond]
name = "sales"
version = "1.2.0"

[sources]
transactions = "1.0.0"
products = "1.1.0"

A transform is a Pond: a versioned Python package that declares its parents. Deploys are independent, majors run side by side, and the pipeline is implicit in the package graph — nobody builds it, draws it, or governs it.

Docs →The model, a quickstart to a running four-Pond pipeline, and the full orchestration theory.Playground →Feel freshness-based execution in your browser — build a graph, send demand, nothing to install.GitHub →The source: the packaging standard, the CLI, and the reference Catchment runtime.

Looking for cloud hosting — a Catchment run for you? I'd like to hear from you: dev@duckstring.com