{"id":112160,"date":"2025-06-24T08:40:21","date_gmt":"2025-06-24T15:40:21","guid":{"rendered":"https:\/\/www.backblaze.com\/blog\/?p=112160"},"modified":"2025-12-11T12:11:50","modified_gmt":"2025-12-11T20:11:50","slug":"5-cloud-storage-best-practices-for-ai-workloads","status":"publish","type":"post","link":"https:\/\/www.backblaze.com\/blog\/5-cloud-storage-best-practices-for-ai-workloads\/","title":{"rendered":"5 Cloud Storage Best Practices for AI Workloads"},"content":{"rendered":"\r\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"6000\" height=\"3417\" class=\"wp-image-112161\" src=\"https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience-.png\" alt=\"A decorative image showing various technology icons surrounding a globe. \" srcset=\"https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience-.png 6000w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--300x171.png 300w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--1024x583.png 1024w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--768x437.png 768w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--1536x875.png 1536w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--2048x1166.png 2048w, https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience--1568x893.png 1568w\" sizes=\"auto, (max-width: 6000px) 100vw, 6000px\" \/><\/figure>\r\n\r\n\r\n\r\n<div class=\"wp-block-spacer\" style=\"height: 15px;\" aria-hidden=\"true\">\u00a0<\/div>\r\n\r\n\r\n\r\n<p>As organizations race to innovate in AI, efficient, scalable, and cost-effective cloud storage has become key to their success. Whether you\u2019re training massive models or deploying real-time inference pipelines, following best practices for AI storage will help you <a href=\"https:\/\/www.backblaze.com\/blog\/b2-overdrive-announcement\/\" target=\"_blank\" rel=\"noreferrer noopener\">maximize performance, minimize costs<\/a>, and ensure the integrity and availability of your most valuable AI asset\u2014data.<\/p>\r\n\r\n\r\n\r\n<p>In this blog, we\u2019re going to take a look at five of those best practices, to help you get the most\u00a0 out of your cloud storage solution when working with AI.<\/p>\r\n\r\n\r\n\r\n<div class=\"abstract\" style=\"line-height: 1.8; margin: 24px 12px; padding: 24px 12px 10px 12px;\">\r\n<h4>Ebook: &#8220;Why Object Storage Is Ideal for AI Workflows&#8221;<\/h4>\r\n<p>Wondering what type of data architecture makes the most sense for your AI initiatives? Check out our latest ebook, \u201cWhy Object Storage is Ideal for AI Workloads,\u201d and learn all the advantages this approach to cloud storage offers across the entire model lifecycle.<\/p>\r\n<!--HubSpot Call-to-Action Code --><span id=\"hs-cta-wrapper-e30875f9-5fe1-4064-977a-b964a6653512\" class=\"hs-cta-wrapper\"><span id=\"hs-cta-e30875f9-5fe1-4064-977a-b964a6653512\" class=\"hs-cta-node hs-cta-e30875f9-5fe1-4064-977a-b964a6653512\"><!-- [if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/cta-redirect.hubspot.com\/cta\/redirect\/2832298\/e30875f9-5fe1-4064-977a-b964a6653512\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" id=\"hs-cta-img-e30875f9-5fe1-4064-977a-b964a6653512\" class=\"hs-cta-img\" style=\"border-width: 0px;\" src=\"https:\/\/no-cache.hubspot.com\/cta\/default\/2832298\/e30875f9-5fe1-4064-977a-b964a6653512.png\" alt=\"Get the Ebook\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(2832298, 'e30875f9-5fe1-4064-977a-b964a6653512', {\"useNewLoader\":\"true\",\"region\":\"na1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code --><\/div>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">1. Understand Your Data Lifecycle<\/h2>\r\n\r\n\r\n\r\n<p>You\u2019ve assembled your training data set, loaded it into fast storage next to your GPU compute, and hit the button to start your training. What happens when the training run is complete? If you\u2019re just going to delete that data set, then great\u2014enter <code>rm -r<\/code> and simply move on.<\/p>\r\n\r\n\r\n\r\n<p>If not, though, you\u2019ll need to carefully <a href=\"https:\/\/www.backblaze.com\/blog\/the-hidden-costs-of-ai-why-your-cloud-bill-is-exploding\/\" target=\"_blank\" rel=\"noreferrer noopener\">consider the ongoing costs of storage<\/a>. Leaving that dataset where it is will likely cost you many times over what you\u2019d spend archiving it to a more cost-effective location. By fully understanding and mapping your data lifecycle\u2014and distinguishing between active (e.g., during model training), and inactive data (e.g., archived\/dated model versions)\u2014you can manage your storage costs much more efficiently.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">2. Check In Your Checkpoints<\/h2>\r\n\r\n\r\n\r\n<p>Training AI models is a delicate, resource-intensive process. Hardware failures, software bugs, and even power outages can derail week-long training runs, wasting precious time and compute resources.\u00a0<\/p>\r\n\r\n\r\n\r\n<p>The two most important steps you can take to avoid these kinds of snags are:\u00a0<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>Frequent checkpointing:<\/strong> This means regularly saving a model\u2019s state so you can pick the training process back up from the last checkpoint, rather than starting all over again at square one.\u00a0<\/li>\r\n\r\n\r\n\r\n<li><strong>Backup checkpoint data to the cloud:<\/strong> Storing checkpoint data on only local drives alone can be very risky. If the local storage fails, your checkpoints\u2014and all the progress they represent\u2014could be lost. That\u2019s why you should always back up checkpoint data to secure cloud storage solutions as well. This dual approach ensures both speed (for quick recovery) and durability (for disaster recovery), letting you and your team rest easy knowing your hard work is being protected.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">3. Keep Your Model Safe<\/h2>\r\n\r\n\r\n\r\n<p>With that same spirit in mind, don\u2019t forget that your models require safekeeping, too. It takes <em>a lot<\/em> of time and money to train AI models, so protecting them\u2014whether from hardware failure, human error, ransomware attack, or other threats\u2014is absolutely paramount. To safeguard your models:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Use your cloud provider\u2019s object lock to prevent accidental or malicious deletion.<\/li>\r\n\r\n\r\n\r\n<li>Implement regular, automated backups of both model binaries and associated metadata.<\/li>\r\n\r\n\r\n\r\n<li>Store critical models in geographically redundant locations for disaster recovery.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>These few simple steps can go a very long way to ensuring that your valuable, hard-earned models remain safe and functional, even when things take a turn for the worse.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">4. Don\u2019t Lock Your Data Behind a Paywall<\/h2>\r\n\r\n\r\n\r\n<p>Let\u2019s imagine you\u2019re planning your next training run. When looking at cloud providers, you discover that you can realize significant savings by switching GPU compute providers. The only problem is, your current provider will charge you an arm and a leg to move the data to where it needs to be. There\u2019s still a net gain from moving, but you lose significant margin by paying this exorbitant <a href=\"https:\/\/www.backblaze.com\/blog\/escaping-egress-hidden-cloud-fees-every-cfo-should-know\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u201cexit toll,\u201d known as an egress fee<\/a>.\u00a0 This is why, before committing to a storage provider, you should carefully review its pricing structures and fees, including the following:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Calculate the total cost of moving your data, not just storing it.<\/li>\r\n\r\n\r\n\r\n<li>Consider multi-cloud strategies or providers that offer free or low-cost egress for AI workloads.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>By understanding these costs upfront, you retain the flexibility to optimize your infrastructure as business needs evolve, and avoid the all-too-common trap of hidden fees.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">5. Do the Mirroring Math: The Replication Equation<\/h2>\r\n\r\n\r\n\r\n<p>Let\u2019s imagine you\u2019ve found yourself a <a href=\"https:\/\/www.backblaze.com\/blog\/new-analyst-report-backblaze-b2-delivers-up-to-3-2x-lower-tco\/\" target=\"_blank\" rel=\"noreferrer noopener\">cost-effective storage option<\/a> with a specialized cloud object storage provider. Even after finding the right solution with the right pricing structure and performance, there are considerations to be made. No matter how quickly you can download the data, if compute and data are in different locations there\u2019s no escaping the fact that your GPUs might be spinning idle waiting for that data to arrive.<\/p>\r\n\r\n\r\n\r\n<p>To avoid this predicament, break out your calculator and do the \u201cmirroring math\u201d:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Calculate the time and cost required to replicate (mirror) data to a location near your GPUs before training starts.<\/li>\r\n\r\n\r\n\r\n<li>Weigh the benefits of lower storage costs against the potential delays and additional storage expenses during training.<\/li>\r\n\r\n\r\n\r\n<li>For large or frequently accessed datasets, it may be worth pre-staging data in high-throughput storage close to your compute.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>Ask yourself: Is it faster and\/or cheaper to replicate the data upfront to be in close proximity to your GPUs, or does the time required to mirror the data and the additional storage cost during the training run outweigh the benefits? Intelligent data placement\u2014balancing cost, performance, and proximity\u2014ensures your AI workloads run efficiently and cost-effectively.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Building a Future-Proof AI Storage Strategy<\/h2>\r\n\r\n\r\n\r\n<p>The relentless pace of AI innovation demands a storage strategy that is agile, scalable, and cost-effective. Thankfully, the above five best practices can go quite a long way to ensuring the long-term success of your AI project<\/p>\r\n\r\n\r\n\r\n<p>By understanding the entirety of your data lifecycle\u2014checkpointing wisely, securing your models, avoiding data lock-in, and optimizing data placement\u2014your team is laying the groundwork for sustained AI success. No matter what industry you\u2019re in, these best practices will help to control costs, accelerate innovation, maintain compliance, and protect your team\u2019s most valuable digital assets, in both the near and long term.<\/p>\r\n\r\n\r\n\r\n<p>Ready to take a deeper dive dive into the topic of storage and AI? Check out our latest ebook, \u201c<a href=\"https:\/\/www.backblaze.com\/contact-sales\/why-object-storage-is-essential-for-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Why Object Storage is Essential for AI Workloads.<\/a>\u201d<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>When you&#8217;re running AI workloads, optimizing your cloud object storage is a strategic advantage. Let&#8217;s talk about five best practices. <\/p>\n","protected":false},"author":205,"featured_media":112161,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[7,434,438],"tags":[489,468],"class_list":["post-112160","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cloud-storage","category-featured-1","category-featured-cloud-storage","tag-ai-ml","tag-b2cloud","entry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>5 AI Cloud Storage Best Practices for AI-Ready Data Workloads<\/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:\/\/www.backblaze.com\/blog\/5-cloud-storage-best-practices-for-ai-workloads\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5 AI Cloud Storage Best Practices for AI-Ready Data Workloads\" \/>\n<meta property=\"og:description\" content=\"When you&#039;re running AI workloads, optimizing your cloud object storage is a strategic advantage. Let&#039;s talk about five best practices.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.backblaze.com\/blog\/5-cloud-storage-best-practices-for-ai-workloads\/\" \/>\n<meta property=\"og:site_name\" content=\"Backblaze Blog | Cloud Storage &amp; Cloud Backup\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/backblaze\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-24T15:40:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-11T20:11:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience-.png\" \/>\n\t<meta property=\"og:image:width\" content=\"6000\" \/>\n\t<meta property=\"og:image:height\" content=\"3417\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"David Johnson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@backblaze\" \/>\n<meta name=\"twitter:site\" content=\"@backblaze\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"David Johnson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"5 AI Cloud Storage Best Practices for AI-Ready Data Workloads","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.backblaze.com\/blog\/5-cloud-storage-best-practices-for-ai-workloads\/","og_locale":"en_US","og_type":"article","og_title":"5 AI Cloud Storage Best Practices for AI-Ready Data Workloads","og_description":"When you're running AI workloads, optimizing your cloud object storage is a strategic advantage. 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With extensive experience building the product marketing function at Vultr, he brings deep knowledge of the cloud infrastructure industry to Backblaze. David's passion for technology means his basement is a mini data center, filled with homelab projects where he spends his free time enhancing his knowledge of the industry and becoming a better informed expert on all things backup and archive. Connect with him on LinkedIn.","url":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/author\/davidjohnson\/"}]}},"jetpack_featured_media_url":"https:\/\/backblazeprod.wpenginepowered.com\/wp-content\/uploads\/2025\/06\/bb-bh-What-Is-Cyber-Resilience-.png","_links":{"self":[{"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/posts\/112160","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/users\/205"}],"replies":[{"embeddable":true,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/comments?post=112160"}],"version-history":[{"count":0,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/posts\/112160\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/media\/112161"}],"wp:attachment":[{"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/media?parent=112160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/categories?post=112160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/backblazeprod.wpenginepowered.com\/blog\/wp-json\/wp\/v2\/tags?post=112160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}