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awesome-data-engineering

A curated list of data engineering tools for software developers
https://github.com/igorbarinov/awesome-data-engineering

Last synced: 5 days ago
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Databases
- Couchbase - The highest performing NoSQL distributed database.
- MySQL - The world's most popular open source database.
- Percona XtraBackup - Percona XtraBackup is a free, open source, complete online backup solution for all versions of Percona Server, MySQL® and MariaDB®.
- 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.
- 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.
- SSDB - A high performance NoSQL database supporting many data structures, an alternative to Redis.
- Cassandra - The right choice when you need scalability and high availability without compromising performance.
- 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.
- ScyllaDB - NoSQL data store using the seastar framework, compatible with Apache Cassandra.
- HBase - The Hadoop database, a distributed, scalable, big data store.
- 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.
- Vertica - Distributed, MPP columnar database with extensive analytics SQL.
- ClickHouse - Distributed columnar DBMS for OLAP. SQL.
- MongoDB - An open-source, document database designed for ease of development and scaling.
- 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.
- Elasticsearch - Search & Analyze Data in Real Time.
- RethinkDB - The open-source database for the realtime web.
- RavenDB - Fully Transactional NoSQL Document Database.
- 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.
- DAtomic - The fully transactional, cloud-ready, distributed database.
- Apache Geode - An open source, distributed, in-memory database for scale-out applications.
- QuestDB - A relational column-oriented database designed for real-time analytics on time series and event data.
- 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.
- Rhombus - A time-series object store for Cassandra that handles all the complexity of building wide row indexes.
- Blueflood - A distributed system designed to ingest and process time series data.
- Snappydata - SnappyData: OLTP + OLAP Database built on Apache Spark.
- TimescaleDB - Built as an extension on top of PostgreSQL, TimescaleDB is a time-series SQL database providing fast analytics, scalability, with automated data management on a proven storage engine.
- RQLite - Replicated SQLite using the Raft consensus protocol.
- TiDB - TiDB is a distributed NewSQL database compatible with MySQL protocol.
- mysql_utils - Pinterest MySQL Management Tools.
- HyperDex - HyperDex is a scalable, searchable key-value store. Deprecated.
- IonDB - A key-value store for microcontroller and IoT applications.
- CCM - A script to easily create and destroy an Apache Cassandra cluster on localhost.
- FiloDB - Distributed. Columnar. Versioned. Streaming. SQL.
- MemDB - Distributed Transactional In-Memory Database (based on MongoDB).
- FlockDB - A distributed, fault-tolerant graph database by Twitter. Deprecated.
- Gaffer - A large-scale graph database.
- 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.
- 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".
- 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.
- GreenPlum - The Greenplum Database (GPDB) - 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.
- ScyllaDB - NoSQL data store using the seastar framework, compatible with Apache Cassandra.
- OrientDB - 2nd Generation Distributed Graph Database with the flexibility of Documents in one product with an Open Source commercial friendly license.
- Blueflood - A distributed system designed to ingest and process time series data.
- DuckDB - DuckDB is a fast in-process analytical database that has zero external dependencies, runs on Linux/macOS/Windows, offers a rich SQL dialect, and is free and extensible.
- Percona XtraBackup - Percona XtraBackup is a free, open source, complete online backup solution for all versions of Percona Server, MySQL® and MariaDB®.
Data Ingestion
- Kafka - Publish-subscribe messaging rethought as a distributed commit log.
- kafkacat - Generic command line non-JVM Apache Kafka producer and consumer.
- librdkafka - The Apache Kafka C/C++ library.
- kafka-manager - A tool for managing Apache Kafka.
- 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.
- 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.
- AWS Data Wranlger - Utility belt to handle data on AWS.
- Airbyte - Open-source data integration for modern data teams.
- AWS Data Wranlger - Utility belt to handle data on AWS.
- librdkafka - The Apache Kafka C/C++ library.
- Sling - Sling is CLI data integration tool specialized in moving data between databases, as well as storage systems.
- BottledWater - Change data capture from PostgreSQL into Kafka. Deprecated.
- kafkat - Simplified command-line administration for Kafka brokers.
- pg-kafka - A PostgreSQL extension to produce messages to Apache Kafka.
- kafka-docker - Kafka in Docker.
- kafka-node - Node.js client for Apache Kafka 0.8.
- Secor - Pinterest's Kafka to S3 distributed consumer.
- Kafka-logger - Kafka-winston logger for Node.js from Uber.
- Heka - Data Acquisition and Processing Made Easy. Deprecated.
- Singer SDK - The fastest way to build custom data extractors and loaders compliant with the Singer Spec.
- Google Sheets ETL - Live import all your Google Sheets to your data warehouse.
- Meltano - CLI & code-first ELT.
- Singer SDK - The fastest way to build custom data extractors and loaders compliant with the Singer Spec.
- Gobblin - Universal data ingestion framework for Hadoop from LinkedIn.
- Artie - Real-time data ingestion tool leveraging change data capture.
- Singer SDK - The fastest way to build custom data extractors and loaders compliant with the Singer Spec.
- Singer SDK - The fastest way to build custom data extractors and loaders compliant with the Singer Spec.
- kafka-manager - A tool for managing Apache Kafka.
- librdkafka - The Apache Kafka C/C++ library.
- Singer SDK - The fastest way to build custom data extractors and loaders compliant with the Singer Spec.
File System
- HDFS - A distributed file system designed to run on commodity hardware.
- AWS S3 - Object storage built to retrieve any amount of data from anywhere.
- Alluxio - Alluxio 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.
- 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".
- LizardFS - LizardFS Software Defined Storage is a distributed, parallel, scalable, fault-tolerant, Geo-Redundant and highly available file system.
- Snakebite - A pure python HDFS client.
- JuiceFS - JuiceFS is a high-performance Cloud-Native file system driven by object storage for large-scale data storage.
- SnackFS - SnackFS is our bite-sized, lightweight HDFS compatible file system built over Cassandra.
- smart_open - Utils for streaming large files (S3, HDFS, gzip, bz2).
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.
- PigZ - A parallel implementation of gzip for modern multi-processor, multi-core machines.
- Apache ORC - The smallest, fastest columnar storage for Hadoop workloads.
- Apache Thrift - The Apache Thrift software framework, for scalable cross-language services development.
- SequenceFile - SequenceFile is a flat file consisting of binary key/value pairs. It is extensively used in MapReduce as input/output formats.
- 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.
- Apache Thrift - The Apache Thrift software framework, for scalable cross-language services development.
- Snappy - A fast compressor/decompressor. Used with Parquet.
- ProtoBuf - Protocol Buffers - Google's data interchange format.
- 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 - An easy to use, powerful, and reliable system to process and distribute data.
- Apache Hudi - An open source framework for managing storage for real time processing, one of the most interesting feature is the Upsert.
- VoltDB - VoltDb is an ACID-compliant RDBMS which uses a [shared nothing architecture](https://en.wikipedia.org/wiki/Shared-nothing_architecture).
- Spring Cloud Dataflow - Streaming and tasks execution between Spring Boot apps.
- Bonobo - Bonobo is a data-processing toolkit for python 3.5+.
- Kuiper - An edge lightweight IoT data analytics/streaming software implemented by Golang, and it can be run at all kinds of resource-constrained edge devices.
- Apache Storm - Apache Storm is a free and open source distributed realtime computation system.
- PipelineDB - The Streaming SQL Database.
- Robinhood's Faust - Forever scalable event processing & in-memory durable K/V store as a library with asyncio & static typing.
- HStreamDB - The streaming database built for IoT data storage and real-time processing.
- Zilla - - An API gateway built for event-driven architectures and streaming that supports standard protocols such as HTTP, SSE, gRPC, MQTT, and the native Kafka protocol.
- SwimOS - A framework for building real-time streaming data processing applications that supports a wide range of ingestion sources.
- Kuiper - An edge lightweight IoT data analytics/streaming software implemented by Golang, and it can be run at all kinds of resource-constrained edge devices.
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.
- Spark - A multi-language engine for executing data engineering, data science, and machine learning on single-node machines or clusters.
- Spark Packages - A community index of packages for Apache Spark.
- Spark RDD API Examples - Examples by Zhen He.
- Livy - The REST Spark Server.
- AWS EMR - A web service that makes it easy to quickly and cost-effectively process vast amounts of data.
- Data Mechanics - A cloud-based platform deployed on Kubernetes making Apache Spark more developer-friendly and cost-effective.
- Tez - An application framework which allows for a complex directed-acyclic-graph of tasks for processing data.
- 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.
- 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.
- Presto - A distributed SQL query engine designed to query large data sets distributed over one or more heterogeneous data sources.
- Hive - Data warehouse software facilitates querying and managing large datasets residing in distributed storage.
- Drill - Schema-free SQL Query Engine for Hadoop, NoSQL and Cloud Storage.
- Deep Spark - Connecting Apache Spark with different data stores. Deprecated.
- Delight - A free & cross platform monitoring tool (Spark UI / Spark History Server alternative).
- Bistro - 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 _functions_ and processes data via _columns operations_ as opposed to having only set operations in conventional approaches like MapReduce or SQL.
- Hivemall - Scalable machine learning library for Hive/Hadoop.
- PyHive - Python interface to Hive and Presto.
- Spark Packages - A community index of packages for Apache Spark.
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.
- SmoothieCharts - A JavaScript Charting Library for Streaming Data.
- Apache Superset - Apache Superset (incubating) - 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.
- 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.
- 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) - A modern, enterprise-ready business intelligence web application.
- Metabase - Metabase is the easy, open source way for everyone in your company to ask questions and learn from data.
Workflow
- CronQ - An application cron-like system. [Used](https://chairnerd.seatgeek.com/building-out-the-seatgeek-data-pipeline/) w/Luige. Deprecated.
- Cascading - Java based application development platform.
- 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.
- Kedro - Kedro is a framework that makes it easy to build robust and scalable data pipelines by providing uniform project templates, data abstraction, configuration and pipeline assembly.
- Census - A reverse-ETL tool that let you sync data from your cloud data warehouse to SaaS applications like Salesforce, Marketo, HubSpot, Zendesk, etc. No engineering favors required—just SQL.
- dbt - A command line tool that enables data analysts and engineers to transform data in their warehouses more effectively.
- Luigi - Luigi is a Python module that helps you build complex pipelines of batch jobs.
- Airflow - Airflow is a system to programmatically author, schedule, and monitor data pipelines.
- Pinball - DAG based workflow manager. Job flows are defined programmatically in Python. Support output passing between jobs.
- Dagster - Dagster is an open-source Python library for building data applications.
- RudderStack - A warehouse-first Customer Data Platform that enables you to collect data from every application, website and SaaS platform, and then activate it in your warehouse and business tools.
- PACE - An open source framework that allows you to enforce agreements on how data should be accessed, used, and transformed, regardless of the data platform (Snowflake, BigQuery, DataBricks, etc.)
- Multiwoven - The open-source reverse ETL, data activation platform for modern data teams.
- Kestra - A versatile open source orchestrator and scheduler built on Java, designed to handle a broad range of workflows with a language-agnostic, API-first architecture.
- SuprSend - Create automated workflows and logic using API's for your notification service. Add templates, batching, preferences, inapp inbox with workflows to trigger notifications directly from your data warehouse.
- Hamilton - Hamilton is a lightweight library to define data transformations as a directed-acyclic graph (DAG). If you like dbt for SQL transforms, you will like Hamilton for Python processing.
- Dataform - An open-source framework and web based IDE to manage datasets and their dependencies. SQLX extends your existing SQL warehouse dialect to add features that support dependency management, testing, documentation and more.
- Kestra - Scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
Docker
- Rancher - RancherOS is a 20mb Linux distro that runs the entire OS as Docker containers.
- Kontena - Application Containers for Masses.
- ImageLayers - Visualize Docker images and the layers that compose them.
- Gockerize - Package golang service into minimal Docker containers.
- Flocker - Easily manage Docker containers & their data.
- 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.
- Rocker-compose - Docker composition tool with idempotency features for deploying apps composed of multiple containers. Deprecated.
- Nomad - Nomad is a cluster manager, designed for both long-lived services and short-lived batch processing workloads.
Datasets
- Realtime
  - Reddit - Real-time data is available including comments, submissions and links posted to reddit.
  - Eventsim - Event data simulator. Generates a stream of pseudo-random events from a set of users, designed to simulate web traffic.
- 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.
Community
- Forums
  - /r/dataengineering - News, tips, and background on Data Engineering.
  - /r/etl - Subreddit focused on ETL.
- Conferences
  - Data Council - Data Council is the first technical conference that bridges the gap between data scientists, data engineers and data analysts.
- Podcasts
  - Data Engineering Podcast - The show about modern data infrastructure.
  - The Data Stack Show - A show where they talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data.
Data Comparison
- datacompy - DataComPy is a Python library that facilitates the comparison of two DataFrames in pandas, Polars, Spark and more. The library goes beyond basic equality checks by providing detailed insights into discrepancies at both row and column levels.
Data Lake Management
- lakeFS - lakeFS is an open source platform that delivers resilience and manageability to object-storage based data lakes.
- Project Nessie - Project Nessie is a Transactional Catalog for Data Lakes with Git-like semantics. Works with Apache Iceberg tables.
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.
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.
Testing
- Data Profiler
  - Grai - A data catalog tool that integrates into your CI system exposing downstream impact testing of data changes. These tests prevent data changes which might break data pipelines or BI dashboards from making it to production.
  - DQOps - An open-source data quality platform for the whole data platform lifecycle from profiling new data sources to applying full automation of data quality monitoring.
  - DataKitchen - Open Source Data Observability for end-to-end Data Journey Observability, data profiling, anomaly detection, and auto-created data quality validation tests.
Profiling
- Data Profiler
  - Data Profiler - The DataProfiler is a Python library designed to make data analysis, monitoring, and sensitive data detection easy.

Programming Languages

Go 15 Java 15 Python 13 C 6 Scala 6 JavaScript 6 C++ 5 Shell 3 Rust 2 Ruby 2

Ecosyste.ms: Awesome

awesome-data-engineering

Databases

Data Ingestion

File System

Serialization format

Stream Processing

Batch Processing

Charts and Dashboards

Workflow

Docker

Datasets

Realtime

Data Dumps

Community

Forums

Conferences

Podcasts

Data Comparison

Data Lake Management

ELK Elastic Logstash Kibana

Monitoring

Prometheus

Testing

Data Profiler

Profiling

Data Profiler