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GeezerVison is showing beam.apache.org — Apache Beam®

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Machine Learning Machine Learning

Introducing Apache Beam

The Unified Apache Beam Model

The easiest way to do batch and streaming data processing. Write once, run anywhere data processing for mission-critical production workloads.

Introducing Apache Beam

The Unified Apache Beam Model

The easiest way to do batch and streaming data processing. Write once, run anywhere data processing for mission-critical production workloads.

Learn more
Java Quickstart
Python Quickstart
Go Quickstart
Try Playground
Tour of Beam

How Does It Work?

Data Sourcing

Beam reads your data from a diverse set of supported sources, no matter if it’s on-prem or in the cloud.

Data Processing

Beam executes your business logic for both batch and streaming use cases.

Data Writing

Beam writes the results of your data processing logic to the most popular data sinks in the industry.

Apache Beam Features

Unified

A simplified, single programming model for both batch and streaming use cases for every member of your data and application teams.

Extensible

Apache Beam is extensible, with projects such as TensorFlow Extended and Apache Hop built on top of Apache Beam.

Portable

Execute pipelines on multiple execution environments (runners), providing flexibility and avoiding lock-in.

Open Source

Open, community-based development and support to help evolve your application and meet the needs of your specific use cases.

Write Once, Run Anywhere
Flink
Spark
Google Cloud Dataflow
Samza
Twister2
FlareDB Runner
Amazon Kinesis Data Analytics
Create Multi-language Pipelines
Python
Java
Go
Typescript
Scala
YAML
SQL

Try Beam Playground

Beam Playground is an interactive environment to try out Beam transforms and examples without having to install Apache Beam in your environment. You can try the Apache Beam examples at Beam Playground.



beam playground
Case Studies Powered by Apache Beam
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Apache Beam fuels LinkedIn’s streaming infrastructure, processing 4 trillion events daily through 3K+ pipelines in near-real time. Beam enabled unified pipelines, yielding 2x cost savings and remarkable improvements for many use cases.
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With Apache Beam, OCTO accelerated the migration of one of France’s largest grocery retailers to streaming processing for transactional data, achieving 5x reduced infrastructure costs and 4x improved performance.
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HSBC leveraged Apache Beam as a computational platform and a risk engine that enabled 100x scaling, 2x faster performance, and simplified data distribution for assessing and managing XVA and counterparty credit risk at HSBC’s global scale.
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Apache Beam supports Project Shield’s mission to protect freedom of speech and make the web a safer space by enabling ~2x streaming efficiency at >10,000 QPS and real-time visibility into attack data for their >3K customers.
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Apache Beam powers the Booking.com global ad bidding for performance marketing and scans 2PB+ of data daily, accelerating processing by an eye-opening 36x and expediting time-to-market by as much as 4x.
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Apache Beam has future-proofed Credit Karma’s data and ML platform for scalability and efficiency, enabling MLOps with unified pipelines, processing 5-10 TB daily at 5K events per second, and managing 20K+ ML features.
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Apache Beam enabled Albertsons to standardize ingestion into a resilient and portable framework, delivering 99.9% reliability at enterprise scale across both real-time signals and core business data.
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Apache Beam is a central component to Intuit’s Stream Processing Platform, which has driven 3x faster time-to-production for authoring a stream processing pipeline.
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Apache Beam enabled real-time ML streaming feature generation and model execution playing a pivotal role in optimizing Lyft’s Marketplace ML predictions, processing ~4mil events per minute to generate ~100 features.
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Seznam, a Czech search engine, has been an early contributor and adopter of Apache Beam, and they migrated several petabyte-scale workloads to Apache Beam pipelines.
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Palo Alto Networks, Inc. is a global cybersecurity leader that uses Apache Beam to process ~10 millions of security log events per second for their real-time streaming infrastructure.
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Apache Beam provides Ricardo, a leading Swiss second hand marketplace, with a scalable and reliable data processing framework that supports fundamental business scenarios and enables real-time and ML data processing.
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Apache Hop, an open-source data orchestration platform, uses Apache Beam to “design once, run anywhere” and creates a value-add for Apache Beam users by enabling visual pipeline development and lifecycle management.
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At Yelp, Apache Beam allows teams to create custom streaming pipelines using Python, eliminating the need to switch to Scala or Java.
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Accenture Baltics uses Apache Beam on Google Cloud to build a robust data processing infrastructure for a sustainable energy leader.They use Beam to democratize data access, process data in real-time, and handle complex ETL tasks.
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Akvelon built Beam-based solutions for Protegrity and a major North American credit reporting company, enabling tokenization with Dataflow Flex Templates and reducing infrastructure and deployment complexity.
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With Apache Beam and Dataflow, Credit Karma achieved a 99% uptime for critical data pipelines, a significant jump from 80%. This reliability, coupled with faster development (1 engineer vs. 3 estimated), has been crucial for enabling real-time financial insights for our more than 140 million members.
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Apache Beam lets us build explainability once and run it across every model in our portfolio. We own the execution, the debuggability, and the scale — without paying for idle infrastructure between runs.
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Stay Up To Date with Beam

blog & release

2026/10/07

Apache Beam 2.77.0

Vitalii Terentev

blog & update

2026/09/30

Beam modernization at project 10-year mark

Yi Hu

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