{"id":518430,"date":"2024-11-05T11:30:47","date_gmt":"2024-11-05T11:30:47","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/new-data-platforms-the-end-of-etls\/"},"modified":"2024-11-05T11:30:47","modified_gmt":"2024-11-05T11:30:47","slug":"new-data-platforms-the-end-of-etls","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/","title":{"rendered":"New Data Platforms: The End of ETLs?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">This topic could be quite provocative for many experienced Business Intelligence specialists, but let&#8217;s raise the debate. Are cloud data platforms like Snowflake and BigQuery the end of ETLs? Explore their impact on data integration.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">A Paradigm Shift in the Data World<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">One might say that new cloud <a href=\"https:\/\/devoteam.info\/en-se\/services\/data\/\">data<\/a> platforms like Snowflake, BigQuery, and <a href=\"https:\/\/devoteam.info\/expert-view\/azure-databricks-explained-2\/\">Databricks<\/a> are redefining how we work with data. These giants raise a crucial question: are we witnessing the end of traditional Extract, Transform and Load (ETL) processes? Let&#8217;s dive into this provocative reflection.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">The Impact of Limitless Processing and Low-Cost Storage on ETL<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud platforms have changed the game. With breathtaking processing capabilities and competitive data storage costs, one wonders if the old ETL model still has its place. Platforms like <a href=\"https:\/\/devoteam.info\/en-se\/expert-view\/snowflake-difference-data-technologies\/\">Snowflake<\/a> and BigQuery handle data on a scale and speed unimaginable just a few years ago, all while keeping costs under control.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">So, is this the end of ETLs? Let&#8217;s investigate.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Limitations of Traditional ETLs<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">ETLs are like old habits that are hard to break. They require specific skills to create and maintain, leading to technical debt that becomes challenging to manage. Data engineers are also shifting their skills towards more modern solutions. These processes can seem heavy and rigid compared to the agile solutions offered by the cloud. Moreover, they originated in a world where storage and processing were expensive. Back then, data engineers preferred to process data before ingesting it.<span class=\"mat-mdc-button-persistent-ripple mdc-fab__ripple\"><\/span><mat-icon _ngcontent-ng-c3341737176=\"\" role=\"img\" fonticon=\"pen_spark\" class=\"mat-icon notranslate open-icon google-symbols mat-ligature-font mat-icon-no-color\" aria-hidden=\"true\" data-mat-icon-type=\"font\" data-mat-icon-name=\"pen_spark\"><\/mat-icon><span class=\"mdc-button__label\"><\/span><span class=\"mat-focus-indicator\"><\/span><span class=\"mat-mdc-button-touch-target\"><\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Data Cloud Platforms and Automated Ingestion<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">New data platforms offer a range of automated ingestion methods. They provide a seductive alternative, simplifying data integration and making traditional ETL processes almost obsolete. These solutions are more flexible and in tune with the current needs of companies, including streaming and real-time data processing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Evolution of Talent and Cloud-Native Approaches<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The job market in the data field is evolving. Today&#8217;s talents are increasingly turning away from traditional solutions. They are embracing cloud-native approaches and CI\/CD practices, not to mention the fast-growing dbt community. This trend marks a significant turning point, reducing the appeal of classic ETL processes.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Synchronisation and Data Replication<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Ultimately, we all want a faithful and up-to-date copy of operational data on our data platforms. <a href=\"https:\/\/devoteam.info\/en-se\/services\/cloud-native-architecture\/\">Cloud-oriented solutions<\/a> seem much more suitable for data synchronisation and replication. ETLs, with their heavier and less flexible approach, are losing ground.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Conclusion: The Future of ETL in the Age of Data Platforms<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Are ETLs a relic of a bygone era? Perhaps not entirely. They are often connected to source systems, which can be practical for feeding a data platform. However, modern data platforms are redefining the rules of the game. The transition to more suitable, agile, and cloud-aligned solutions is underway.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What do you think? Are we witnessing the end of ETLs, or is it just another evolution in the world of <a href=\"https:\/\/devoteam.info\/en-se\/topics\/data\/\">data<\/a>?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-cover alignfull is-style-blur-image is-style-blur-image-less\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-black-background-color has-background-dim-70 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg\" class=\"wp-block-cover__image-background wp-post-image\" alt=\"Feature Image for Expert View &quot;\" data-object-fit=\"cover\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<div class=\"wp-block-group alignfull has-base-color has-text-color has-global-padding is-layout-constrained wp-container-core-group-is-layout-46b67d08 wp-block-group-is-layout-constrained\" style=\"margin-top:0px;margin-bottom:0px;padding-top:var(--wp--preset--spacing--xxx-large);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--xxx-large);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-secondary-font-family has-large-font-size\">Devoteam helps guide you through modern data integration solutions.<\/h2>\n<\/div>\n\n\n\n<p class=\"has-text-align-center has-main-accent-color has-text-color wp-block-paragraph\">With a team of 1,000+ data consultants with over 960 certifications across leading cloud platforms like AWS, Google Cloud, Microsoft, DataBricks and Snowflake, Devoteam helps you navigate the changing data landscape  and modernise your data integration strategy.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-2cc807e2 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/en-se\/services\/ai-ml\/\">Begin your AI Journey<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline-white-button\"><a class=\"wp-block-button__link has-base-color has-text-color has-background wp-element-button\" href=\"https:\/\/devoteam.info\/success-story\/?category_name=data\" style=\"background-color:#64648254\">Data References<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This topic could be quite provocative for many experienced Business Intelligence specialists, but let&#8217;s raise the debate. Are cloud data platforms like Snowflake and BigQuery the end of ETLs? Explore their impact on data integration. A Paradigm Shift in the Data World One might say that new cloud data platforms like Snowflake, BigQuery, and Databricks [&hellip;]<\/p>\n","protected":false},"featured_media":81628,"template":"","categories":[920,2332],"tags":[],"industry":[1116],"class_list":["post-518430","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-ai-en-se","category-data-en-se","industry-technology-en-se"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/\" target=\"_self\" ><img width=\"2560\" height=\"1707\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"New Data Platforms: The End of ETLs?\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg 2560w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-300x200.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1024x683.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-768x512.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1536x1024.jpg 1536w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-1 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Expert View<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/\" target=\"_self\" >New Data Platforms: The End of ETLs?<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>New Data Platforms: The End of ETLs? | Devoteam<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"New Data Platforms: The End of ETLs?\" \/>\n<meta property=\"og:description\" content=\"This topic could be quite provocative for many experienced Business Intelligence specialists, but let&#8217;s raise the debate. 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A Paradigm Shift in the Data World One might say that new cloud data platforms like Snowflake, BigQuery, and Databricks [&hellip;]","og_url":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/","og_site_name":"Devoteam","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/","url":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/","name":"New Data Platforms: The End of ETLs? | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/en-se\/#website"},"primaryImageOfPage":{"@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/#primaryimage"},"image":{"@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/#primaryimage"},"thumbnailUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg","datePublished":"2024-11-05T11:30:47+00:00","breadcrumb":{"@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/#breadcrumb"},"inLanguage":"en-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/"]}]},{"@type":"ImageObject","inLanguage":"en-SE","@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/#primaryimage","url":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg","contentUrl":"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg","width":2560,"height":1707,"caption":"Feature Image for Expert View \""},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/en-se\/expert-view\/new-data-platforms-the-end-of-etls\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devoteam.info\/en-se\/"},{"@type":"ListItem","position":2,"name":"Expert View","item":"https:\/\/devoteam.info\/en-se\/expert-view\/"},{"@type":"ListItem","position":3,"name":"New Data Platforms: The End of ETLs?"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/en-se\/#website","url":"https:\/\/devoteam.info\/en-se\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/en-se\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-SE"}]}},"uagb_featured_image_src":{"full":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019.jpg",2560,1707,false],"thumbnail":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-150x150.jpg",150,150,true],"medium":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-300x200.jpg",300,200,true],"medium_large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-768x512.jpg",768,512,true],"large":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1024x683.jpg",1024,683,true],"1536x1536":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/GettyImages-1399150019-2048x1366.jpg",2048,1366,true]},"uagb_author_info":{"display_name":"wcraye","author_link":"https:\/\/devoteam.info\/en-se\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"This topic could be quite provocative for many experienced Business Intelligence specialists, but let&#8217;s raise the debate. Are cloud data platforms like Snowflake and BigQuery the end of ETLs? Explore their impact on data integration. A Paradigm Shift in the Data World One might say that new cloud data platforms like Snowflake, BigQuery, and Databricks&hellip;","_links":{"self":[{"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/expert-view\/518430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/expert-view"}],"about":[{"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/types\/expert-view"}],"version-history":[{"count":0,"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/expert-view\/518430\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/media\/81628"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/media?parent=518430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/categories?post=518430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/tags?post=518430"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/en-se\/wp-json\/wp\/v2\/industry?post=518430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}