Hadoop

repo: youngwookim/awesome-hadoop
category: Big Data related: Apache Spark · Data Engineering


Awesome Hadoop Awesome

A curated list of amazingly awesome Hadoop and Hadoop ecosystem resources. Inspired by Awesome PHP, Awesome Python and Awesome Sysadmin

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

Next Generation Databases mostly addressing some of the points: being non-relational, distributed, open-source and horizontally scalable.

SQL on Hadoop

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
  • Apache Trafodion

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

Data Ingestion and Integration

DSL

Libraries and Tools

Realtime Data Processing

  • Apache Storm
  • Apache Samza
  • Apache Spark
  • 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

Packaging, Provisioning and Monitoring

  • Apache Bigtop - Apache Bigtop: Packaging and tests of the Apache Hadoop ecosystem
  • Apache Ambari - Apache Ambari
  • Ganglia Monitoring System
  • 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 Engine Framework

  • Apache Nutch - Apache Nutch is a highly extensible and scalable open source web crawler software project.

Security

Benchmark

  • Big Data Benchmark
  • HiBench
  • 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

Misc.

  • Hive Plugins
  • UDF
    • https://github.com/edwardcapriolo/hive_cassandra_udfs
    • https://github.com/livingsocial/HiveSwarm
    • 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
  • Storage Handler
    • https://github.com/dvasilen/Hive-Cassandra
    • https://github.com/yc-huang/Hive-mongo
    • https://github.com/balshor/gdata-storagehandler
    • https://github.com/chimpler/hive-solr
    • https://github.com/bfemiano/accumulo-hive-storage-manager
  • 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
    • shib - WebUI for query engines: Hive and Presto
    • https://github.com/dmorel/Thrift-API-HiveClient2 (Perl - HiveServer2)
    • PyHive - Python interface to Hive and Presto
    • https://github.com/recruitcojp/OdbcHive
    • 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
  • 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.

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