Awesome Hadoop
A curated list of amazingly awesome Hadoop and Hadoop ecosystem resources.
Inspired by
Awesome PHP,
Awesome Python and
Awesome Sysadmin
Hadoop
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Apache Hadoop - Apache Hadoop
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Apache Hadoop Ozone - An
Object Store for Apache Hadoop
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Apache Tez - A Framework for
YARN-based, Data Processing Applications In Hadoop
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SpatialHadoop -
SpatialHadoop is a MapReduce extension to Apache Hadoop designed
specially to work with spatial data.
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GIS Tools for Hadoop
- Big Data Spatial Analytics for the Hadoop Framework
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Elasticsearch Hadoop
- Elasticsearch real-time search and analytics natively integrated with
Hadoop. Supports Map/Reduce, Cascading, Apache Hive and Apache Pig.
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hadoopy - Python
MapReduce library written in Cython.
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mrjob - mrjob is a Python
2.5+ package that helps you write and run Hadoop Streaming jobs.
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pydoop - Pydoop is a
package that provides a Python API for Hadoop.
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hdfs-du - HDFS-DU is an
interactive visualization of the Hadoop distributed file system.
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White Elephant
- Hadoop log aggregator and dashboard
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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.
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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
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Crunch - Go-based toolkit
for ETL and feature extraction on Hadoop
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Apache Ignite - Distributed
in-memory platform
YARN
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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.
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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.
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mpich2-yarn -
Running MPICH2 on Yarn
NoSQL
Next Generation Databases mostly addressing some of the points: being
non-relational, distributed, open-source and horizontally scalable.
- Apache HBase - Apache HBase
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Apache Phoenix - A SQL skin
over HBase supporting secondary indices
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happybase - A
developer-friendly Python library to interact with Apache HBase.
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Hannibal - Hannibal is
tool to help monitor and maintain HBase-Clusters that are configured for
manual splitting.
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Haeinsa - Haeinsa is
linearly scalable multi-row, multi-table transaction library for HBase
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hindex - Secondary
Index for HBase
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Apache Accumulo - The Apache
Accumulo™ sorted, distributed key/value store is a robust, scalable,
high performance data storage and retrieval system.
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OpenTSDB - The Scalable Time Series
Database
- Apache Cassandra
SQL on Hadoop
SQL on Hadoop
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Apache Hive - The Apache Hive data
warehouse software facilitates reading, writing, and managing large
datasets residing in distributed storage using SQL
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Apache Phoenix A SQL skin over
HBase supporting secondary indices
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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
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Lingual - SQL
interface for Cascading (MR/Tez job generator)
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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.
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Presto - Distributed SQL Query Engine
for Big Data. Open sourced by Facebook.
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Apache Tajo - Data warehouse
system for Apache Hadoop
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Apache Drill - Schema-free SQL
Query Engine
- Apache Trafodion
Data Management
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Apache Calcite - A Dynamic Data
Management Framework
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Apache Atlas - Metadata
tagging & lineage capture suppoting complex business data taxonomies
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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.
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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.
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Hortonworks Schema Registry
- Schema Registry is a framework to build metadata repositories.
Workflow, Lifecycle and Governance
- Apache Oozie - Apache Oozie
- Azkaban
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Apache Falcon - Data management
and processing platform
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Apache NiFi - A dataflow system
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Apache AirFlow
- Airflow is a workflow automation and scheduling system that can be
used to author and manage data pipelines
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Luigi - Python
package that helps you build complex pipelines of batch jobs
Data Ingestion and Integration
DSL
- Apache Pig - Apache Pig
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Apache DataFu - A
collection of libraries for working with large-scale data in Hadoop
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vahara - Machine
learning and natural language processing with Apache Pig
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packetpig - Open
Source Big Data Security Analytics
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akela - Mozilla’s
utility library for Hadoop, HBase, Pig, etc.
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seqpig - Simple and
scalable scripting for large sequencing data set(ex: bioinfomation) in
Hadoop
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Lipstick - Pig
workflow visualization tool.
Introducing Lipstick on A(pache) Pig
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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.
Realtime Data Processing
- Apache Storm
- Apache Samza
- Apache Spark
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Apache Flink
- Apache Flink is a platform for efficient, distributed, general-purpose
data processing. It supports exactly once stream processing.
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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.
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Apache Druid (incubating)
- A high-performance, column-oriented, distributed data store.
Distributed Computing and Programming
- Apache Spark
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Spark Packages - A community
index of packages for Apache Spark
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SparkHub - A community
site for Apache Spark
- Apache Crunch
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Cascading - Cascading is the
proven application development platform for building data applications
on Hadoop.
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Apache Flink - Apache Flink is a
platform for efficient, distributed, general-purpose data processing.
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Apache Apex (incubating)
- Enterprise-grade unified stream and batch processing engine.
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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
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Apache Bigtop - Apache Bigtop:
Packaging and tests of the Apache Hadoop ecosystem
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Apache Ambari - Apache Ambari
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Ganglia Monitoring System
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ankush - A
big data cluster management tool that creates and manages clusters of
different technologies.
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Apache Zookeeper - Apache
Zookeeper
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Apache Curator - ZooKeeper
client wrapper and rich ZooKeeper framework
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inviso - Inviso is a
lightweight tool that provides the ability to search for Hadoop jobs,
visualize the performance, and view cluster utilization.
Search
- ElasticSearch
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Apache Solr - Apache Solr
is an open source search platform built upon a Java library called
Lucene.
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Banana - Kibana port
for Apache Solr
Search Engine Framework
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Apache Nutch - Apache Nutch is a
highly extensible and scalable open source web crawler software project.
Security
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Apache Ranger - Ranger
is a framework to enable, monitor and manage comprehensive data security
across the Hadoop platform.
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Apache Sentry - An
authorization module for Hadoop
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Apache Knox Gateway - A REST API
Gateway for interacting with Hadoop clusters.
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Project Rhino
- Intel’s open source effort to enhance the existing data protection
capabilities of the Hadoop ecosystem to address security and compliance
challenges, and contribute the code back to Apache.
Benchmark
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Big Data Benchmark
- HiBench
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Big-Bench
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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
- Apache Mahout
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Oryx 2 - Lambda
architecture on Spark, Kafka for real-time large scale machine learning
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MLlib - MLlib is Apache
Spark’s scalable machine learning library.
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R - R is a free software
environment for statistical computing and graphics.
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RHadoop
including RHDFS, RHBase, RMR2, plyrmr
- Apache Lens
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Apache SINGA (incubating)
- SINGA is a general distributed deep learning platform for training big
deep learning models over large datasets
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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.
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Apache Hivemall (incubating)
- Apache Hivemall is a scalable machine learning library that runs on
Apache Hive, Spark and Pig.
Misc.
- Hive Plugins
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UDF
- https://github.com/edwardcapriolo/hive_cassandra_udfs
- https://github.com/livingsocial/HiveSwarm
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https://github.com/ThinkBigAnalytics/Hive-Extensions-from-Think-Big-Analytics
- https://github.com/twitter/elephant-bird - Twitter
- https://github.com/lovelysystems/ls-hive
- https://github.com/klout/brickhouse
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Storage Handler
- https://github.com/dvasilen/Hive-Cassandra
- https://github.com/yc-huang/Hive-mongo
- https://github.com/balshor/gdata-storagehandler
- https://bitbucket.org/rodrigopr/redisstoragehandler
- https://github.com/chimpler/hive-solr
- https://github.com/bfemiano/accumulo-hive-storage-manager
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Libraries and tools
- https://github.com/forward3d/rbhive
- https://github.com/synctree/activerecord-hive-adapter
- https://github.com/hrp/sequel-hive-adapter
- https://github.com/forward/node-hive
- https://github.com/recruitcojp/WebHive
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shib - WebUI for
query engines: Hive and Presto
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https://github.com/dmorel/Thrift-API-HiveClient2 (Perl -
HiveServer2)
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PyHive - Python
interface to Hive and Presto
- https://github.com/recruitcojp/OdbcHive
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Hive-Sharp
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HiveRunner - An
Open Source unit test framework for hadoop hive queries based on
JUnit4
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Beetest - A super
simple utility for testing Apache Hive scripts locally for non-Java
developers.
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Hive_test-
Unit test framework for hive and hive-service
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Flume Plugins
Resources
Various resources, such as books, websites and articles.
Websites
Useful websites and articles
Presentations
Books
Hadoop and Big Data Events
Other Awesome Lists
Other amazingly awesome lists can be found in the
awesome-awesomeness
and awesome list.