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<!doctype html><html lang=en class=no-js><head><meta charset=utf-8><meta http-equiv=x-ua-compatible content="IE=edge"><meta name=viewport content="width=device-width,initial-scale=1"><title>An Interactive Overview of Beam</title><meta name=description content="Apache Beam is an open source, 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). Dataflow pipelines simplify the mechanics of large-scale batch and streaming data processing and can run on a number of runtimes like Apache Flink, Apache Spark, and Google Cloud Dataflow (a cloud service). Beam also brings DSL in different languages, allowing users to easily implement their data integration processes."><link href="https://fonts.googleapis.com/css?family=Roboto:100,300,400,500,700" rel=stylesheet><link rel=preload href=/scss/main.min.408fddfe3e8a45f87a5a8c9a839d77db667c1c534e5e5cd0d957ffc3dd6c14cf.css as=style><link href=/scss/main.min.408fddfe3e8a45f87a5a8c9a839d77db667c1c534e5e5cd0d957ffc3dd6c14cf.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-2.2.4.min.js></script><style>.body__contained img{max-width:100%}</style><script type=text/javascript src=/js/bootstrap.min.2979f9a6e32fc42c3e7406339ee9fe76b31d1b52059776a02b4a7fa6a4fd280a.js defer></script>
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<script>function showSearch(){addPlaceholder();var e,t=document.querySelector(".searchBar");t.classList.remove("disappear"),e=document.querySelector("#iconsBar"),e.classList.add("disappear")}function addPlaceholder(){$("input:text").attr("placeholder","What are you looking for?")}function endSearch(){var e,t=document.querySelector(".searchBar");t.classList.add("disappear"),e=document.querySelector("#iconsBar"),e.classList.remove("disappear")}function blockScroll(){$("body").toggleClass("fixedPosition")}function openMenu(){addPlaceholder(),blockScroll()}</script><div class="clearfix container-main-content"><div class="section-nav closed" data-offset-top=90 data-offset-bottom=500><span class="section-nav-back glyphicon glyphicon-menu-left"></span><nav><ul class=section-nav-list data-section-nav><li><span class=section-nav-list-main-title>Get started</span></li><li><a href=/get-started/beam-overview/>Beam Overview</a></li><li><a href=/get-started/an-interactive-overview-of-beam/>An Interactive Overview of Beam</a></li><li><span class=section-nav-list-title>Quickstarts</span><ul class=section-nav-list><li><a href=https://tour.beam.apache.org>Tour of Beam</a></li><li><a href=/get-started/try-apache-beam/>Try Apache Beam</a></li><li><a href=/get-started/try-beam-playground/>Try Beam Playground</a></li><li><a href=/get-started/quickstart/java/>Java quickstart</a></li><li><a href=/get-started/quickstart/python/>Python quickstart</a></li><li><a href=/get-started/quickstart/go/>Go quickstart</a></li><li><a href=/get-started/quickstart/typescript/>Typescript quickstart</a></li><li><a href=/get-started/from-spark/>Apache Spark</a></li><li><a href=/get-started/quickstart-java/>WordCount (Java)</a></li><li><a href=/get-started/quickstart-py/>WordCount (Python)</a></li><li><a href=/get-started/quickstart-go/>WordCount (Go)</a></li></ul></li><li><a href=/get-started/downloads>Install the SDK</a></li><li><span class=section-nav-list-title>Tutorials</span><ul class=section-nav-list><li><a href=/get-started/wordcount-example/>WordCount</a></li><li><a href=/get-started/mobile-gaming-example/>Mobile Gaming</a></li></ul></li><li class=section-nav-item--collapsible><span class=section-nav-list-title>Learning resources</span><ul class=section-nav-list><li><a href=/get-started/resources/learning-resources/#getting-started>Getting Started</a></li><li><a href=/get-started/resources/learning-resources/#articles>Articles</a></li><li><a href=/get-started/resources/learning-resources/#videos>Videos</a></li><li><a href=/get-started/resources/learning-resources/#courses>Courses</a></li><li><a href=/get-started/resources/learning-resources/#books>Books</a></li><li><a href=/get-started/resources/learning-resources/#certifications>Certifications</a></li><li><a href=/get-started/resources/learning-resources/#interactive-labs>Interactive Labs</a></li><li><a href=/get-started/resources/learning-resources/#beam-katas>Beam Katas</a></li><li><a href=/get-started/resources/learning-resources/#code-examples>Code Examples</a></li><li><a href=/get-started/resources/learning-resources/#api-reference>API Reference</a></li><li><a href=/get-started/resources/learning-resources/#feedback-and-suggestions>Feedback and Suggestions</a></li><li><a href=/get-started/resources/learning-resources/#how-to-contribute>How to Contribute</a></li><li><a href=/get-started/resources/videos-and-podcasts>Videos and Podcasts</a></li></ul></li><li><a href=/security>Security</a></li></ul></nav></div><nav class="page-nav clearfix" data-offset-top=90 data-offset-bottom=500><nav id=TableOfContents><ul><li><a href=#get-started>Get started</a><ul><li><a href=#learn-the-basics>Learn the basics</a></li><li><a href=#reading-and-writing-data>Reading and writing data</a></li><li><a href=#windowing>Windowing</a></li><li><a href=#dataframes>DataFrames</a></li></ul></li><li><a href=#transforms>Transforms</a><ul><li><a href=#element-wise-transforms>Element-wise transforms</a><ul><li><a href=#map>Map</a></li><li><a href=#flatmap>FlatMap</a></li><li><a href=#filter>Filter</a></li><li><a href=#partition>Partition</a></li><li><a href=#pardo>ParDo</a></li></ul></li></ul></li></ul></nav></nav><div class="body__contained body__section-nav"><h1 id=an-interactive-overview-of-beam>An Interactive Overview of Beam</h1><p>Here you can find a collection of the interactive notebooks available for Apache Beam, which are hosted in
<a href=https://colab.research.google.com>Colab</a>.
The notebooks allow you to interactively play with the code and see how your changes affect the pipeline.
You don&rsquo;t need to install anything or modify your computer in any way to use these notebooks.</p><p>You can also <a href=/get-started/try-apache-beam>try an Apache Beam pipeline</a> using the Java, Python, and Go SDKs.</p><h2 id=get-started>Get started</h2><h3 id=learn-the-basics>Learn the basics</h3><p>In this notebook we go through the basics of what is Apache Beam and how to get started.
We learn what is a data pipeline, a PCollection, a PTransform, as well as some basic transforms like <code>Map</code>, <code>FlatMap</code>, <code>Filter</code>, <code>Combine</code>, and <code>GroupByKey</code>.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/interactive-overview/getting-started.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h3 id=reading-and-writing-data>Reading and writing data</h3><p>In this notebook we go through some examples on how to read and write data to and from different data formats.
We introduce the built-in <code>ReadFromText</code> and <code>WriteToText</code> transforms.
We also see how we can read from CSV files, read from a SQLite database, write fixed-sized batches of elements, and write windows of elements.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/interactive-overview/reading-and-writing-data.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h3 id=windowing>Windowing</h3><p>In this notebook we go through how to aggregate data based on time intervals, or in streaming pipelines.
We introduce the <code>GlobalWindow</code>, <code>FixedWindows</code>, <code>SlidingWindows</code>, and <code>Sessions</code>.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/interactive-overview/windowing.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h3 id=dataframes>DataFrames</h3><p>Beam DataFrames provide a pandas-like <a href=https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html>DataFrame</a>
API to declare Beam pipelines.
To learn more about Beam DataFrames, take a look at the
<a href=/documentation/dsls/dataframes/overview>Beam DataFrames overview</a> page.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/interactive-overview/dataframes.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h2 id=transforms>Transforms</h2><p>Check the <a href=/documentation/transforms/python/overview/>Python transform catalog</a>
for a complete list of the available transforms.</p><h3 id=element-wise-transforms>Element-wise transforms</h3><h4 id=map>Map</h4><p>Applies a simple one-to-one mapping function over each element in the collection.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/map-py.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h4 id=flatmap>FlatMap</h4><p>Applies a simple one-to-many mapping function over each element in the collection. The many elements are flattened into the resulting collection.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/flatmap-py.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h4 id=filter>Filter</h4><p>Given a predicate, filter out all elements that don’t satisfy that predicate.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/filter-py.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h4 id=partition>Partition</h4><p>Separates elements in a collection into multiple output collections.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/partition-py.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><h4 id=pardo>ParDo</h4><p>A transform for generic parallel processing. It&rsquo;s recommended to use <code>Map</code>, <code>FlatMap</code>, <code>Filter</code> or other more specific transforms when possible.</p><table align=left><td><a class=button target=_blank href=https://colab.research.google.com/github/apache/beam/blob/master/examples/notebooks/documentation/transforms/python/elementwise/pardo-py.ipynb><img alt="Run in Colab" width=32px height=32px src=https://github.com/googlecolab/open_in_colab/raw/master/images/icon32.png>
Run in Colab</a></td></table><p><br><br><br><br></p><div class=feedback><p class=update>Last updated on 2024/05/18</p><h3>Have you found everything you were looking for?</h3><p class=description>Was it all useful and clear? Is there anything that you would like to change? Let us know!</p><button class=load-button><a href="https://docs.google.com/forms/d/e/1FAIpQLSfID7abne3GE6k6RdJIyZhPz2Gef7UkpggUEhTIDjjplHuxSA/viewform?usp=header_link" target=_blank>SEND FEEDBACK</a></button></div></div></div><footer class=footer><div class=footer__contained><div class=footer__cols><div class="footer__cols__col footer__cols__col__logos"><div class=footer__cols__col__logo><img src=/images/beam_logo_circle.svg class=footer__logo alt="Beam logo"></div><div class=footer__cols__col__logo><img src=/images/apache_logo_circle.svg class=footer__logo alt="Apache logo"></div></div><div class=footer-wrapper><div class=wrapper-grid><div class=footer__cols__col><div class=footer__cols__col__title>Start</div><div class=footer__cols__col__link><a href=/get-started/beam-overview/>Overview</a></div><div class=footer__cols__col__link><a href=/get-started/quickstart-java/>Quickstart (Java)</a></div><div class=footer__cols__col__link><a href=/get-started/quickstart-py/>Quickstart (Python)</a></div><div class=footer__cols__col__link><a href=/get-started/quickstart-go/>Quickstart (Go)</a></div><div class=footer__cols__col__link><a href=/get-started/downloads/>Downloads</a></div></div><div class=footer__cols__col><div class=footer__cols__col__title>Docs</div><div class=footer__cols__col__link><a href=/documentation/programming-guide/>Concepts</a></div><div class=footer__cols__col__link><a href=/documentation/pipelines/design-your-pipeline/>Pipelines</a></div><div class=footer__cols__col__link><a href=/documentation/runners/capability-matrix/>Runners</a></div></div><div class=footer__cols__col><div class=footer__cols__col__title>Community</div><div class=footer__cols__col__link><a href=/contribute/>Contribute</a></div><div class=footer__cols__col__link><a href=https://projects.apache.org/committee.html?beam target=_blank>Team<img src=/images/external-link-icon.png width=14 height=14 alt="External link."></a></div><div class=footer__cols__col__link><a href=/community/presentation-materials/>Media</a></div><div class=footer__cols__col__link><a href=/community/in-person/>Events/Meetups</a></div><div class=footer__cols__col__link><a href=/community/contact-us/>Contact Us</a></div></div><div class=footer__cols__col><div class=footer__cols__col__title>Resources</div><div class=footer__cols__col__link><a href=/blog/>Blog</a></div><div class=footer__cols__col__link><a href=https://github.com/apache/beam>GitHub</a></div></div></div><div class=footer__bottom>&copy;
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