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Luigi Alternatives

Luigi Alternatives

Luigi

The purpose of Luigi is to address all the plumbing typically associated with long-running batch processes. You want to chain many tasks, automate them, and failures will happen. These tasks can be anything, but are typically long running things like Hadoop jobs, dumping data to/from databases, running machine learning algorithms, or anything else.

There are other software packages that focus on lower level aspects of data processing, like Hive, Pig, or Cascading. Luigi is not a framework to replace these. Instead it helps you stitch many tasks together, where each task can be a Hive query, a Hadoop job in Java, a Spark job in Scala or Python a Python snippet, dumping a table from a database, or anything else. It's easy to build up long-running pipelines that comprise thousands of tasks and take days or weeks to complete. Luigi takes care of a lot of the workflow management so that you can focus on the tasks themselves and their dependencies.

You can build pretty much any task you want, but Luigi also comes with a toolbox of several common task templates that you use. It includes support for running Python mapreduce jobs in Hadoop, as well as Hive, and Pig, jobs. It also comes with file system abstractions for HDFS, and local files that ensures all file system operations are atomic. This is important because it means your data pipeline will not crash in a state containing partial data.

Best Luigi Alternatives for Software As A Service Saas

If you want similar software to Luigi, we have a list for that. Are there Luigi alternatives out there? Let's find out.

Zenaton

Zenaton

FreemiumClever CloudSoftware as a Service (SaaS)Heroku

A Workflow Builder for Developers. Build event-driven processes in days instead of months .

Features:

  • Workflow
  • Container Orchestration
  • Error Handling
  • Real-time monitoring
  • Workflow Triggers
  • API Integration
  • Php
  • Python
  • Ruby
  • Scheduling
  • Task Automation
  • Task Scheduling
  • Workflow Automation
Shipyard App

Shipyard App

FreemiumWebSoftware as a Service (SaaS)

Workflow Automation Platform for Data Teams. Build, Monitor, and Share Data Solutions 10x faster without DevOps.

Features:

  • Business Intelligence
  • Data analytics
  • Data-management
  • Data science
  • Developer Tools
  • Workflow
  • Workflow Automation
  • Workflow Management

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