Top Python Libraries

Top Python Libraries

Luigi - Batch Task Pipeline Management Tool

Luigi by Spotify: Python tool for Hadoop/Spark task pipelines. Auto dependency resolution, visualization & retries. Simplify batch workflows now!

Meng Li's avatar
Meng Li
Jul 18, 2025
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Luigi - Batch Data Processing in Python (PyData SV 2013) | PDF

Have you ever experienced the frustration of manually managing dependencies when running Hadoop tasks, feeling so overwhelmed you wanted to bang your head against the wall? Don't worry, let me introduce you to an amazing tool - Luigi by Spotify.

It helps you elegantly manage batch task pipelines, providing end-to-end services from dependency analysis to visualization, so you never have to worry about task conflicts or mid-process crashes again.

What is Luigi

Visualiser page

Simply put, Luigi is a Python package (supporting versions 3.8-3.12) specifically designed to build and manage "a bunch of tasks that need to run in sequence." Each task can be:

  • A Hive query

  • A collection of Spark or Hadoop jobs

  • A Python processing script

  • Even data import/export operations

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