manuzhang/awesome-streaming

Big Data 3 months ago 1.9k

a curated list of awesome streaming frameworks, applications, etc

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Oct 30th, 2021

Website

Readings

Data Pipelines with Apache Airflow by Bas P. Harenslak and Julian Rutger de Ruiter

Oct 6th, 2021

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Streaming Library

YoMo stars729 [Go] - An open source Streaming Serverless Framework for building Low-latency Geo-distributed system. YoMo Built atop QUIC Transport Protocol and Functional Reactive Programming interface.

Oct 4th, 2021

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Data Pipeline

fluvio stars855 [Rust/WASM] - Real-time programmable data streaming platform with in-line computation capabilities.

Oct 2nd, 2021

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Readings

Streaming Systems: The What, Where, When, and How of Large-Scale Data Processing by Reuven Lax, Slava Chernyak, and Tyler Akidau

Sep 22nd, 2021

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Streaming Engine

Scramjet Transform Hub stars36 [JavaScript/Node.js] - data processing engine for running multiple data processing apps (sequences) written in JavaScript or TypeScript

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Streaming Library

Scramjet Framework stars210 - functional reactive stream programming framework written on top of Node.js object streams.

May 7th, 2021

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Streaming Engine

Apache Ballista [Rust] - distributed compute platform powered by Apache Arrow.

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Data Pipeline

StreamSets Data Collector stars37 [Java] - continuous big data ingestion infrastructure that reads from and writes to a large number of end-points, including S3, JDBC, Hadoop, Kafka, Cassandra and many others.

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Streaming SQL

Siddhi stars1.3k [Java] - A cloud native Streaming and Complex Event Processing engine that understands Streaming SQL queries in order to capture events from diverse data sources, process them, detect complex conditions, and publish output to various endpoints in real time.

Apr 1st, 2021

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Streaming SQL

Materialize [Rust] - A source-available streaming SQL engine for maintaining materialized views on data from message brokers and databases.

ksqlDB stars4.7k [Java] - A cloud-native, source-available database purpose-built for stream processing applications

Feb 21st, 2021

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Streaming Engine

Maki Nage stars18 [Python] - A stream processing framework for data scientists, based on Kafka and ReactiveX.

Aug 12th, 2020

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Streaming Library

Tributary stars292 [Python] - A python library for constructing dataflow graphs. Supports synchronous, reactive data streams built using python generators that mimic complex event processors, as well as lazily-evaluated acyclic graphs and functional currying streams.

Jun 12th, 2020

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Readings

Grokking Streaming Systems by Josh Fischer & Ning Wang

May 7th, 2020

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Data Pipeline

RudderStack stars2.9k [Go] - an open source customer data infrastructure (segment, mparticle alternative).

Apr 30th, 2020

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Data Pipeline

Gazette stars307 [golang] - Distributed streaming infrastructure built on cloud storage which makes it easy to mix and match batch and streaming paradigms.

Dec 30th, 2019

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IoT

Apache StreamPipes stars282 [Java] - a self-service (Industrial) IoT toolbox to enable non-technical users to connect, analyze and explore IoT data streams.

Dec 10th, 2019

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Streaming Engine

Apache Heron (incubating)stars3.6k [Java] - a realtime, distributed, fault-tolerant stream processing engine from Twitter.

Oct 26th, 2019

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Streaming Engine

mantis stars1.2k [Java] - Netflix's platform to build an ecosystem of realtime stream processing applications

Oct 25th, 2019

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Data Pipeline

LogDevice [C++] - a high-performant distributed system by Facebook for streaming and storing sequential data, using a log structure.

Oct 10th, 2019

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DSL

Apache Beam stars5.2k [Java, Python, SQL, Scala, Go] - unified model and set of language-specific SDKs for defining and executing data processing workflows, and also data ingestion and integration flows, supporting Enterprise Integration Patterns (EIPs) and Domain Specific Languages (DSLs), open sourced by Google.

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Closed Source

Cloud Dataflow[Java, Python, SQL, Scala] - Google's managed stream and batch data processing engine. Supports running Beam pipelines.

Sep 8th, 2019

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Streaming Library

Stream Ops stars45 [Java] - A fully embeddable data streaming engine and stream processing API for Java.

Aug 27th, 2019

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Streaming Engine

Gearpump stars754 [Scala] - lightweight real-time distributed streaming engine built on Akka.

Aug 11th, 2019

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Streaming Library

Streamz stars1k [Python] - A lightweight library for building pipelines to manage continuous streams of data; supports complex pipelines that involve branching, joining, flow control, feedback, back pressure, and so on.

Jul 23rd, 2019

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Online Machine Learning

streamDM stars467 [Scala] - mining Big Data streams using Spark Streaming from Huawei.

StormCV stars165 [Java] - enables the use of Apache Storm for video processing by adding computer vision (CV) specific operations and data model.

trident-ml stars385 [Java] - realtime online machine learning library based on Trident.

yurita stars104 [Scala] - Anomaly detection framework built on Spark Structured Streaming from Paypal.

Jul 22nd, 2019

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Data Pipeline

brooklin stars737 [Java] - a distributed system intended for streaming data between various heterogeneous source and destination systems with high reliability and throughput at scale from Linkedin (replaced databus).

Jul 14th, 2019

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Streaming SQL

StreamCQL stars0 [Java] - Continuous Query Language on RealTime Computation System.

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Closed Source

Amazon Kinesis Streams [Java] - real-time, fully managed and scalable data stream engine provided by AWS.

Azure Stream Analytics [.NET] a massively scalable, fully managed, real-time, data stream engine provided by Microsoft Azure.

concord [C++] - a distributed stream processing framework built in C++ on top of Apache.

IBM Streams [Python/Java/Scala] - platform for distributed processing and real-time analytics. Provides toolkits for advanced analytics like geospatial, time series, etc. out of the box.

jubatus [C++] - distributed processing framework and streaming machine learning library.

millwheel - framework for building low-latency data-processing applications that is widely used at Google.

Apr 10th, 2019

Website

Streaming Engine

Apache Apex stars346 [Java] - unified platform for big data stream and batch processing.

Apache Flink stars18k [Java] - system for high-throughput, low-latency data stream processing that supports stateful computation, data-driven windowing semantics and iterative stream processing.

Apache Samza stars719 [Scala/Java] - distributed stream processing framework that build on Kafka(messaging, storage) and YARN(fault tolerance, processor isolation, security and resource management).

Apache Spark Streaming stars31.9k [Scala] - makes it easy to build scalable fault-tolerant streaming applications.

Apache Storm stars6.3k [Clojure/Java] - distributed real-time computation system. Storm is to stream processing what Hadoop is to batch processing.

AthenaX stars1.2k [Java] - Uber's Stream Analytics Framework used in production

Faust stars6k [Python] - stream processing library, porting the ideas from Kafka Streams to Python

Hazelcast Jet stars965 [Java] - A general purpose distributed data processing engine, built on top of Hazelcast.

hailstorm stars87 [Haskell] - distributed stream processing with exactly-once semantics based on Storm.

mupd8(muppet)stars126 [Scala/Java] - mapReduce-style framework for processing fast/streaming data.

Onyx stars2k [Clojure] - Distributed, masterless, high performance, fault tolerant data processing.

s4 stars40 [Java] - general-purpose, distributed, scalable, fault-tolerant, pluggable platform that allows programmers to easily develop applications for processing continuous unbounded streams of data.

SABER stars40 [Java/C] - Window-Based Hybrid CPU/GPU Stream Processing Engine.

SPQR stars27 [Java] - dynamic framework for processing high volumn data streams through pipelines.

tigon stars276 [C++/Java] - high throughput real-time streaming processing framework built on Hadoop and HBase.

Teknek stars7 [Java] - Simple elegant stream processing with interactive prototying shell SOL (Stream Operator Language)

Website

Streaming Library

Apache Kafka Streams stars21k [Java] - lightweight stream processing library included in Apache Kafka (since 0.10 version).

Akka Streams stars12k [Scala] - stream processing library on Akka Actors.

Benthos stars3.9k [Go] - Benthos is a high performance and resilient message streaming service, able to connect various sources and sinks and perform arbitrary actions, transformations and filters on payloads

FS2(prev. 'Scalaz-Stream')stars2k [Scala] - Compositional, streaming I/O library for Scala.

monix stars1.8k [Scala] - high-performance Scala / Scala.js library for composing asynchronous and event-based programs.

Streamline stars155 [Java] - Stream Analytics Framework by Hortonworks, designed as a wrapper around existing streaming solutions like Storm. Aimed to allow users to drag-and-drop streaming components to focus on business logic.

StreamAlert stars2.7k [Python] - Airbnb's Real-time Data Analysis and Alerting.

Swave stars174 [Scala] - A lightweight Reactive Streams Infrastructure Toolkit for Scala.

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Streaming Application

straw stars99 [Python/Java] - A platform for real-time streaming search.

storm-crawler stars737 [Java] - Web crawler SDK based on Apache Storm.

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IoT

sensorbee stars210 [Go] - lightweight stream processing engine for IoT.

Apache Edgent stars204 [Java] - a programming model and runtime that enables continuous streaming analytics on gateways and edge devices which can work with centralized systems to provide efficient and timely analytics across the whole IoT ecosystem: from the center to the edge, opens sourced by IBM.

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DSL

coast stars59 [Scala] - a DSL that builds DAGs on top of Samza and provides exactly-once semantics.

Esper stars722 [Java] - component for complex event processing (CEP) and event series analysis.

Streamparse stars1.4k [Python] - lets you run Python code against real-time streams of data via Apache Storm.

summingbird stars2.1k [Scala] - library that lets you write MapReduce programs that look like native Scala or Java collection transformations and execute them on a number of well-known distributed MapReduce platforms, including Storm and Scalding.

Website

Data Pipeline

Apache Kafka stars21k [Scala/Java] - distributed, partitioned, replicated commit log service, which provides the functionality of a messaging system, but with a unique design.

Apache Pulsar stars10.3k [Java] - distributed pub-sub messaging platform with a very flexible messaging model and an intuitive client API.

camus stars881 [Java] - Linkedin's Kafka -> HDFS pipeline.

databus stars3.4k [Java] - Linkedin's source-agnostic distributed change data capture system.

flume stars2.2k [Java] - distributed, reliable, and available service for efficiently collecting, aggregating, and moving large amounts of log data.

metaq stars1.3k [Java] - Taobao's high available, high performance distributed messaging system

NATS streaming stars2.3k [Go] - fast disk-backed messaging solution

nsq stars20.9k [Go] - realtime distributed messaging platform designed to operate at scale, handling billions of messages per day.

suro stars767 [Java] - data pipeline service for collecting, aggregating, and dispatching large volume of application events including log data.

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Online Machine Learning

Apache Samoa stars237 [Java] - distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms.

DataSketches stars756 [Java] - sketches library from Yahoo!.

StreamingBandit stars74 [Python] - Provides a webserver to quickly setup and evaluate possible solutions to contextual multi-armed bandit (cMAB) problems.

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Streaming SQL

pipelinedb stars2.4k [C] - An open-source relational database that runs SQL queries continuously on streams, incrementally storing results in tables.

squall stars266 [Java] - Squall executes SQL queries on top of Storm for doing online processing.

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Benchmark

storm-perf-test stars78 [Java] - a simple storm performance/stress test.

streaming-benchmarks stars558 [Java] - Benchmarks for Low Latency (Streaming) solutions including Apache Storm, Apache Spark, Apache Flink, etc.

flotilla stars232 [Go] - Automated message queue orchestration for scaled-up benchmarking.

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Toolkit

akka stars12k [Scala] - toolkit and runtime for building highly concurrent, distributed, and resilient message-driven application on the JVM.

pulsar stars1.9k [Python] - Actor based event driven concurrent framework for Python.

aeron stars5.8k [Java/C++] - efficient reliable unicast and multicast message transport.

StreamFlow stars242 [Java] - stream processing tool designed to help build and monitor processing workflows.

samza-luwak stars99 [Java] - uses Luwak, a stored-query engine built on Lucene, to implement full-text search on streams.

Turbine stars823 [Java] - tool for aggregating streams of Server-Sent Event (SSE) JSON data into a single stream.

Jun 13th, 2016

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Readings

Real Time Analytics: Algorithms and Systems (VLDB 2015)

Feb 13th, 2016

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Readings

In-Stream Big Data Processing

The world beyond batch: Streaming 101 by Tyler Akidau.

Last Checked At: 2022-01-24T04:20:37.504Z

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Recently Updated

Platforms

Programming Languages

Front-End Development

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Big Data

Theory

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Development Environment

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Learn

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manuzhang/awesome-streaming

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Readings

Oct 6th, 2021

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Streaming Library

Oct 4th, 2021

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Data Pipeline

Oct 2nd, 2021

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Readings

Sep 22nd, 2021

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Streaming Engine

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Streaming Library

May 7th, 2021

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Streaming Engine