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shmetl's Introduction

Shmetl

Versioned ETL pipelines - a platform to author, schedule and monitor data processing workflows.

This project is in a very early development stage!

Shmetl is a long running service, that keeps track of all your code and data history. It handles dependency resolution, workflow management, failures, etc.

Planned features

  • Function versions and tags
  • Data tags
  • Call on aggregates (e.g. call f for each group of items with the same attribute value)
  • Real-time and batch processing
  • Preview results of pipeline execution (e.g. what will be f(g(x)) for my x)
  • Current state is always accessible as an SQL table
  • Web UI for visualizing computational graph and exectution statistics
  • Integration with Kubernetes
  • Pruning old data

Shmetl is written in Python and relies on external relational DB to store its data. By default it's a built-in sqlite3, but you can use any DB of your choice.

TODO: Comparison to related projects

  • Shmetl vs Airflow
  • Shemtl vs Apache ETL
  • Shmetl vs Luigi
  • Shmetl vs Bonobo

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