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Developer ToolsAlternative to AWS Step FunctionsAlternative to DagsterAlternative to Apache Airflow

Luigi

Python module that helps you build complex pipelines of batch jobs with dependency resolution.

View on GitHub
LicenseApache-2.0
GitHub stars17.5k
Last commit1 weeks ago
Tags5 topics
Batch Pipeline OrchestratorDependency ResolverDevopsPython Dag ExecutorSpotify Luigi
Overview

Why consider Luigi?

Luigi is an open-source workflow orchestration engine for Python developed by Spotify. Luigi handles dependency graph resolution, workflow execution, Hadoop/Spark cluster integrations, failure alarms, and visual pipeline monitoring in a web UI dashboard.

Guided learning

Learn Luigi by building

Practical setup notes, real use cases, and copy-ready examples in one focused guide.

1 min read 2 sections
In this guide2 sections

Overview of Luigi

Luigi chains multi-stage batch processing tasks with automatic dependency resolution.

Quickstart

bash
1pip install luigi
2luigid --background
3python my_task.py MyTask --local-scheduler

Luigi is licensed under the Apache License Version 2.0.

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Luigi FAQs

Luigi is listed as a Developer Tools tool on TiloBox. Review the overview, features, and official documentation on this page to decide whether it solves your specific workflow.

Start with the project's GitHub repository for supported installation and deployment instructions. Test the setup with representative data or a small project before rolling it out more widely.

Luigi is listed under the Apache-2.0 license. Read the complete license text and the project's notices before using, modifying, or distributing the software.

Production readiness depends on your requirements. Review maintenance activity, security practices, documentation, backup and upgrade procedures, and compatibility with your stack; then validate it in a non-production environment.

Luigi is listed as an alternative to AWS Step Functions. Compare the core workflow, deployment model, integrations, and licensing against your must-have requirements before switching.