awesome-hadoop
by youngwookim
A curated list of amazingly awesome Hadoop and Hadoop ecosystem resources
AI summary
Hadoop toolkit
A curated list of resources and tools for developing and managing Hadoop-based applications and workflows
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What's in the list
164 links in 25 sections, with live GitHub stats.activeno commit in 2y
Hadoop
- Apache Hadoop
Apache Hadoop
- Apache Hadoop Ozone
An Object Store for Apache Hadoop
- Apache Tez
A Framework for YARN-based, Data Processing Applications In Hadoop
- SpatialHadoop
SpatialHadoop is a MapReduce extension to Apache Hadoop designed specially to work with spatial data
- GIS Tools for Hadoop
Big Data Spatial Analytics for the Hadoop Framework
Elasticsearch Hadoop
Elasticsearch real-time search and analytics natively integrated with Hadoop. Supports Map/Reduce, Cascading, Apache Hive and Apache Pig
hadoopy
Python MapReduce library written in Cython
mrjob
mrjob is a Python 2.5+ package that helps you write and run Hadoop Streaming jobs
- pydoop
Pydoop is a package that provides a Python API for Hadoop
hdfs-du
HDFS-DU is an interactive visualization of the Hadoop distributed file system
White Elephant
Hadoop log aggregator and dashboard
Genie
Genie provides REST-ful APIs to run Hadoop, Hive and Pig jobs, and to manage multiple Hadoop resources and perform job submissions across them
- Apache Kylin
Apache Kylin is an open source Distributed Analytics Engine from eBay Inc. that provides SQL interface and multi-dimensional analysis (OLAP) on Hadoop supporting extremely large datasets
Crunch
Go-based toolkit for ETL and feature extraction on Hadoop
- Apache Ignite
Distributed in-memory platform
YARN
- Apache Slider
Apache Slider is a project in incubation at the Apache Software Foundation with the goal of making it possible and easy to deploy existing applications onto a YARN cluster
- Apache Twill
Apache Twill is an abstraction over Apache Hadoop® YARN that reduces the complexity of developing distributed applications, allowing developers to focus more on their application logic
mpich2-yarn
Running MPICH2 on Yarn
NoSQL
- Apache HBase
Apache HBase
- Apache Phoenix
A SQL skin over HBase supporting secondary indices
happybase
A developer-friendly Python library to interact with Apache HBase
Hannibal
Hannibal is tool to help monitor and maintain HBase-Clusters that are configured for manual splitting
Haeinsa
Haeinsa is linearly scalable multi-row, multi-table transaction library for HBase
hindex
Secondary Index for HBase
- Apache Accumulo
The Apache Accumulo™ sorted, distributed key/value store is a robust, scalable, high performance data storage and retrieval system
- OpenTSDB
The Scalable Time Series Database
SQL on Hadoop
- Apache Hive
The Apache Hive data warehouse software facilitates reading, writing, and managing large datasets residing in distributed storage using SQL
- Apache Phoenix
A SQL skin over HBase supporting secondary indices
- Apache HAWQ (incubating)
Apache HAWQ is a Hadoop native SQL query engine that combines the key technological advantages of MPP database with the scalability and convenience of Hadoop
- Lingual
SQL interface for Cascading (MR/Tez job generator)
- Apache Impala
Apache Impala is an open source massively parallel processing (MPP) SQL query engine for data stored in a computer cluster running Apache Hadoop. Impala has been described as the open-source equivalent of Google F1, which inspired its development in 2012
- Presto
Distributed SQL Query Engine for Big Data. Open sourced by Facebook
- Apache Tajo
Data warehouse system for Apache Hadoop
- Apache Drill
Schema-free SQL Query Engine
Data Management
- Apache Calcite
A Dynamic Data Management Framework
- Apache Atlas
Metadata tagging & lineage capture suppoting complex business data taxonomies
- Apache Kudu
Kudu provides a combination of fast inserts/updates and efficient columnar scans to enable multiple real-time analytic workloads across a single storage layer, complementing HDFS and Apache HBase
Confluent Schema registry for Kafka
Schema Registry provides a serving layer for your metadata. It provides a RESTful interface for storing and retrieving Avro schemas
Hortonworks Schema Registry
Schema Registry is a framework to build metadata repositories
Workflow, Lifecycle and Governance
- Apache Oozie
Apache Oozie
- Apache Falcon
Data management and processing platform
- Apache NiFi
A dataflow system
Apache AirFlow
Airflow is a workflow automation and scheduling system that can be used to author and manage data pipelines
- Luigi
Python package that helps you build complex pipelines of batch jobs
Data Ingestion and Integration
- Apache Flume
Apache Flume
Suro
Netflix's distributed Data Pipeline
- Apache Sqoop
Apache Sqoop
- Apache Kafka
Apache Kafka
Gobblin from LinkedIn
Universal data ingestion framework for Hadoop
DSL
- Apache Pig
Apache Pig
- Apache DataFu
A collection of libraries for working with large-scale data in Hadoop
vahara
Machine learning and natural language processing with Apache Pig
packetpig
Open Source Big Data Security Analytics
akela
Mozilla's utility library for Hadoop, HBase, Pig, etc
- seqpig
Simple and scalable scripting for large sequencing data set(ex: bioinfomation) in Hadoop
Lipstick
Pig workflow visualization tool
PigPen
PigPen is map-reduce for Clojure, or distributed Clojure. It compiles to Apache Pig, but you don't need to know much about Pig to use it
Libraries and Tools
- Kite Software Development Kit
A set of libraries, tools, examples, and documentation
- gohadoop
Native go clients for Apache Hadoop YARN
- Hue
A Web interface for analyzing data with Apache Hadoop
- Apache Zeppelin
A web-based notebook that enables interactive data analytics
- Apache Avro
Apache Avro is a data serialization system
Elephant Bird
Twitter's collection of LZO and Protocol Buffer-related Hadoop, Pig, Hive, and HBase code
- Oozie Eclipse Plugin
A graphical editor for editing Apache Oozie workflows inside Eclipse
- snakebite
A pure python HDFS client
- Apache Parquet
Apache Parquet is a columnar storage format available to any project in the Hadoop ecosystem, regardless of the choice of data processing framework, data model or programming language
- Apache Superset (incubating)
Apache Superset (incubating) is a modern, enterprise-ready business intelligence web application
Schema Registry UI
Web tool for the Confluent Schema Registry in order to create / view / search / evolve / view history & configure Avro schemas of your Kafka cluster
Realtime Data Processing
- Apache Flink
Apache Flink is a platform for efficient, distributed, general-purpose data processing. It supports exactly once stream processing
- Apache Pulsar (incubating)
Apache Pulsar (incubating) is a highly scalable, low latency messaging platform running on commodity hardware. It provides simple pub-sub semantics over topics, guaranteed at-least-once delivery of messages, automatic cursor management for subscribers, and cross-datacenter replication
- Apache Druid (incubating)
A high-performance, column-oriented, distributed data store
Distributed Computing and Programming
- Spark Packages
A community index of packages for Apache Spark
- SparkHub
A community site for Apache Spark
- Cascading
Cascading is the proven application development platform for building data applications on Hadoop
- Apache Flink
Apache Flink is a platform for efficient, distributed, general-purpose data processing
- Apache Apex (incubating)
Enterprise-grade unified stream and batch processing engine
- Apache Livy (incubating)
Apache Livy (incubating) is web service that exposes a REST interface for managing long running Apache Spark contexts in your cluster. With Livy, new applications can be built on top of Apache Spark that require fine grained interaction with many Spark contexts
Packaging, Provisioning and Monitoring
- Apache Bigtop
Apache Bigtop: Packaging and tests of the Apache Hadoop ecosystem
- Apache Ambari
Apache Ambari
ankush
A big data cluster management tool that creates and manages clusters of different technologies
- Apache Zookeeper
Apache Zookeeper
- Apache Curator
ZooKeeper client wrapper and rich ZooKeeper framework
inviso
Inviso is a lightweight tool that provides the ability to search for Hadoop jobs, visualize the performance, and view cluster utilization
- Logit.io
Send logs from Hadoop to Elasticsearch for monitoring and alerting
Search
- Apache Solr
Apache Solr is an open source search platform built upon a Java library called Lucene
Banana
Kibana port for Apache Solr
Search Engine Framework
- Apache Nutch
Apache Nutch is a highly extensible and scalable open source web crawler software project
Security
- Apache Ranger
Ranger is a framework to enable, monitor and manage comprehensive data security across the Hadoop platform
- Apache Sentry
An authorization module for Hadoop
- Apache Knox Gateway
A REST API Gateway for interacting with Hadoop clusters
Benchmark
YCSB
The Yahoo! Cloud Serving Benchmark (YCSB) is an open-source specification and program suite for evaluating retrieval and maintenance capabilities of computer programs. It is often used to compare relative performance of NoSQL database management systems
Machine learning and Big Data analytics
Oryx 2
Lambda architecture on Spark, Kafka for real-time large scale machine learning
- MLlib
MLlib is Apache Spark's scalable machine learning library
- R
R is a free software environment for statistical computing and graphics
RHadoop
including RHDFS, RHBase, RMR2, plyrmr
- Apache SINGA (incubating)
SINGA is a general distributed deep learning platform for training big deep learning models over large datasets
- BigDL
BigDL is a distributed deep learning library for Apache Spark; with BigDL, users can write their deep learning applications as standard Spark programs, which can directly run on top of existing Spark or Hadoop clusters
- Apache Hivemall (incubating)
Apache Hivemall is a scalable machine learning library that runs on Apache Hive, Spark and Pig
Misc. / UDF
Misc. / Storage Handler
Misc. / Libraries and tools
shib
WebUI for query engines: Hive and Presto
https://github.com/dmorel/Thrift-API-HiveClient2
(Perl - HiveServer2)
PyHive
Python interface to Hive and Presto
HiveRunner
An Open Source unit test framework for hadoop hive queries based on JUnit4
Beetest
A super simple utility for testing Apache Hive scripts locally for non-Java developers
Hive_test
Unit test framework for hive and hive-service
Misc. / Flume Plugins
Resources / Websites
- Hadoop illuminated
Open Source Hadoop Book
Resources / Presentations
Resources / Books
Resources / Hadoop and Big Data Events
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