Our Success Stories | Python.org

<!doctype html>    <html class="no-js" lang="en" dir="ltr">  <head>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-TF35YF9CVH"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-TF35YF9CVH'); </script>  <script defer data-domain="python.org" src="https://plausible.io/js/script.js"></script> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <link rel="prefetch" href="//ajax.googleapis.com/ajax/libs/jquery/1.8.2/jquery.min.js"> <link rel="prefetch" href="//ajax.googleapis.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min.js"> <meta name="application-name" content="Python.org"> <meta name="msapplication-tooltip" content="The official home of the Python Programming Language"> <meta name="apple-mobile-web-app-title" content="Python.org"> <meta name="apple-mobile-web-app-capable" content="yes"> <meta name="apple-mobile-web-app-status-bar-style" content="black"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta name="HandheldFriendly" content="True"> <meta name="format-detection" content="telephone=no"> <meta http-equiv="cleartype" content="on"> <meta http-equiv="imagetoolbar" content="false"> <script async src="https://media.ethicalads.io/media/client/v1.4.0/ethicalads.min.js" integrity="sha256-U3hKDidudIaxBDEzwGJApJgPEf2mWk6cfMWghrAa6i0= sha384-UcmsCqcNRSLW/dV3Lo1oCi2/VaurXbib6p4HyUEOeIa/4OpsrnucrugAefzVZJfI sha512-q4t1L4xEjGV2R4hzqCa41P8jrgFUS8xTb8rdNv4FGvw7FpydVj/kkxBJHOiaoxHa8olCcx1Slk9K+3sNbsM4ug==" crossorigin="anonymous" ></script> <script src="/static/js/libs/modernizr.js"></script> <link href="/static/stylesheets/style.08a078d0aa02.css" rel="stylesheet" type="text/css" media="all" title="default" /> <link href="/static/stylesheets/mq.31ede2afc427.css" rel="stylesheet" type="text/css" media="not print, braille, embossed, speech, tty" /> <link href="/static/stylesheets/no-mq.bf0c425cdb73.css" rel="stylesheet" type="text/css" media="screen" />  <link rel="stylesheet" href="//ajax.googleapis.com/ajax/libs/jqueryui/1.12.1/themes/smoothness/jquery-ui.css"> <link rel="icon" type="image/x-icon" href="/static/favicon.ico"> <link rel="apple-touch-icon-precomposed" sizes="144x144" href="/static/apple-touch-icon-144x144-precomposed.png"> <link rel="apple-touch-icon-precomposed" sizes="114x114" href="/static/apple-touch-icon-114x114-precomposed.png"> <link rel="apple-touch-icon-precomposed" sizes="72x72" href="/static/apple-touch-icon-72x72-precomposed.png"> <link rel="apple-touch-icon-precomposed" href="/static/apple-touch-icon-precomposed.png"> <link rel="apple-touch-icon" href="/static/apple-touch-icon-precomposed.png"> <meta name="msapplication-TileImage" content="/static/metro-icon-144x144.png"> <meta name="msapplication-TileColor" content="#3673a5"> <meta name="msapplication-navbutton-color" content="#3673a5"> <title>Our Success Stories | Python.org</title> <meta name="description" content="The official home of the Python Programming Language"> <meta name="keywords" content="Python programming language object oriented web free open source software license documentation download community"> <meta property="og:type" content="website"> <meta property="og:site_name" content="Python.org"> <meta property="og:title" content="Welcome to Python.org"> <meta property="og:description" content="The official home of the Python Programming Language"> <meta property="og:image" content="https://www.python.org/static/opengraph-icon-200x200.png"> <meta property="og:image:secure_url" content="https://www.python.org/static/opengraph-icon-200x200.png"> <meta property="og:url" content="https://www.python.org/success-stories/"> <link rel="author" href="/humans.txt"> <link rel="alternate" type="application/rss+xml" title="Python Enhancement Proposals" href="https://peps.python.org/peps.rss"> <link rel="alternate" type="application/rss+xml" title="Python Job Opportunities" href="https://www.python.org/jobs/feed/rss/"> <link rel="alternate" type="application/rss+xml" title="Python Software Foundation News" href="https://feeds.feedburner.com/PythonSoftwareFoundationNews"> <link rel="alternate" type="application/rss+xml" title="Python Insider" href="https://feeds.feedburner.com/PythonInsider"> <link rel="alternate" type="application/rss+xml" title="Python Releases" href="https://www.python.org/downloads/feed.rss"> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "WebSite", "url": "https://www.python.org/", "potentialAction": { "@type": "SearchAction", "target": "https://www.python.org/search/?q={search_term_string}", "query-input": "required name=search_term_string" } } </script> <script type="text/javascript"> var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-39055973-1']); _gaq.push(['_trackPageview']); (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s); })(); </script> </head> <body class="python success-stories"> <div id="touchnav-wrapper"> <div id="nojs" class="do-not-print"> <p><strong>Notice:</strong> While JavaScript is not essential for this website, your interaction with the content will be limited. Please turn JavaScript on for the full experience. </p> </div>   <div id="top" class="top-bar do-not-print"> <nav class="meta-navigation container" role="navigation"> <div class="skip-link screen-reader-text"> <a href="#content" title="Skip to content">Skip to content</a> </div> <a id="close-python-network" class="jump-link" href="#python-network" aria-hidden="true"> <span aria-hidden="true" class="icon-arrow-down"><span>▼</span></span> Close </a> <ul class="menu" role="tree"> <li class="python-meta current_branch selected"> <a href="/" title="The Python Programming Language" class="current_branch selected">Python</a> </li> <li class="psf-meta "> <a href="https://www.python.org/psf/" title="The Python Software Foundation" >PSF</a> </li> <li class="docs-meta "> <a href="https://docs.python.org" title="Python Documentation" >Docs</a> </li> <li class="pypi-meta "> <a href="https://pypi.org/" title="Python Package Index" >PyPI</a> </li> <li class="jobs-meta "> <a href="/jobs/" title="Python Job Board" >Jobs</a> </li> <li class="shop-meta "> <a href="/community/" >Community</a> </li> </ul> <a id="python-network" class="jump-link" href="#top" aria-hidden="true"> <span aria-hidden="true" class="icon-arrow-up"><span>▲</span></span> The Python Network </a> </nav> </div>  <header class="main-header" role="banner"> <div class="container"> <h1 class="site-headline"> <a href="/"><img class="python-logo" src="/static/img/python-logo.png" alt="python™"></a> </h1> <div class="options-bar-container do-not-print"> <a href="https://psfmember.org/civicrm/contribute/transact?reset=1&id=2" class="donate-button">Donate</a> <div class="options-bar"> <a id="site-map-link" class="jump-to-menu" href="#site-map"><span class="menu-icon">&equiv;</span> Menu</a><form class="search-the-site" action="/search/" method="get"> <fieldset title="Search Python.org"> <span aria-hidden="true" class="icon-search"></span> <label class="screen-reader-text" for="id-search-field">Search This Site</label> <input id="id-search-field" name="q" type="search" role="textbox" class="search-field" placeholder="Search" value="" tabindex="1"> <button type="submit" name="submit" id="submit" class="search-button" title="Submit this Search" tabindex="3"> GO </button>  </fieldset> </form><span class="breaker"></span><div class="adjust-font-size" aria-hidden="true"> <ul class="navigation menu" aria-label="Adjust Text Size on Page"> <li class="tier-1 last" aria-haspopup="true"> <a href="#" class="action-trigger"><strong><small>A</small> A</strong></a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a class="text-shrink" title="Make Text Smaller" href="javascript:;">Smaller</a></li> <li class="tier-2 element-2" role="treeitem"><a class="text-grow" title="Make Text Larger" href="javascript:;">Larger</a></li> <li class="tier-2 element-3" role="treeitem"><a class="text-reset" title="Reset any font size changes I have made" href="javascript:;">Reset</a></li> </ul> </li> </ul> </div><div class="winkwink-nudgenudge"> <ul class="navigation menu" aria-label="Social Media Navigation"> <li class="tier-1 last" aria-haspopup="true"> <a href="#" class="action-trigger">Socialize</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="https://www.linkedin.com/company/python-software-foundation/"><i aria-hidden="true" class="fa fa-linkedin-square"></i>LinkedIn</a></li> <li class="tier-2 element-2" role="treeitem"><a href="https://fosstodon.org/@ThePSF"><span aria-hidden="true" class="icon-mastodon"></span>Mastodon</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/community/irc/"><span aria-hidden="true" class="icon-freenode"></span>Chat on IRC</a></li> <li class="tier-2 element-4" role="treeitem"><a href="https://twitter.com/ThePSF"><span aria-hidden="true" class="icon-twitter"></span>Twitter</a></li> </ul> </li> </ul> </div> <span data-html-include="/authenticated"></span> </div> </div> <nav id="mainnav" class="python-navigation main-navigation do-not-print" role="navigation"> <ul class="navigation menu" role="menubar" aria-label="Main Navigation"> <li id="about" class="tier-1 element-1 " aria-haspopup="true"> <a href="/about/" title="" class="">About</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/about/apps/" title="">Applications</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/about/quotes/" title="">Quotes</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/about/gettingstarted/" title="">Getting Started</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/about/help/" title="">Help</a></li> <li class="tier-2 element-5" role="treeitem"><a href="http://brochure.getpython.info/" title="">Python Brochure</a></li> </ul> </li> <li id="downloads" class="tier-1 element-2 " aria-haspopup="true"> <a href="/downloads/" title="" class="">Downloads</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/downloads/" title="">All releases</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/downloads/source/" title="">Source code</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/downloads/windows/" title="">Windows</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/downloads/macos/" title="">macOS</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/download/other/" title="">Other Platforms</a></li> <li class="tier-2 element-6" role="treeitem"><a href="https://docs.python.org/3/license.html" title="">License</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/download/alternatives" title="">Alternative Implementations</a></li> </ul> </li> <li id="documentation" class="tier-1 element-3 " aria-haspopup="true"> <a href="/doc/" title="" class="">Documentation</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/doc/" title="">Docs</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/doc/av" title="">Audio/Visual Talks</a></li> <li class="tier-2 element-3" role="treeitem"><a href="https://wiki.python.org/moin/BeginnersGuide" title="">Beginner's Guide</a></li> <li class="tier-2 element-4" role="treeitem"><a href="https://devguide.python.org/" title="">Developer's Guide</a></li> <li class="tier-2 element-5" role="treeitem"><a href="https://docs.python.org/faq/" title="">FAQ</a></li> <li class="tier-2 element-6" role="treeitem"><a href="http://wiki.python.org/moin/Languages" title="">Non-English Docs</a></li> <li class="tier-2 element-7" role="treeitem"><a href="https://peps.python.org" title="">PEP Index</a></li> <li class="tier-2 element-8" role="treeitem"><a href="https://wiki.python.org/moin/PythonBooks" title="">Python Books</a></li> <li class="tier-2 element-9" role="treeitem"><a href="/doc/essays/" title="">Python Essays</a></li> </ul> </li> <li id="community" class="tier-1 element-4 " aria-haspopup="true"> <a href="/community/" title="" class="">Community</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/community/diversity/" title="">Diversity</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/community/lists/" title="">Mailing Lists</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/community/irc/" title="">IRC</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/community/forums/" title="">Forums</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/psf/annual-report/2021/" title="">PSF Annual Impact Report</a></li> <li class="tier-2 element-6" role="treeitem"><a href="/community/workshops/" title="">Python Conferences</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/community/sigs/" title="">Special Interest Groups</a></li> <li class="tier-2 element-8" role="treeitem"><a href="/community/logos/" title="">Python Logo</a></li> <li class="tier-2 element-9" role="treeitem"><a href="https://wiki.python.org/moin/" title="">Python Wiki</a></li> <li class="tier-2 element-10" role="treeitem"><a href="/psf/conduct/" title="">Code of Conduct</a></li> <li class="tier-2 element-11" role="treeitem"><a href="/community/awards" title="">Community Awards</a></li> <li class="tier-2 element-12" role="treeitem"><a href="/psf/get-involved/" title="">Get Involved</a></li> <li class="tier-2 element-13" role="treeitem"><a href="/psf/community-stories/" title="">Shared Stories</a></li> </ul> </li> <li id="success-stories" class="tier-1 element-5 " aria-haspopup="true"> <a href="/success-stories/" title="success-stories" class=" current_item selected selected">Success Stories</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/success-stories/category/arts/" title="">Arts</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/success-stories/category/business/" title="">Business</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/success-stories/category/education/" title="">Education</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/success-stories/category/engineering/" title="">Engineering</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/success-stories/category/government/" title="">Government</a></li> <li class="tier-2 element-6" role="treeitem"><a href="/success-stories/category/scientific/" title="">Scientific</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/success-stories/category/software-development/" title="">Software Development</a></li> </ul> </li> <li id="news" class="tier-1 element-6 " aria-haspopup="true"> <a href="/blogs/" title="News from around the Python world" class="">News</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/blogs/" title="Python Insider Blog Posts">Python News</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/psf/newsletter/" title="Python Software Foundation Newsletter">PSF Newsletter</a></li> <li class="tier-2 element-3" role="treeitem"><a href="http://pyfound.blogspot.com/" title="PSF Blog">PSF News</a></li> <li class="tier-2 element-4" role="treeitem"><a href="http://pycon.blogspot.com/" title="PyCon Blog">PyCon US News</a></li> <li class="tier-2 element-5" role="treeitem"><a href="http://planetpython.org/" title="Planet Python">News from the Community</a></li> </ul> </li> <li id="events" class="tier-1 element-7 " aria-haspopup="true"> <a href="/events/" title="" class="">Events</a> <ul class="subnav menu" role="menu" aria-hidden="true"> <li class="tier-2 element-1" role="treeitem"><a href="/events/python-events/" title="">Python Events</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/events/python-user-group/" title="">User Group Events</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/events/python-events/past/" title="">Python Events Archive</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/events/python-user-group/past/" title="">User Group Events Archive</a></li> <li class="tier-2 element-5" role="treeitem"><a href="https://wiki.python.org/moin/PythonEventsCalendar#Submitting_an_Event" title="">Submit an Event</a></li> </ul> </li> </ul> </nav> <div class="header-banner ">  <div class="featured-success-story"> <figure class="blockquote"> <blockquote class="success-quote"> Python allows us to produce maintainable features in record times, with a minimum of developers. </blockquote> <figcaption> <p class="quote-by"><cite>Cuong Do, Software Architect</cite></p> <p class="quote-by-organization">YouTube.com</p> </figcaption> </figure> </div> </div> </div> </header> <div id="content" class="content-wrapper">  <div class="container"> <section class="main-content " role="main"> <div class="row"> <div class="row-title"> <h2 class="widget-title"> <span aria-hidden="true" class="icon-success-stories"></span>Newest success stories </h2> </div> <div class="medium-widget success-story"> <div class="shrubbery"> <h2 class="widget-title"><a href="/success-stories/zama-concrete-ml-simplifying-homomorphic-encryption-for-python-machine-learning/">Zama Concrete ML: Simplifying Homomorphic Encryption for Python Machine Learning</a></h2> <p class="success-quote"> To simplify the adoption of FHE, which involves a complex and resource-intensive technological stack, Zama developed tools that streamline the integration of FHE into applications. Since Python is the de facto standard for building machine learning (ML) applications, it was an obvious choice to create an open-source FHE library in Python. <a class="readmore" href="/success-stories/zama-concrete-ml-simplifying-homomorphic-encryption-for-python-machine-learning/">Read more</a> </p> </div> </div> <div class="medium-widget success-story last"> <div class="shrubbery"> <h2 class="widget-title"><a href="/success-stories/building-robust-codebases-with-pythons-type-annotations/">Building Robust Codebases with Python's Type Annotations</a></h2> <p class="success-quote"> Maintaining our ever-evolving Python codebase poses an intricate challenge: how do we make updates to reflect the changing rules and regulations of 200+ global markets without compromising access to the systems that our engineers and traders use on a daily basis? While an inner layer of shared business logic enables coherency in our codebase performance, it also means small regulatory changes can impact many systems. In this article, Python Engineer John Lekberg details how we use Python type annotations to minimize the time and risk involved in manual verification. <a class="readmore" href="/success-stories/building-robust-codebases-with-pythons-type-annotations/">Read more</a> </p> </div> </div> <div class="medium-widget success-story"> <div class="shrubbery"> <h2 class="widget-title"><a href="/success-stories/building-a-dependency-graph-of-our-python-codebase/">Building a Dependency Graph of Our Python Codebase</a></h2> <p class="success-quote"> Prioritizing cutting-edge speed and supporting the rapid growth of Hudson River Trading’s codebase can have unintended effects that require innovative solutions. For those working on our Python codebase, this means addressing “code tangling,” the coupling of unrelated code through unintuitive import cycles. In this article, George Farcasiu, Noah Kim, Jacob Brugh, and Jiahao Li discuss how they mitigate the cost and time burden of this issue by creating new tools to analyze and untangle dependencies efficiently. <a class="readmore" href="/success-stories/building-a-dependency-graph-of-our-python-codebase/">Read more</a> </p> </div> </div> <div class="medium-widget success-story last"> <div class="shrubbery"> <h2 class="widget-title"><a href="/success-stories/lincoln-loop-building-a-sustainable-business-inspired-by-pythons-ethos/">Lincoln Loop: Building a sustainable business inspired by Python’s ethos</a></h2> <p class="success-quote"> Since its founding in 2007, Lincoln Loop has been building sites for their clients with Python and Django. They credit Python's philosophy of practicality and explicitness, along with the rich ecosystem of open-source libraries available on PyPI, as keys to their success. Additionally, the inclusivity, openness, and strong culture of collaboration in the Python community have enabled the agency to find and hire great people who are lifelong learners. <a class="readmore" href="/success-stories/lincoln-loop-building-a-sustainable-business-inspired-by-pythons-ethos/">Read more</a> </p> </div> </div> </div> <div class="row newest-success-stories"> <div class="row-title"> <h2 class="widget-title"> <span aria-hidden="true" class="icon-success-stories"></span>Newest success stories by category </h2> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Arts</h3> <p><a class="readmore" href="/success-stories/category/arts/">See All</a></p> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Business</h3> <p><a href="/success-stories/lincoln-loop-building-a-sustainable-business-inspired-by-pythons-ethos/">Lincoln Loop: Building a sustainable business inspired by Python’s ethos</a></p> <p><a href="/success-stories/using-python-for-commercial-cloud-backup/">Using Python for commercial cloud backup</a></p> <p><a href="/success-stories/using-python-to-make-unstable-apis-reliable/">Using Python to make unstable APIs reliable</a></p> <p><a href="/success-stories/python-for-financial-machine-learning-at-union-investment/">Python for Financial Machine Learning at Union Investment</a></p> <p><a href="/success-stories/python-in-a-classic-enterprise-setting-hand-rolled-microservices-for-supply-chain-erp/">Python in a classic enterprise setting - hand-rolled microservices for supply chain / ERP</a></p> <p><a class="readmore" href="/success-stories/category/business/">See All</a></p> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Data Science</h3> <p><a href="/success-stories/how-hyperfinity-is-streamlining-its-serverless-architecture-with-snowflakes-snowpark-for-python/">How HyperFinity Is Streamlining Its Serverless Architecture with Snowflake's Snowpark for Python</a></p> <p><a href="/success-stories/reimagining-data-science-with-python-based-operators-in-einblicks-visual-canvas/">Reimagining data science with Python-based operators in Einblick’s visual canvas</a></p> <p><a href="/success-stories/using-python-with-gretelai-to-generate-synthetic-location-data/">Using Python with Gretel.ai to Generate Synthetic Location Data</a></p> <p><a class="readmore" href="/success-stories/category/data-science/">See All</a></p> </div> <div class="small-widget success-story-category last"> <h3 class="widget-title">Education</h3> <p><a href="/success-stories/elementary-school-education-is-it-love-or-just-python/">Elementary school education: Is it love or just Python?</a></p> <p><a href="/success-stories/using-python-to-automate-tedious-tasks/">Using Python to Automate Tedious Tasks</a></p> <p><a href="/success-stories/python-in-the-blind-audio-tactile-mapping-system/">Python in the Blind Audio Tactile Mapping System</a></p> <p><a class="readmore" href="/success-stories/category/education/">See All</a></p> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Engineering</h3> <p><a href="/success-stories/python-for-collaborative-robots/">Python for Collaborative Robots</a></p> <p><a href="/success-stories/abridging-clinical-conversations-using-python/">Abridging clinical conversations using Python</a></p> <p><a href="/success-stories/getting-to-know-python/">Getting to Know Python</a></p> <p><a class="readmore" href="/success-stories/category/engineering/">See All</a></p> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Government</h3> <p><a href="/success-stories/python-powered-crosscompute-report-automation-for-ereliability-tracker-leads-to-cost-and-time-savings-for-the-american-public-power-association-updated-20210526-0900/">Python Powered CrossCompute Report Automation for eReliability Tracker Leads to Cost and Time Savings for the American Public Power Association</a></p> <p><a href="/success-stories/saving-the-world-with-open-data-and-python/">Saving the world with Open Data and Python</a></p> <p><a href="/success-stories/frequentis-taptools-python-in-air-traffic-control/">Frequentis TAPtools® - Python in Air Traffic Control</a></p> <p><a class="readmore" href="/success-stories/category/government/">See All</a></p> </div> <div class="small-widget success-story-category "> <h3 class="widget-title">Scientific</h3> <p><a href="/success-stories/why-python-matters-for-the-vr-community/">Why Python Matters for the VR Community</a></p> <p><a href="/success-stories/python-for-collaborative-drug-discovery/">Python for Collaborative Drug Discovery</a></p> <p><a href="/success-stories/python-to-help-meteorologists/">Python To Help Meteorologists</a></p> <p><a href="/success-stories/python-for-scientific-data-visualization/">Python for Scientific Data Visualization</a></p> <p><a href="/success-stories/simulating-biomolecules-with-python/">Simulating Biomolecules with Python</a></p> <p><a class="readmore" href="/success-stories/category/scientific/">See All</a></p> </div> <div class="small-widget success-story-category last"> <h3 class="widget-title">Software Development</h3> <p><a href="/success-stories/zama-concrete-ml-simplifying-homomorphic-encryption-for-python-machine-learning/">Zama Concrete ML: Simplifying Homomorphic Encryption for Python Machine Learning</a></p> <p><a href="/success-stories/building-robust-codebases-with-pythons-type-annotations/">Building Robust Codebases with Python's Type Annotations</a></p> <p><a href="/success-stories/building-a-dependency-graph-of-our-python-codebase/">Building a Dependency Graph of Our Python Codebase</a></p> <p><a href="/success-stories/bleeding-edge-dependency-testing-using-python/">Bleeding Edge Dependency Testing Using Python</a></p> <p><a href="/success-stories/how-we-created-a-python-development-framework-for-non-developers/">How We Created a Python Development Framework for Non-Developers</a></p> <p><a class="readmore" href="/success-stories/category/software-development/">See All</a></p> </div> <div class="small-widget submit-your-success-story last"> <h3 class="widget-title">Submit Yours!</h3> <p>Python users want to know more about Python in the wild. <a href="/success-stories/create/">Tell us your story</a></p> </div> </div> </section> </div> </div>  <footer id="site-map" class="main-footer" role="contentinfo"> <div class="main-footer-links"> <div class="container"> <a id="back-to-top-1" class="jump-link" href="#python-network"><span aria-hidden="true" class="icon-arrow-up"><span>▲</span></span> Back to Top</a> <ul class="sitemap navigation menu do-not-print" role="tree" id="container"> <li class="tier-1 element-1"> <a href="/about/" >About</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/about/apps/" title="">Applications</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/about/quotes/" title="">Quotes</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/about/gettingstarted/" title="">Getting Started</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/about/help/" title="">Help</a></li> <li class="tier-2 element-5" role="treeitem"><a href="http://brochure.getpython.info/" title="">Python Brochure</a></li> </ul> </li> <li class="tier-1 element-2"> <a href="/downloads/" >Downloads</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/downloads/" title="">All releases</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/downloads/source/" title="">Source code</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/downloads/windows/" title="">Windows</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/downloads/macos/" title="">macOS</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/download/other/" title="">Other Platforms</a></li> <li class="tier-2 element-6" role="treeitem"><a href="https://docs.python.org/3/license.html" title="">License</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/download/alternatives" title="">Alternative Implementations</a></li> </ul> </li> <li class="tier-1 element-3"> <a href="/doc/" >Documentation</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/doc/" title="">Docs</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/doc/av" title="">Audio/Visual Talks</a></li> <li class="tier-2 element-3" role="treeitem"><a href="https://wiki.python.org/moin/BeginnersGuide" title="">Beginner's Guide</a></li> <li class="tier-2 element-4" role="treeitem"><a href="https://devguide.python.org/" title="">Developer's Guide</a></li> <li class="tier-2 element-5" role="treeitem"><a href="https://docs.python.org/faq/" title="">FAQ</a></li> <li class="tier-2 element-6" role="treeitem"><a href="http://wiki.python.org/moin/Languages" title="">Non-English Docs</a></li> <li class="tier-2 element-7" role="treeitem"><a href="https://peps.python.org" title="">PEP Index</a></li> <li class="tier-2 element-8" role="treeitem"><a href="https://wiki.python.org/moin/PythonBooks" title="">Python Books</a></li> <li class="tier-2 element-9" role="treeitem"><a href="/doc/essays/" title="">Python Essays</a></li> </ul> </li> <li class="tier-1 element-4"> <a href="/community/" >Community</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/community/diversity/" title="">Diversity</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/community/lists/" title="">Mailing Lists</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/community/irc/" title="">IRC</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/community/forums/" title="">Forums</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/psf/annual-report/2021/" title="">PSF Annual Impact Report</a></li> <li class="tier-2 element-6" role="treeitem"><a href="/community/workshops/" title="">Python Conferences</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/community/sigs/" title="">Special Interest Groups</a></li> <li class="tier-2 element-8" role="treeitem"><a href="/community/logos/" title="">Python Logo</a></li> <li class="tier-2 element-9" role="treeitem"><a href="https://wiki.python.org/moin/" title="">Python Wiki</a></li> <li class="tier-2 element-10" role="treeitem"><a href="/psf/conduct/" title="">Code of Conduct</a></li> <li class="tier-2 element-11" role="treeitem"><a href="/community/awards" title="">Community Awards</a></li> <li class="tier-2 element-12" role="treeitem"><a href="/psf/get-involved/" title="">Get Involved</a></li> <li class="tier-2 element-13" role="treeitem"><a href="/psf/community-stories/" title="">Shared Stories</a></li> </ul> </li> <li class="tier-1 element-5"> <a href="/success-stories/" title="success-stories">Success Stories</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/success-stories/category/arts/" title="">Arts</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/success-stories/category/business/" title="">Business</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/success-stories/category/education/" title="">Education</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/success-stories/category/engineering/" title="">Engineering</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/success-stories/category/government/" title="">Government</a></li> <li class="tier-2 element-6" role="treeitem"><a href="/success-stories/category/scientific/" title="">Scientific</a></li> <li class="tier-2 element-7" role="treeitem"><a href="/success-stories/category/software-development/" title="">Software Development</a></li> </ul> </li> <li class="tier-1 element-6"> <a href="/blogs/" title="News from around the Python world">News</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/blogs/" title="Python Insider Blog Posts">Python News</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/psf/newsletter/" title="Python Software Foundation Newsletter">PSF Newsletter</a></li> <li class="tier-2 element-3" role="treeitem"><a href="http://pyfound.blogspot.com/" title="PSF Blog">PSF News</a></li> <li class="tier-2 element-4" role="treeitem"><a href="http://pycon.blogspot.com/" title="PyCon Blog">PyCon US News</a></li> <li class="tier-2 element-5" role="treeitem"><a href="http://planetpython.org/" title="Planet Python">News from the Community</a></li> </ul> </li> <li class="tier-1 element-7"> <a href="/events/" >Events</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="/events/python-events/" title="">Python Events</a></li> <li class="tier-2 element-2" role="treeitem"><a href="/events/python-user-group/" title="">User Group Events</a></li> <li class="tier-2 element-3" role="treeitem"><a href="/events/python-events/past/" title="">Python Events Archive</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/events/python-user-group/past/" title="">User Group Events Archive</a></li> <li class="tier-2 element-5" role="treeitem"><a href="https://wiki.python.org/moin/PythonEventsCalendar#Submitting_an_Event" title="">Submit an Event</a></li> </ul> </li> <li class="tier-1 element-8"> <a href="/dev/" >Contributing</a> <ul class="subnav menu"> <li class="tier-2 element-1" role="treeitem"><a href="https://devguide.python.org/" title="">Developer's Guide</a></li> <li class="tier-2 element-2" role="treeitem"><a href="https://github.com/python/cpython/issues" title="">Issue Tracker</a></li> <li class="tier-2 element-3" role="treeitem"><a href="https://mail.python.org/mailman/listinfo/python-dev" title="">python-dev list</a></li> <li class="tier-2 element-4" role="treeitem"><a href="/dev/core-mentorship/" title="">Core Mentorship</a></li> <li class="tier-2 element-5" role="treeitem"><a href="/dev/security/" title="">Report a Security Issue</a></li> </ul> </li> </ul> <a id="back-to-top-2" class="jump-link" href="#python-network"><span aria-hidden="true" class="icon-arrow-up"><span>▲</span></span> Back to Top</a> </div> </div>  <div class="site-base"> <div class="container"> <ul class="footer-links navigation menu do-not-print" role="tree"> <li class="tier-1 element-1"><a href="/about/help/">Help & <span class="say-no-more">General</span> Contact</a></li> <li class="tier-1 element-2"><a href="/community/diversity/">Diversity <span class="say-no-more">Initiatives</span></a></li> <li class="tier-1 element-3"><a href="https://github.com/python/pythondotorg/issues">Submit Website Bug</a></li> <li class="tier-1 element-4"> <a href="https://status.python.org/">Status <span class="python-status-indicator-default" id="python-status-indicator"></span></a> </li> </ul> <div class="copyright"> <p><small> <span class="pre">Copyright ©2001-2024.</span>  <span class="pre"><a href="/psf-landing/">Python Software Foundation</a></span>  <span class="pre"><a href="/about/legal/">Legal Statements</a></span>  <span class="pre"><a href="https://policies.python.org/python.org/Privacy-Notice/">Privacy Notice</a></span>  </small></p> </div> </div> </div> </footer> </div> <script src="//ajax.googleapis.com/ajax/libs/jquery/1.8.2/jquery.min.js"></script> <script>window.jQuery || document.write('<script src="/static/js/libs/jquery-1.8.2.min.js"><\/script>')</script> <script src="//ajax.googleapis.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min.js"></script> <script>window.jQuery || document.write('<script src="/static/js/libs/jquery-ui-1.12.1.min.js"><\/script>')</script> <script src="/static/js/libs/masonry.pkgd.min.js"></script> <script src="/static/js/libs/html-includes.js"></script> <script type="text/javascript" src="/static/js/main-min.f5487accf7ed.js" charset="utf-8"></script>   </body> </html>

CINXE.COM

Our Success Stories | Python.org