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A curated list of awesome Apache Spark packages and resources.

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[ Daily / Weekly / Overview ]

Oct 24, 2024

Packages / Language Bindings

• spark-connect-csharp (⭐1) - C# bindings.

Packages / General Purpose Libraries

• spark-daria (⭐751) - A Scala library with essential Spark functions and extensions to make you more productive.

• quinn (⭐632) - A native PySpark implementation of spark-daria.

Packages / Storage

• Apache Hudi (⭐5.4k) - Upserts, Deletes And Incremental Processing on Big Data..

• Apache Iceberg (⭐6.4k) - Upserts, Deletes And Incremental Processing on Big Data..

Packages / Data quality

• python-deequ (⭐717) - Python API for Deequ.

Packages / Testing

• spark-fast-tests (⭐432) - A lightweight and fast testing framework.

• chispa (⭐606) - PySpark test helpers with beautiful error messages.

Oct 03, 2024

Packages / Language Bindings

• spark-connect-rs (⭐85) - Rust bindings.

• spark-connect-go (⭐155) - Golang bindings.

Apr 18, 2023

Packages / Middleware

• Apache Kyuubi (⭐2.1k) - A distributed multi-tenant JDBC server for large-scale data processing and analytics, built on top of Apache Spark.

Resources / Docker Images

• apache/spark - Apache Spark Official Docker images.

Feb 27, 2023

Packages / Language Bindings

• Kotlin for Apache Spark (⭐459) - Kotlin API bindings and extensions.

Dec 30, 2021

Packages / GIS

• Apache Sedona (⭐2k) - Cluster computing system for processing large-scale spatial data.

Dec 20, 2021

Packages / Machine Learning Extension

• MLflow - Machine learning orchestration platform.

Dec 12, 2021

Resources / Docker Images

• datamechanics/spark - An easy to setup Docker image for Apache Spark from Data Mechanics.

Dec 06, 2021

Packages / General Purpose Libraries

• Joblib Apache Spark Backend (⭐241) - joblib backend for running tasks on Spark clusters.

Packages / Storage

• lakeFS - Integration with the lakeFS atomic versioned storage layer.

Nov 29, 2021

Packages / Notebooks and IDEs

• Polynote - Polynote: an IDE-inspired polyglot notebook. It supports mixing multiple languages in one notebook, and sharing data between them seamlessly. It encourages reproducible notebooks with its immutable data model. Originating from Netflix.

Packages / Machine Learning Extension

• Microsoft ML for Apache Spark (⭐5.1k) - A distributed ml library with support for LightGBM, Vowpal Wabbit, OpenCV, Deep Learning, Cognitive Services, and Model Deployment.

Packages / Natural Language Processing

• spark-nlp (⭐3.9k) - Natural language processing library built on top of Apache Spark ML.

Resources / Papers

• Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark - Structured Streaming is a new high-level streaming API, it is a declarative API based on automatically incrementalizing a static relational query.

Aug 18, 2021

Packages / General Purpose Libraries

• Apache DataFu (⭐115) - A library of general purpose functions and UDF's.

Aug 15, 2021

Resources / Books

• Learning Spark, 2nd Edition - Introduction to Spark API with Spark 3.0 covered. Good source of knowledge about basic concepts.

Mar 17, 2021

Packages / Monitoring

• Data Mechanics Delight (⭐342) - Cross-platform monitoring tool (Spark UI / Spark History Server replacement).

Feb 19, 2021

Packages / General Purpose Libraries

• itachi (⭐56) - A library that brings useful functions from modern database management systems to Apache Spark.

Nov 02, 2020

Packages / Storage

• Delta Lake (⭐7.5k) - Storage layer with ACID transactions.

Oct 09, 2020

Packages / Interfaces

• Koalas (⭐3.3k) - Pandas DataFrame API on top of Apache Spark.

Oct 01, 2020

Packages / Language Bindings

• .NET for Apache Spark (⭐2k) - .NET bindings.

Sep 23, 2020

Packages / Utilities

• Optimus (⭐1.5k) - Data Cleansing and Exploration utilities with the goal of simplifying data cleaning.

Sep 22, 2020

Resources / Papers

• Large-Scale Intelligent Microservices - Microsoft paper that presents an Apache Spark-based micro-service orchestration framework that extends database operations to include web service primitives.

Jul 16, 2020

Packages / Middleware

• Livy (⭐883) - REST server with extensive language support (Python, R, Scala), ability to maintain interactive sessions and object sharing.

Dec 13, 2019

Packages / Data quality

• deequ (⭐3.3k) - Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Nov 28, 2019

Packages / Notebooks and IDEs

• almond - A scala kernel for Jupyter.

Jan 26, 2019

Packages / Web Archives

• Archives Unleashed Toolkit (⭐137) - Open-source toolkit for analyzing web archives.

Aug 14, 2018

Packages / Language Bindings

• sparklyr (⭐952) - An alternative R backend, using dplyr.

• sparkle (⭐447) - Haskell on Apache Spark.

Packages / Notebooks and IDEs

• Apache Zeppelin - Web-based notebook that enables interactive data analytics with plugable backends, integrated plotting, and extensive Spark support out-of-the-box.

• sparkmagic (⭐1.3k) - Jupyter magics and kernels for working with remote Spark clusters, for interactively working with remote Spark clusters through Livy (⭐1k), in Jupyter notebooks.

Packages / SQL Data Sources

• Spark XML (⭐504) - XML parser and writer.

• Spark Cassandra Connector (⭐1.9k) - Cassandra support including data source and API and support for arbitrary queries.

• Mongo-Spark (⭐710) - Official MongoDB connector.

Packages / Bioinformatics

• ADAM (⭐1k) - Set of tools designed to analyse genomics data.

• Hail (⭐976) - Genetic analysis framework.

Packages / Graph Processing

• GraphFrames (⭐997) - Data frame based graph API.

• neo4j-spark-connector (⭐313) - Bolt protocol based, Neo4j Connector with RDD, DataFrame and GraphX / GraphFrames support.

Packages / Machine Learning Extension

• Apache SystemML - Declarative machine learning framework on top of Spark.

• Mahout Spark Bindings [status unknown] - linear algebra DSL and optimizer with R-like syntax.

• JPMML-Spark (⭐94) - PMML transformer library for Spark ML.

• ModelDB - A system to manage machine learning models for spark.ml and scikit-learn .

• Sparkling Water (⭐965) - H2O interoperability layer.

• BigDL (⭐6.6k) - Distributed Deep Learning library.

• MLeap (⭐1.5k) - Execution engine and serialization format which supports deployment of o.a.s.ml models without dependency on SparkSession.

Packages / Middleware

• spark-jobserver (⭐2.8k) - Simple Spark as a Service which supports objects sharing using so called named objects. JVM only.

• Apache Toree (⭐739) - IPython protocol based middleware for interactive applications.

Packages / Utilities

• sparkly (⭐60) - Helpers & syntactic sugar for PySpark.

• Flintrock (⭐638) - A command-line tool for launching Spark clusters on EC2.

Packages / Streaming

• Apache Bahir - Collection of the streaming connectors excluded from Spark 2.0 (Akka, MQTT, Twitter. ZeroMQ).

Packages / Interfaces

• Apache Beam - Unified data processing engine supporting both batch and streaming applications. Apache Spark is one of the supported execution environments.

Packages / Testing

• spark-testing-base (⭐1.5k) - Collection of base test classes.

Packages / Workflow Management

• Cromwell (⭐993) - Workflow management system with Spark backend (⭐993).

Apr 12, 2017

Resources / Papers

• Spark SQL: Relational Data Processing in Spark - Paper introducing relational underpinnings, code generation and Catalyst optimizer.

Apr 05, 2017

Resources / Papers

• Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing - Paper introducing a core distributed memory abstraction.

Mar 02, 2017

Resources / Books

• Advanced Analytics with Spark - Useful collection of Spark processing patterns. Accompanying GitHub repository: sryza/aas (⭐1.5k).

• Mastering Apache Spark - Interesting compilation of notes by Jacek Laskowski. Focused on different aspects of Spark internals.

• Spark in Action - New book in the Manning's "in action" family with +400 pages. Starts gently, step-by-step and covers large number of topics. Free excerpt on how to setup Eclipse for Spark application development and how to bootstrap a new application using the provided Maven Archetype. You can find the accompanying GitHub repo here (⭐273).

Resources / MOOCS

• Data Science and Engineering with Apache Spark (edX XSeries) - Series of five courses (Introduction to Apache Spark, Distributed Machine Learning with Apache Spark, Big Data Analysis with Apache Spark, Advanced Apache Spark for Data Science and Data Engineering, Advanced Distributed Machine Learning with Apache Spark) covering different aspects of software engineering and data science. Python oriented.

Resources / Workshops

• AMP Camp - Periodical training event organized by the UC Berkeley AMPLab. A source of useful exercise and recorded workshops covering different tools from the Berkeley Data Analytics Stack.

Resources / Projects Using Spark

• Oryx 2 (⭐1.8k) - Lambda architecture platform built on Apache Spark and Apache Kafka with specialization for real-time large scale machine learning.

Resources / Miscellaneous

• Spark with Scala Gitter channel - "A place to discuss and ask questions about using Scala for Spark programming" started by @deanwampler.

Oct 22, 2016

Resources / Miscellaneous

• Apache Spark User List and Apache Spark Developers List - Mailing lists dedicated to usage questions and development topics respectively.

Jun 26, 2016

Resources / Projects Using Spark

• Crossdata (⭐169) - Data integration platform with extended DataSource API and multi-user environment.

Jun 22, 2016

Resources / Projects Using Spark

• Photon ML (⭐793) - A machine learning library supporting classical Generalized Mixed Model and Generalized Additive Mixed Effect Model.

Resources / Docker Images

• sequenceiq/docker-spark (⭐765) - Yarn images from SequenceIQ.

Jun 21, 2016

Resources / Docker Images

• jupyter/docker-stacks/pyspark-notebook (⭐8k) - PySpark with Jupyter Notebook and Mesos client.

Jun 11, 2016

Resources / MOOCS

• Big Data Analysis with Scala and Spark (Coursera) - Scala oriented introductory course. Part of Functional Programming in Scala Specialization.

Jun 10, 2016

Packages / Machine Learning Extension

• KeystoneML - Type safe machine learning pipelines with RDDs.

Feb 02, 2016

Resources / Projects Using Spark

• PredictionIO - Machine Learning server for developers and data scientists to build and deploy predictive applications in a fraction of the time.