awesome-data-engineering
by monksy
A curated list of data engineering tools for software developers
AI summary
Data storage tools
A curated list of tools and databases for designing, implementing, and managing data storage solutions in software applications.
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What's in the list
176 links in 48 sections, with live GitHub stats.activeno commit in 2y
Relational
Relational / MySQL
TiDB
TiDB is a distributed NewSQL database compatible with MySQL protocol
- Percona XtraBackup
Percona XtraBackup is a free, open source, complete online backup solution for all versions of Percona Server, MySQL® and MariaDB®
mysql_utils
Pinterest MySQL Management Tools
Relational
- MariaDB
An enhanced, drop-in replacement for MySQL
- PostgreSQL
The world's most advanced open source database
- Amazon RDS
Amazon RDS makes it easy to set up, operate, and scale a relational database in the cloud
- Crate.IO
Scalable SQL database with the NOSQL goodies
Key-Value
- Redis
An open source, BSD licensed, advanced key-value cache and store
- Riak
A distributed database designed to deliver maximum data availability by distributing data across multiple servers
- AWS DynamoDB
A fast and flexible NoSQL database service for all applications that need consistent, single-digit millisecond latency at any scale
HyperDex
HyperDex is a scalable, searchable key-value store
- SSDB
A high performance NoSQL database supporting many data structures, an alternative to Redis
Kyoto Tycoon
Kyoto Tycoon is a lightweight network server on top of the Kyoto Cabinet key-value database, built for high-performance and concurrency
IonDB
A key-value store for microcontroller and IoT applications
Column
- Cassandra
The right choice when you need scalability and high availability without compromising performance
Column / Cassandra
- Cassandra Calculator
This simple form allows you to try out different values for your Apache Cassandra cluster and see what the impact is for your application
CCM
A script to easily create and destroy an Apache Cassandra cluster on localhost
ScyllaDB
NoSQL data store using the seastar framework, compatible with Apache Cassandra
Column
- HBase
The Hadoop database, a distributed, scalable, big data store
- Infobright
Column oriented, open-source analytic database provides both speed and efficiency
- AWS Redshift
A fast, fully managed, petabyte-scale data warehouse that makes it simple and cost-effective to analyze all your data using your existing business intelligence tools
https://github.com/tuplejump/FiloDB
FiloDB ( ) Distributed. Columnar. Versioned. Streaming. SQL
- HPE Vertica
Distributed, MPP columnar database with extensive analytics SQL
Document
- MongoDB
An open-source, document database designed for ease of development and scaling
Document / MongoDB
- Percona Server for MongoDB
Percona Server for MongoDB® is a free, enhanced, fully compatible, open source, drop-in replacement for the MongoDB® Community Edition that includes enterprise-grade features and functionality
MemDB
Distributed Transactional In-Memory Database (based on MongoDB)
Document
- Elasticsearch
Search & Analyze Data in Real Time
- Couchbase
The highest performing NoSQL distributed database
- RethinkDB
The open-source database for the realtime web
Graph
- Neo4j
The world’s leading graph database
- OrientDB
2nd Generation Distributed Graph Database with the flexibility of Documents in one product with an Open Source commercial friendly license
- ArangoDB
A distributed free and open-source database with a flexible data model for documents, graphs, and key-values
- Titan
A scalable graph database optimized for storing and querying graphs containing hundreds of billions of vertices and edges distributed across a multi-machine cluster
FlockDB
A distributed, fault-tolerant graph database by Twitter
Distributed
- DAtomic
The fully transactional, cloud-ready, distributed database
- Apache Geode
An open source, distributed, in-memory database for scale-out applications
Gaffer
A large-scale graph database
Timeseries
InfluxDB
Scalable datastore for metrics, events, and real-time analytics
OpenTSDB
A scalable, distributed Time Series Database
kairosdb
Fast scalable time series database
Heroic
A scalable time series database based on Cassandra and Elasticsearch, by Spotify
Druid
Column oriented distributed data store ideal for powering interactive applications
- Riak-TS
Riak TS is the only enterprise-grade NoSQL time series database optimized specifically for IoT and Time Series data
Akumuli
Akumuli is a numeric time-series database. It can be used to capture, store and process time-series data in real-time. The word "akumuli" can be translated from esperanto as "accumulate"
- Rhombus
A time-series object store for Cassandra that handles all the complexity of building wide row indexes
Dalmatiner DB
Fast distributed metrics database
Blueflood
A distributed system designed to ingest and process time series data
Timely
Timely is a time series database application that provides secure access to time series data based on Accumulo and Grafana
Other
Tarantool
Tarantool is an in-memory database and application server
- GreenPlum
The Greenplum Database (GPDB) is an advanced, fully featured, open source data warehouse. It provides powerful and rapid analytics on petabyte scale data volumes
cayley
An open-source graph database. Google
Snappydata
SnappyData: OLTP + OLAP Database built on Apache Spark
Data Ingestion
- Kafka
Publish-subscribe messaging rethought as a distributed commit log
Data Ingestion / Kafka
Camus
LinkedIn's Kafka to HDFS pipeline
BottledWater
Change data capture from PostgreSQL into Kafka
kafkat
Simplified command-line administration for Kafka brokers
kafkacat
Generic command line non-JVM Apache Kafka producer and consumer
pg-kafka
A PostgreSQL extension to produce messages to Apache Kafka
librdkafka
The Apache Kafka C/C++ library
kafka-docker
Kafka in Docker
kafka-manager
A tool for managing Apache Kafka
kafka-node
Node.js client for Apache Kafka 0.8
Secor
Pinterest's Kafka to S3 distributed consumer
Kafka-logger
Kafka-winston logger for nodejs from uber
Kafka Awesome List
A super list of resources about Apache Kafka
Data Ingestion
- AWS Kinesis
A fully managed, cloud-based service for real-time data processing over large, distributed data streams
- RabbitMQ
Robust messaging for applications
- FluentD
An open source data collector for unified logging layer
- Embulk
An open source bulk data loader that helps data transfer between various databases, storages, file formats, and cloud services
- Apache Sqoop
A tool designed for efficiently transferring bulk data between Apache Hadoop and structured datastores such as relational databases
Heka
Data Acquisition and Processing Made Easy
Gobblin
Universal data ingestion framework for Hadoop from Linkedin
- Nakadi
Nakadi is an open source event messaging platform that provides a REST API on top of Kafka-like queues
- Pravega
Pravega provides a new storage abstraction - a stream - for continuous and unbounded data
- Apache Pulsar
Apache Pulsar is an open-source distributed pub-sub messaging system
File System
File System / HDFS
Snakebite
A pure python HDFS client
File System
File System / AWS S3
smart_open
Utils for streaming large files (S3, HDFS, gzip, bz2)
File System
- Tachyon
Tachyon is a memory-centric distributed storage system enabling reliable data sharing at memory-speed across cluster frameworks, such as Spark and MapReduce
- CEPH
Ceph is a unified, distributed storage system designed for excellent performance, reliability and scalability
- OrangeFS
Orange File System is a branch of the Parallel Virtual File System
SnackFS
SnackFS is our bite-sized, lightweight HDFS compatible FileSystem built over Cassandra
- GlusterFS
Gluster Filesystem
- XtreemFS
fault-tolerant distributed file system for all storage needs
SeaweedFS
Seaweed-FS is a simple and highly scalable distributed file system. There are two objectives: to store billions of files! to serve the files fast! Instead of supporting full POSIX file system semantics, Seaweed-FS choose to implement only a key~file mapping. Similar to the word "NoSQL", you can call it as "NoFS"
- S3QL
S3QL is a file system that stores all its data online using storage services like Google Storage, Amazon S3, or OpenStack
- LizardFS
LizardFS Software Defined Storage is a distributed, parallel, scalable, fault-tolerant, Geo-Redundant and highly available file system
Serialization format
- Apache Avro
Apache Avro™ is a data serialization system
- 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
Serialization format / Apache Parquet
Serialization format
- Apache ORC
The smallest, fastest columnar storage for Hadoop workloads
- Apache Thrift
The Apache Thrift software framework, for scalable cross-language services development
ProtoBuf
Protocol Buffers - Google's data interchange format
- SequenceFile
SequenceFile is a flat file consisting of binary key/value pairs. It is extensively used in MapReduce as input/output formats
Kryo
Kryo is a fast and efficient object graph serialization framework for Java
Stream Processing
- Apache Beam
Apache Beam is a unified programming model that implements both batch and streaming data processing jobs that run on many execution engines
- Spark Streaming
Spark Streaming makes it easy to build scalable fault-tolerant streaming applications
- Apache Flink
Apache Flink is a streaming dataflow engine that provides data distribution, communication, and fault tolerance for distributed computations over data streams
- Apache Storm
Apache Storm is a free and open source distributed realtime computation system
- Apache Samza
Apache Samza is a distributed stream processing framework
- Apache NiFi
is an easy to use, powerful, and reliable system to process and distribute data
- VoltDB
VoltDb is an ACID-compliant RDBMS which uses a
PipelineDB
The Streaming SQL Database
- Spring Cloud Dataflow
Streaming and tasks execution between Spring Boot apps
- Bonobo
Bonobo is a data-processing toolkit for python 3.5+
Robinhood's Faust
Forever scalable event processing & in-memory durable K/V store as a library with asyncio & static typing
Batch Processing
- Hadoop MapReduce
Hadoop MapReduce is a software framework for easily writing applications which process vast amounts of data (multi-terabyte data-sets) in-parallel on large clusters (thousands of nodes) of commodity hardware in a reliable, fault-tolerant manner
Batch Processing / Spark
- Spark Packages
A community index of packages for Apache Spark
Deep Spark
Connecting Apache Spark with different data stores
- Spark RDD API Examples
by Zhen He
Livy
Livy, the REST Spark Server
Batch Processing
- AWS EMR
A web service that makes it easy to quickly and cost-effectively process vast amounts of data
- Tez
An application framework which allows for a complex directed-acyclic-graph of tasks for processing data
Bistro
is a light-weight engine for general-purpose data processing including both batch and stream analytics. It is based on a novel unique data model, which represents data via and processes data via as opposed to having only set operations in conventional approaches like MapReduce or SQL
Batch Processing / Batch ML
- H2O
Fast scalable machine learning API for smarter applications
- Mahout
An environment for quickly creating scalable performant machine learning applications
- Spark MLlib
Spark’s scalable machine learning library consisting of common learning algorithms and utilities, including classification, regression, clustering, collaborative filtering, dimensionality reduction, as well as underlying optimization primitives
Batch Processing / Batch Graph
- GraphLab Create
A machine learning platform that enables data scientists and app developers to easily create intelligent apps at scale
- Giraph
An iterative graph processing system built for high scalability
- Spark GraphX
Apache Spark's API for graphs and graph-parallel computation
Batch Processing / Batch SQL
Batch Processing / Batch SQL / Hive
Batch Processing / Batch SQL
- Drill
Schema-free SQL Query Engine for Hadoop, NoSQL and Cloud Storage
Charts and Dashboards
- Highcharts
A charting library written in pure JavaScript, offering an easy way of adding interactive charts to your web site or web application
- ZingChart
Fast JavaScript charts for any data set
- C3.js
D3-based reusable chart library
- D3.js
A JavaScript library for manipulating documents based on data
Charts and Dashboards / D3.js
- D3Plus
D3's simplier, easier to use cousin. Mostly predefined templates that you can just plug data in
Charts and Dashboards
- SmoothieCharts
A JavaScript Charting Library for Streaming Data
PyXley
Python helpers for building dashboards using Flask and React
Plotly
Flask, JS, and CSS boilerplate for interactive, web-based visualization apps in Python
Apache Superset
Apache Superset (incubating) is a modern, enterprise-ready business intelligence web application
- Redash
Make Your Company Data Driven. Connect to any data source, easily visualize and share your data
Metabase
Metabase is the easy, open source way for everyone in your company to ask questions and learn from data
- PyQtGraph
PyQtGraph is a pure-python graphics and GUI library built on PyQt4 / PySide and numpy. It is intended for use in mathematics / scientific / engineering applications
Workflow
Luigi
Luigi is a Python module that helps you build complex pipelines of batch jobs
Workflow / Luigi
- CronQ
An application cron-like system. w/Luige
Workflow
- Cascading
Java based application development platform
Airflow
Airflow is a system to programmaticaly author, schedule and monitor data pipelines
- Azkaban
Azkaban is a batch workflow job scheduler created at LinkedIn to run Hadoop jobs. Azkaban resolves the ordering through job dependencies and provides an easy to use web user interface to maintain and track your workflows
- Oozie
Oozie is a workflow scheduler system to manage Apache Hadoop jobs
Pinball
DAG based workflow manager. Job flows are defined programmaticaly in Python. Support output passing between jobs
ELK Elastic Logstash Kibana
docker-logstash
A highly configurable logstash (1.4.4) docker image running Elasticsearch (1.7.0) and Kibana (3.1.2)
elasticsearch-jdbc
JDBC importer for Elasticsearch
ZomboDB
Postgres Extension that allows creating an index backed by Elasticsearch
Docker
Gockerize
Package golang service into minimal docker containers
Flocker
Easily manage Docker containers & their data
- Rancher
RancherOS is a 20mb Linux distro that runs the entire OS as Docker containers
- Kontena
Application Containers for Masses
Weave
Weaving Docker containers into applications
Zodiac
A lightweight tool for easy deployment and rollback of dockerized applications
cAdvisor
Analyzes resource usage and performance characteristics of running containers
Micro S3 persistence
Docker microservice for saving/restoring volume data to S3
Dockup
Docker image to backup/restore your Docker container volumes to AWS S3
Rocker-compose
Docker composition tool with idempotency features for deploying apps composed of multiple containers
Nomad
Nomad is a cluster manager, designed for both long lived services and short lived batch processing workloads
- ImageLayers
Vizualize docker images and the layers that compose them
Datasets / Realtime
- Twitter Realtime
The Streaming APIs give developers low latency access to Twitter’s global stream of Tweet data
Eventsim
Event data simulator. Generates a stream of pseudo-random events from a set of users, designed to simulate web traffic
- Reddit
Real-time data is available including comments, submissions and links posted to reddit
Datasets / Data Dumps
- GitHub Archive
GitHub's public timeline since 2011, updated every hour
- Common Crawl
Open source repository of web crawl data
- Wikipedia
Wikipedia's complete copy of all wikis, in the form of wikitext source and metadata embedded in XML. A number of raw database tables in SQL form are also available
Monitoring / Prometheus
Prometheus.io
An open-source service monitoring system and time series database
HAProxy Exporter
Simple server that scrapes HAProxy stats and exports them via HTTP for Prometheus consumption
Community / Forums
- /r/dataengineering
News, tips and background on Data Engineering
- /r/etl
Subreddit focused on ETL
Community / Conferences
- DataEngConf
DataEngConf is the first technical conference that bridges the gap between data scientists, data engineers and data analysts
Community / Podcasts
- Data Engineering Podcast
The show about modern data infrastructure
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