Data Pipelines

Luigi

Build complex pipelines of batch jobs with ease.

Status
Generally available
Last checked
Checked · Oct 12, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization, handling failures, and more.

Luigi stands out as a powerful, Python-centric tool for building and managing complex batch job pipelines with robust dependency resolution and integration capabilities.

When it fits — and when it doesn’t

A good fit for

  • Teams needing to manage large, complex data pipelines with Python

  • Projects requiring integration with Hadoop or Spark for big data processing

Look elsewhere if

  • Real-time streaming applications (batch-only architecture)

  • Projects that require a web-based UI for workflow management

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited out-of-the-box integrations with other tools and platforms

    Requires custom development for integration with non-supported systems

  2. 02

    Performance issues with large-scale pipelines

    Scalability tests show significant slowdowns as the number of tasks increases

What it does well

  • Dependency resolution and workflow management

  • Visualization of pipelines

  • Handling failures and retries

  • Integration with Hadoop, Spark, and more

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Luigi

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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