{"id":289,"date":"2025-07-22T12:45:32","date_gmt":"2025-07-22T12:45:32","guid":{"rendered":"https:\/\/10pb.com\/blog\/?p=289"},"modified":"2025-07-22T12:48:56","modified_gmt":"2025-07-22T12:48:56","slug":"object-storage-for-big-data-object-storage-for-ai","status":"publish","type":"post","link":"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/","title":{"rendered":"How Object Storage Powers Big Data and AI Workloads in Modern Enterprises"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">With the digital-first economy, businesses are creating and consuming massive amounts of data at accelerating speeds. With real-time machine learning to sophisticated analytics, businesses today need scalable infrastructure to process, store, and manage data in an efficient manner. That is where object storage for big data and for AI comes in \u2014 a highly available, scalable, and affordable storage solution that is perfect for supporting big data and AI workloads.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Whether you&#8217;re developing AI models, executing deep learning algorithms, or supporting a data lake, object storage provides unparalleled flexibility and scalability. <\/span><span style=\"font-weight: 400;\">In this blog, we&#8217;ll discover how <strong>object storage for big data<\/strong> helps big data and <strong>object storage for AI<\/strong> workloads and why it&#8217;s the foundation of next-generation digital businesses.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/#What_Is_Object_Storage\" >What Is Object Storage?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/#Why_Object_Storage_Is_Perfect_for_Big_Data\" >Why Object Storage Is Perfect for Big Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/#Object_Storage_for_AI_and_Machine_Learning_Workloads\" >Object Storage for AI and Machine Learning Workloads<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/#Benefits_of_Leveraging_Object_Storage_for_AI_and_Big_Data\" >Benefits of Leveraging Object Storage for AI and Big Data<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/10pb.com\/blog\/object-storage-for-big-data-object-storage-for-ai\/#Final_Thoughts\" >Final Thoughts<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_Is_Object_Storage\"><\/span><span style=\"font-weight: 400;\">What Is Object Storage?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Object storage is a way of storing non-structured data as independent units known as &#8220;objects.&#8221;<\/span> <span style=\"font-weight: 400;\">An object contains the data itself, metadata, and a distinct identifier so that large amounts of data can be retrieved and handled more conveniently without dependency on conventional hierarchical file systems.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">As compared to block or file storage, object storage is optimized for:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scalability<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Durability<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Metadata-rich searchability<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Distributed architecture<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">These characteristics make object storage for AI and big data a perfect match, particularly as data becomes more voluminous and complex.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_Object_Storage_Is_Perfect_for_Big_Data\"><\/span><span style=\"font-weight: 400;\">Why Object Storage Is Perfect for Big Data<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Big data is usually defined by the three Vs: volume, variety, and velocity.<\/span><span style=\"font-weight: 400;\"> Businesses require storage solutions that not only manage vast amounts of data but also accommodate different data formats and provide rapid access for real-time processing.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Object storage solves these problems in the following way:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li><strong> Scalable Architecture<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Current object storage solutions such as 10PB provide petabyte-scale infrastructure that expands continuously with your data. No need to re-allocate storage volumes or concern yourself with hardware constraints \u2014 a major advantage when dealing with terabytes or petabytes of log files, IoT feeds, and sensor data.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol start=\"2\">\n<li><strong> Supports Data Lakes<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">A data lake is a single repository for holding all kinds of structured and unstructured data at any size. Object storage for big data is the foundation for such data lakes by providing low-cost, high-capacity raw and processed data storage.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It enables enterprises to ingest, store, and process data from various sources \u2014 like clickstreams, video, social media, and sensors \u2014 within a single place, powering downstream AI and analytics workloads.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol start=\"3\">\n<li><strong> High Availability and Redundancy<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Big data pipelines cannot be down for even a minute. Object storage provides high availability, redundancy, and geo-replication to ensure your data is available 24\/7, which is essential in real-time data analytics and decision-making.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Object_Storage_for_AI_and_Machine_Learning_Workloads\"><\/span><span style=\"font-weight: 400;\">Object Storage for AI and Machine Learning Workloads<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">AI and machine learning (ML) initiatives require massive amounts of training data, usually in unstructured forms such as images, audio, text, and video.<\/span><span style=\"font-weight: 400;\"> Legacy storage solutions are inadequate when handling such high-volume and unstructured content.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Object storage is well equipped to tackle these challenges:<\/strong><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li><strong>Efficient Data Ingestion<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Speed is of the essence when it comes to AI pipelines.<\/span> <span style=\"font-weight: 400;\">Parallel data ingestion via <strong>object storage <\/strong>for big data\u00a0facilitates fast data processing and ML model training.<\/span> <span style=\"font-weight: 400;\">It also facilitates plug-and-play compatibility with data pipelines and ETL systems, with immediate access to vast datasets.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol start=\"2\">\n<li><strong>Metadata-Driven Search<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">AI use cases frequently require finding particular subsets of data in a hurry.<\/span> <span style=\"font-weight: 400;\">Rich metadata tagging in object storage for AI facilitates easier classification, searching, and retrieving data without having to scan entire data sets.<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol start=\"3\">\n<li><strong> AI Toolkits integration<\/strong><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Large AI frameworks (e.g., TensorFlow, PyTorch, and Apache Spark) have native access to object storage for AI via APIs, which simplifies workflows for data scientists and ML engineers.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Benefits_of_Leveraging_Object_Storage_for_AI_and_Big_Data\"><\/span><span style=\"font-weight: 400;\">Benefits of Leveraging Object Storage for AI and Big Data<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Let&#8217;s analyze the main advantages of using object storage for big data and AI workloads:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">\u00a0Scalability Without Bound \u2013 Scale storage with ease without interrupting operations.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">\u00a0Cost-Effective \u2013 Only pay for what you consume, no high-cost storage upgrades.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">\u00a0Compliant and Secure \u2013 Integrated encryption and role-based access to secure your data.<\/span><\/li>\n<li>\u00a0<span style=\"font-weight: 400;\">AI-Ready Architecture \u2013 Optimized for storage and retrieval of AI training data in volume.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">High Performance \u2013 Parallel processing for faster analytics and AI model training.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>Use Case: 10PB Object Storage in Action<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">A number of companies are implementing solutions like <strong>10PB<\/strong> by <strong><a href=\"https:\/\/netforchoice.com\/\" target=\"_blank\" rel=\"noopener\">NetForChoice<\/a><\/strong> to meet their growing object storage for AI and big data requirements. 10PB provides:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Petabyte-scale storage for new workloads<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lightning-fast performance with high IOPS<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Seamless integration with AI\/ML pipelines<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enterprise-class security and compliance<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Whether you&#8217;re in healthcare, finance, e-commerce, or media, <a href=\"https:\/\/10pb.com\/contact-us.php\">10PB<\/a> enables you to tap into the full value of your data.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Final_Thoughts\"><\/span><span style=\"font-weight: 400;\">Final Thoughts<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">As businesses expand data-intensive operations, no aspect of storage infrastructure is more crucial than having consistent, agile, and elastic storage systems.<\/span><span style=\"font-weight: 400;\"> Object storage for big data stands out as the no-brainer solution for big data cloud storage and AI workloads, providing the flexibility and performance necessary to play in today&#8217;s digital world.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If your company is developing AI models, working with a data lake, or making an investment in real-time analytics, object storage is no longer a choice \u2014 it&#8217;s a necessity.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>With the digital-first economy, businesses are creating and consuming massive amounts of data at accelerating speeds. With real-time machine learning to sophisticated analytics, businesses today need scalable infrastructure to process, store, and manage data in an efficient manner. That is where object storage for big data and for AI comes in \u2014 a highly available, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":290,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[73],"tags":[75,74],"ppma_author":[47],"class_list":["post-289","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-object-storage","tag-object-storage-for-ai","tag-object-storage-for-big-data"],"blocksy_meta":[],"authors":[{"term_id":47,"user_id":3,"is_guest":0,"slug":"sneha","display_name":"Sneha Singh","avatar_url":{"url":"https:\/\/10pb.com\/blog\/wp-content\/uploads\/2025\/05\/IMG_2604-e1748608397117.jpg","url2x":"https:\/\/10pb.com\/blog\/wp-content\/uploads\/2025\/05\/IMG_2604-e1748608397117.jpg"},"0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/posts\/289","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/comments?post=289"}],"version-history":[{"count":5,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/posts\/289\/revisions"}],"predecessor-version":[{"id":295,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/posts\/289\/revisions\/295"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/media\/290"}],"wp:attachment":[{"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/media?parent=289"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/categories?post=289"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/tags?post=289"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/10pb.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=289"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}