{"id":518117,"date":"2024-11-22T15:06:24","date_gmt":"2024-11-22T14:06:24","guid":{"rendered":"https:\/\/www.devoteam.com\/expert-view\/snowflake-ci-cd-new-rules\/"},"modified":"2025-04-07T09:59:31","modified_gmt":"2025-04-07T07:59:31","slug":"snowflake-ci-cd-new-rules","status":"publish","type":"expert-view","link":"https:\/\/devoteam.info\/en-nl\/expert-view\/snowflake-ci-cd-new-rules\/","title":{"rendered":"The silent CI\/CD revolution: when Snowflake reinvents the rules of the game"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-why-talk-about-ci-cd-today\"><strong>Why talk about CI\/CD today?<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">In the ever-evolving world of cloud and data, certain practices that we take for granted are being profoundly challenged. CI\/CD (Continuous Integration\/Continuous Deployment) is undergoing a fascinating transformation. This evolution could make our current practices seem like prehistory \u2013 like when we explain to young developers that we used FTP to deploy to production.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-logical-ci-cd-a-revolutionary-new-approach\"><strong>Logical CI\/CD: a revolutionary new approach<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">&#8220;I call it logical CI\/CD,&#8221; introduces Fr\u00e9d\u00e9ric Adet with the enthusiasm of a developer who has just discovered a major optimisation in his code. &#8220;It&#8217;s the ability to deploy and integrate environments easily at the logical level, thanks to <a href=\"https:\/\/devoteam.info\/snowflake-premier-partner\/\">Snowflake&#8217;s<\/a> functionalities. This approach radically differs from traditional physical CI\/CD, which we&#8217;re all familiar with and which populates our cloud providers and on-premise architectures. As a data architect might say: &#8216;Why create ten physical copies when one logical copy will suffice?'&#8221;<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-economic-stakes-the-sinews-of-war\"><strong>The economic stakes: the sinews of war<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">Cloud invoices sometimes feel excessive, but logical CI\/CD relieves finance departments.<\/p>\n\n<p class=\"wp-block-paragraph\">&#8220;The first thing I see is the possibility of making drastic savings,&#8221; explains Fr\u00e9d\u00e9ric. These savings can be seen on several levels:<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Reduced physical integration and deployment costs<\/li>\n\n\n\n<li>Optimising human resources<\/li>\n\n\n\n<li>Significant reduction in compute bills from cloud providers<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-snowflake-clone-when-copying-weighs-nothing\"><strong>The Snowflake clone: when copying weighs nothing<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">At the heart of this revolution is an almost magical feature: Snowflake Zero Copy Cloning. &#8220;It&#8217;s as simple as the product itself,&#8221; explains Ily\u00e8s Mehaddi. &#8220;&#8216;Zero Copy Cloning&#8217; is a managed Snowflake feature that enables you to create a logical copy of a data product instantly.&#8221;<\/p>\n\n<p class=\"wp-block-paragraph\">Imagine creating a perfect copy of your database instantly without physically duplicating the data.<\/p>\n\n<h3 class=\"wp-block-heading\" id=\"h-the-practical-benefits-of-cloning\"><strong>The practical benefits of cloning :<\/strong><\/h3>\n\n<ol class=\"wp-block-list\">\n<li>Instant creation of work environments (from a production environment, for example),<\/li>\n\n\n\n<li>Zero cost as long as there are no new entries,<\/li>\n\n\n\n<li>Complete environmental insulation,<\/li>\n\n\n\n<li>Possibility of working on real data without risk,<\/li>\n\n\n\n<li>Fast time to production.<\/li>\n<\/ol>\n\n<h2 class=\"wp-block-heading\" id=\"h-an-end-to-production-start-up-nightmares\"><strong>An end to production start-up nightmares<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">&#8220;We&#8217;ve all been through production changeovers where we were all shaking in our boots,&#8221; recalls Ily\u00e8s. Logical CI\/CD changes all that by allowing us to work on exact copies of the production, eliminating the traditional last-minute surprises.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-technical-ecosystem-a-modern-efficient-stack\"><strong>The technical ecosystem: a modern, efficient stack<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">The ideal technical stack for setting up this new-generation CI\/CD is:<\/p>\n\n<h3 class=\"wp-block-heading\" id=\"h-main-ingredients\"><strong>Main ingredients :<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li><strong>Git<\/strong>: the versioning orchestra conductor<\/li>\n\n\n\n<li><strong>Snowflake<\/strong>: the heart of the reactor<\/li>\n\n\n\n<li><strong>Snowflake CLI<\/strong>: the command line interface<\/li>\n\n\n\n<li><strong>Terraform<\/strong>: for infrastructure as code<\/li>\n\n\n\n<li><strong>Streamlit<\/strong>: for user interfaces<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">&#8220;It&#8217;s very easy to come up with simple, effective recovery or business continuity plans using these processes,&#8221; Fr\u00e9d\u00e9ric points out.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-the-latest-snowflake-innovations\"><strong>The latest Snowflake innovations<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/devoteam.info\/snowflake-premier-partner\/\">Snowflake<\/a><\/strong> is constantly expanding its ecosystem with new features that will light developers&#8217; eyes. Ily\u00e8s tells us about the latest additions:<\/p>\n\n<h3 class=\"wp-block-heading\" id=\"h-modern-integration\"><strong>Modern integration :<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li>Native connection with Git<\/li>\n\n\n\n<li>Integrated development environments with Notebooks<\/li>\n\n\n\n<li>Simple SQL functions for Git integration<\/li>\n\n\n\n<li>API integration for synchronising deliverables<\/li>\n<\/ul>\n\n<p class=\"wp-block-paragraph\">&#8220;We&#8217;ll also be able to find functions that we&#8217;ve set up in extremely simple SQL functions so that we can create connections with git,&#8221; explains Ily\u00e8s.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-real-life-use-cases\"><strong>Real-life use cases<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">Logical CI\/CD opens the door to many scenarios that were previously complex or costly:<\/p>\n\n<h3 class=\"wp-block-heading\" id=\"h-development-teams\"><strong>Development teams :<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li>Creation of on-demand test environments<\/li>\n\n\n\n<li>Experimentation with no impact on costs<\/li>\n\n\n\n<li>Tests on real data in complete safety<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\" id=\"h-for-data-scientists\"><strong>For data scientists :<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li>Isolated experimental environments<\/li>\n\n\n\n<li>Access to fresh copies of production data<\/li>\n\n\n\n<li>Rapid iterations of models<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\" id=\"h-for-ops-teams\"><strong>For ops teams :<\/strong><\/h3>\n\n<ul class=\"wp-block-list\">\n<li>Simplified management of environments<\/li>\n\n\n\n<li>Reduced maintenance tasks<\/li>\n\n\n\n<li>Advanced deployment automation<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\" id=\"h-vision-of-the-future\"><strong>Vision of the future<\/strong><\/h3>\n\n<p class=\"wp-block-paragraph\">&#8220;In tomorrow&#8217;s world, we will have a logical CI\/CD developed as early as possible to have a sustainable core team and a rapid time-to-market value proposition for all companies at the lowest possible cost&#8221;, prophesies Fr\u00e9d\u00e9ric.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion-the-need-for-change\"><strong>Conclusion: The need for change<\/strong><\/h2>\n\n<p class=\"wp-block-paragraph\">Logical CI\/CD is more than just a technical evolution \u2013 it&#8217;s a paradigm shift in how we think about developing and deploying data solutions. A famous developer once said, &#8220;The best line of code is the one you don&#8217;t need to write.&#8221; Similarly, the best environment may be the one you don&#8217;t need to create physically.<\/p>\n\n<p class=\"wp-block-paragraph\">In a world where resource efficiency and optimisation are becoming crucial, logical CI\/CD appears to be a natural and necessary evolution. It reminds us that sometimes the best way forward is not to run faster but to take a different path.<\/p>\n\n<p class=\"wp-block-paragraph\"><em>Editor&#8217;s note: No production environment was abused in the making of this interview.<\/em><\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\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=\"1296\" height=\"697\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd.jpg\" class=\"wp-block-cover__image-background wp-post-image\" alt=\"snowflake ci\/cd\" data-object-fit=\"cover\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd.jpg 1296w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-300x161.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-1024x551.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-768x413.jpg 768w\" sizes=\"auto, (max-width: 1296px) 100vw, 1296px\" \/><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-content-justification-left is-layout-constrained wp-container-core-group-is-layout-5f9de3d0 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left has-secondary-font-family has-large-font-size\" id=\"h-devoteam-helps-you-lead-the-gen-ai-revolution\">Devoteam helps you lead the (gen)AI revolution<\/h2>\n<\/div>\n\n\n\n<p class=\"has-text-align-left has-main-accent-color has-text-color wp-block-paragraph\">Partner with Devoteam to access experienced AI consultants and the best AI technologies for tailored solutions that maximise your return on investment. With over 1,000 certified AI Consultants and over 300 successful AI projects, we have the expertise to meet your unique needs.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-3c38c079 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-nl\/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=ai\" style=\"background-color:#64648254\">AI References<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>A deep dive into the future of data DevOps with Fr\u00e9d\u00e9ric Adet, Snowflake expert at Devoteam, and Ily\u00e8s Mehaddi, Data Architect at Snowflake.<\/p>\n","protected":false},"featured_media":144504,"template":"","categories":[986,4607],"tags":[],"industry":[],"class_list":["post-518117","expert-view","type-expert-view","status-publish","has-post-thumbnail","hentry","category-data-en-nl","category-snowflake-en-nl"],"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-nl\/expert-view\/snowflake-ci-cd-new-rules\/\" target=\"_self\" ><img width=\"1296\" height=\"697\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"The silent CI\/CD revolution: when Snowflake reinvents the rules of the game\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd.jpg 1296w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-300x161.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-1024x551.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2024\/11\/Datadriven-specific-image-ci-cd-768x413.jpg 768w\" sizes=\"auto, (max-width: 1296px) 100vw, 1296px\" \/><\/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-nl\/expert-view\/snowflake-ci-cd-new-rules\/\" target=\"_self\" >The silent CI\/CD revolution: when Snowflake reinvents the rules of the game<\/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>The Silent CI\/CD Revolution: Snowflake&#039;s New Rules<\/title>\n<meta name=\"description\" content=\"Discover how Snowflake&#039;s logical CI\/CD revolutionises data DevOps with Zero Copy Cloning. 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