mrjob VS Apache Spark

Compare mrjob vs Apache Spark and see what are their differences.

mrjob

Run MapReduce jobs on Hadoop or Amazon Web Services (by Yelp)

Apache Spark

Apache Spark - A unified analytics engine for large-scale data processing (by apache)
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mrjob Apache Spark
1 101
2,609 38,320
0.0% 1.1%
0.0 10.0
about 1 year ago 7 days ago
Python Scala
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

mrjob

Posts with mentions or reviews of mrjob. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-12-24.

Apache Spark

Posts with mentions or reviews of Apache Spark. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-11.

What are some alternatives?

When comparing mrjob and Apache Spark you can also consider the following projects:

luigi - Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

Trino - Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)

dumbo - Python module that allows one to easily write and run Hadoop programs.

Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration

dpark - Python clone of Spark, a MapReduce alike framework in Python

Airflow - Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

streamparse - Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.

Scalding - A Scala API for Cascading

py-spy - Sampling profiler for Python programs

murmurhash - 💥 Cython bindings for MurmurHash2

Apache Arrow - Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing