Code Monkey home page Code Monkey logo

numaflow's Introduction

Numaflow

Go Report Card slack GoDoc License Release Version CII Best Practices

Summary

Numaflow is a Kubernetes-native tool for running massively parallel stream processing. A Numaflow Pipeline is implemented as a Kubernetes custom resource and consists of one or more source, data processing, and sink vertices.

Numaflow installs in a few minutes and is easier and cheaper to use for simple data processing applications than a full-featured stream processing platforms.

Use Cases

  • Real-time data analytics applications.
  • Event driven applications such as anomaly detection, monitoring, and alerting.
  • Streaming applications such as data instrumentation and data movement.
  • Workflows running in a streaming manner.

Key Features

  • Kubernetes-native: If you know Kubernetes, you already know how to use Numaflow.
  • Language agnostic: Use your favorite programming language.
  • Exactly-Once semantics: No input element is duplicated or lost even as pods are rescheduled or restarted.
  • Auto-scaling with back-pressure: Each vertex automatically scales from zero to whatever is needed.

Data Integrity Guarantees:

  • Minimally provide at-least-once semantics
  • Provide exactly-once semantics for unbounded and near real-time data sources
  • Preserving order is not required

Roadmap

  • Numaflow UI with CRUD and 1.0 Release (11/01/2023)

Demo

Numaflow Demo

Resources

numaflow's People

Contributors

whynowy avatar yhl25 avatar vigith avatar keranyang avatar jy4096 avatar github-actions[bot] avatar veds-g avatar dependabot[bot] avatar krithika3 avatar juliev0 avatar dpadhiar avatar dseapy avatar kohlisid avatar xdevxy avatar ashwinidulams avatar edlee2121 avatar darshansimha avatar mshakira avatar jasonzeshengchen avatar bbehnke avatar tczhao avatar qhuai avatar joelcomp1 avatar alexanghh avatar testwill avatar bpcarey01 avatar aruwanip avatar vishalsoni07 avatar tasneemkoushar avatar si3nloong avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.