{"id":170428,"date":"2023-09-10T14:11:29","date_gmt":"2023-09-10T13:11:29","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=170428"},"modified":"2023-10-30T19:59:08","modified_gmt":"2023-10-30T18:59:08","slug":"apache-airflow-a-comprehensive-guide-to-workflow-orchestration","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/apache-airflow-a-comprehensive-guide-to-workflow-orchestration","title":{"rendered":"Apache Airflow: A Comprehensive Guide to Workflow Orchestration"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"170428\" class=\"elementor elementor-170428\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4179bc97 e-flex e-con-boxed e-con\" data-id=\"4179bc97\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-498e10a5 elementor-widget elementor-widget-heading\" data-id=\"498e10a5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">An Apache Airflow training helps you master the open-source workflow orchestration platform. Explore the reasons and methods to become proficient in this essential tool for Data Scientists, Data Engineers, and Machine Learning Engineers.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a2e2170 e-flex e-con-boxed e-con\" data-id=\"4a2e2170\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65df65c1 elementor-widget elementor-widget-text-editor\" data-id=\"65df65c1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><strong>Apache Airflow<\/strong> is a workflow engine and orchestration tool that allows you to schedule and execute complex <a href=\"https:\/\/datascientest.com\/en\/all-about-data-pipeline\">data pipelines.<\/a><\/p><p>With this open-source tool, you can be confident that each task in the pipeline will be executed in the correct order and has the necessary resources. This platform is a must-have for Data Engineering, <a href=\"https:\/\/datascientest.com\/en\/data-science-distance-learning-unlock-your-potential\">Data Science<\/a>, and Machine Learning.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23a5fde7 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"23a5fde7\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/Az12YfF_bmI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3cd52384 e-flex e-con-boxed e-con\" data-id=\"3cd52384\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e00937d elementor-widget elementor-widget-heading\" data-id=\"e00937d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why learn to use Apache Airflow?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52c9205e elementor-widget elementor-widget-text-editor\" data-id=\"52c9205e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Automation has become a critical<\/strong> focus in all industries, enabling companies to increase their productivity and competitiveness.<\/p><p>It&#8217;s essential to automate as many tasks as possible to avoid manually repeating the same procedures. For example, in engineering, data science, and the field of Machine Learning, collecting data from multiple databases can be automated using <strong>Apache Airflow.<\/strong><\/p><p>In general, this tool allows for the management and automation of the <a href=\"https:\/\/datascientest.com\/en\/dataflow-power-bi-everything-you-need-to-know-about-the-self-service-etl-tool\">data ETL (extraction, transformation, loading)<\/a> process at the core of Data Engineering and Data Science tasks. Similarly, Airflow enables the scheduling and automation of Machine Learning pipelines.<\/p><p>Airflow is ideal for orchestrating Data Science and Machine Learning workflows, thanks to its numerous monitoring, sensing, and customization features. Additionally, this solution is integrated with major Big Data services like Hadoop and Spark.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c0a3d35 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"3c0a3d35\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-engineer\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Commencer une formation Apache Airflow<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c077dee elementor-widget elementor-widget-text-editor\" data-id=\"7c077dee\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>It&#8217;s also possible to use Airflow in combination with the Docker containerization platform for <a href=\"https:\/\/datascientest.com\/en\/docker-definition-and-tutorial\">deploying Data Science workflows.<\/a> Docker simplifies the creation, deployment, and execution of applications through containers, which package an application and all its dependencies. Meanwhile, Airflow automates the Data Scientist&#8217;s workflow and monitors pipelines in production.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ca88c82 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"6ca88c82\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/wDr3Y7q2XoI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67dc3027 e-flex e-con-boxed e-con\" data-id=\"67dc3027\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1008decd elementor-widget elementor-widget-heading\" data-id=\"1008decd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How to follow an Apache Airflow training?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5eb932a2 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5eb932a2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-engineer\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Commencer une formation Data Engineer<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46e0139a elementor-widget elementor-widget-text-editor\" data-id=\"46e0139a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>To learn how to use Apache Airflow, you can turn to DataScientest&#8217;s training courses. This tool is among those you will learn to use through the &#8220;automation and deployment&#8221; module in our <strong>Data Engineer training, alongside Docker and Flask.<\/strong><\/p><p>This comprehensive training program offers you the opportunity to learn the profession of Data Engineer. You will discover all the intricacies of<strong> ETL processes<\/strong>, deploying Machine Learning models to production, and creating data processing pipelines for streaming data.<\/p><p>Apache Airflow is also part of our Data Scientist curriculum. This path allows you to learn the profession of Data Scientist. You will learn how to select the right data to solve a company&#8217;s data challenges, model data analysis results, and develop Machine Learning pipelines.<\/p><p>Both of these training programs are available in BootCamp format or as continuous education and combine in-person and online learning through an innovative <strong>Blended Learning approach in France.<\/strong> Both pathways allow you to earn a diploma certified by the University of Sorbonne.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d36f02 elementor-widget elementor-widget-text-editor\" data-id=\"1d36f02\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>If you are already a Data Scientist and want to enhance your skills by learning how to deploy Machine Learning models, we also offer a Machine Learning Engineer training program. Once again, you can learn how to use Airflow through the dedicated automation module in this program.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3236aae elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"3236aae\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Becopme a Machine Learning Engineer<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79876993 elementor-widget elementor-widget-text-editor\" data-id=\"79876993\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>You now know why and how to pursue an Airflow training. Explore other tools in Data Engineering, such as <a href=\"https:\/\/datascientest.com\/en\/snowflake-all-about\">Snowflake&#8217;s Data Warehouse Cloud<\/a> or the code hosting service <a href=\"https:\/\/datascientest.com\/en\/github-what-is-it\">GitHub.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>An Apache Airflow training helps you master the open-source workflow orchestration platform. Explore the reasons and methods to become proficient in this essential tool for Data Scientists, Data Engineers, and Machine Learning Engineers. Apache Airflow is a workflow engine and orchestration tool that allows you to schedule and execute complex data pipelines. With this open-source [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":170430,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Apache Airflow: A Comprehensive Guide to Workflow Orchestration<\/title>\n<meta name=\"description\" content=\"Unlock the full potential of Apache Airflow with our comprehensive training. 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