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awesome-hadoop

by youngwookim

awesome listpushed over 2 years ago

A curated list of amazingly awesome Hadoop and Hadoop ecosystem resources

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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

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

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

  • 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

Misc. / Flume Plugins

Resources / Websites

Resources / Presentations

Resources / Books

Resources / Hadoop and Big Data Events

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