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ETLantic

One typed pipeline model. Many execution backends.
Typed contracts. Deterministic plans. Pluggable execution.

CI status PyPI version Supported Python versions Project status: beta MIT license

Quickstart · Documentation · Is ETLantic for me? · Python API · CLI


ETLantic gives Python data pipelines one portable, typed logical model. It coordinates contracts, transformations, and topology while plugins handle execution. It validates wiring, capabilities, configuration, and plugin trust before producing a deterministic plan.

ETLantic complements dataframe engines and orchestrators; it does not replace them.

Quickstart

ETLantic requires Python 3.11 or newer. In an activated virtual environment:

python -m pip install 'etlantic==0.43.0'
python -m etlantic --version
mkdir my-pipeline
cd my-pipeline
python -m etlantic init --with-toml
python -m etlantic validate pipeline.py:SamplePipeline --profile development
python -m etlantic run pipeline.py:SamplePipeline --profile development

The run should succeed and write Ada and Grace to data/out.json. See the full Quickstart for setup details and expected output.

What it provides

  • Typed Data, Transformation, Extract, Load, and Pipeline building blocks.
  • Validation before execution or publication, with human, JSON, and SARIF diagnostics.
  • Deterministic plans that can be inspected, fingerprinted, diffed, run, or compiled.
  • Contract generation for ODCS, DTCS, and DPCS artifacts.
  • Pluggable execution across local Python, Polars, Pandas, SQL, and PySpark, plus orchestration integrations.

Application code should use the curated public facade:

import etlantic as etl

The public CLI includes init, doctor, validate, inspect, plan, run, compile, generate, diff, plugin, schema, reliability, viz, and report.

Execution options

Core has no dataframe, database, Spark, or orchestrator dependency. Install only the integrations a pipeline needs:

Capability 0.43
Local Python + JSON/CSV etlantic
Polars or Pandas etlantic[polars] or etlantic[pandas]
SQL or PySpark etlantic[sql] or etlantic[pyspark]
Airflow or Prefect etlantic[airflow] or etlantic[prefect]

Each transformation must support the selected backend. In controlled deployments, pin ETLantic and official plugins to the same release. See engine selection and compatibility.

Security and production posture

ETLantic is currently Beta. It is suitable for documented, controlled, single-tenant pilots—not unrestricted enterprise production.

It does not include a managed runtime or multi-tenant control plane; that work is tracked in the control-plane program.

Plans and reports contain secret references, never resolved secret values. Production profiles require an explicit non-empty plugin_allowlist; an allowlist controls selection but is not a sandbox. Schema history stores fingerprints and metadata, never source rows.

Review the production readiness and security model before a pilot.

Learn more

Contributing

See CONTRIBUTING.md for development setup and pull-request guidance. Use GitHub Issues for bugs and questions, and follow the private instructions in SECURITY.md to report vulnerabilities.

ETLantic is available under the MIT License.

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