{"id":6685,"date":"2021-12-29T04:02:38","date_gmt":"2021-12-29T04:02:38","guid":{"rendered":"https:\/\/viewmyprojects.com\/winwirewp\/?page_id=6685"},"modified":"2025-10-22T09:59:03","modified_gmt":"2025-10-22T09:59:03","slug":"hadoop-to-databricks-migration-customer-story","status":"publish","type":"page","link":"https:\/\/viewmyprojects.com\/winwirewp\/hadoop-to-databricks-migration-customer-story\/","title":{"rendered":"Hadoop to Databricks Migration"},"content":{"rendered":"\n<div class=\"wp-block-columns leftright-space is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:20px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-9486c15d uagb-columns__columns-3 uagb-columns__max_width-custom casetitlebox casestudygry-bg\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-3\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-c09fca16\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                          <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/solution-3.png\" alt=\"\">\n                      <\/div>\n                      <div class=\"features-body align-self-center\">\n                          <h5>Service<\/h5>\n                          <p>Data Modernization<\/p>\n                      <\/div>\n                  <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-7b654fc5\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                           <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/industry-2.png\" alt=\"\">\n                       <\/div>\n                       <div class=\"features-body align-self-center\">\n                           <h5>Industry<\/h5>\n                           <p>Hi-Tech<\/p>\n                       <\/div>\n                   <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-07352a50\"><div class=\"uagb-column__overlay\"><\/div>\n<div class=\"d-flex mb-2 pb-2 align-items-center\">\n                        <div class=\"features-icon\">\n                           <img decoding=\"async\" src=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2022\/04\/technology-2.png\" alt=\"\">\n                       <\/div>\n                       <div class=\"features-body align-self-center\">\n                           <h5>Technology<\/h5>\n                           <p>Databricks, Hadoop, Hive, Spark, Scala, IntelliJ Idea Community Edition, Unravel, Hive Shell, Spark2-shell, CDH, GitHub, Azure Cloud<\/p>\n                       <\/div>\n                   <\/div>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:20px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column mb-3 is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<h2 class=\"wp-block-heading\">Customer<\/h2>\n\n\n\n<p>The customer is an American multinational\u202fcomputer software and creative giant incorporated in Delaware and headquartered in San Jose, California.&nbsp;&nbsp;<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<h2 class=\"wp-block-heading\">Business Challenge<\/h2>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-87fba77f uagb-columns__columns-2 uagb-columns__max_width-custom\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-d82bc7ce solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>For a global leader in digital experiences, the challenge wasn\u2019t just about moving data. It was about creating a foundation for speed, scale, and governance \u2014 one that could power analytics and AI across the business.<\/p>\n\n\n\n<p>WinWire partnered with the company to migrate more than 200PB of data from Hadoop to Databricks, one of its most significant modernization programs. This multi-year effort not only shut down the Portland data center in April 2023 but also set the foundation for AI and analytics at scale, marking the start of a new era of cloud-first services.<\/p>\n\n\n\n<p><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-b69c8a7c solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p><strong>Legacy Hadoop architecture slows innovation<\/strong><\/p>\n\n\n\n<p>As the business shifted to a subscription SaaS model, data demand exploded \u2014 but Hadoop couldn\u2019t keep pace.<\/p>\n\n\n\n<p><strong>The organization faced:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rising software and infrastructure costs.<\/li>\n\n\n\n<li>Heavy operational overhead managing MapReduce and Hive.<\/li>\n\n\n\n<li>Limited support for advanced analytics and real-time insight.<\/li>\n\n\n\n<li>Inconsistent governance and security.<\/li>\n\n\n\n<li>On-prem capacity ceilings as workloads surged.<\/li>\n<\/ul>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space mb-0 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column all-section-heading is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<h2 class=\"wp-block-heading\">WinWire Solution<\/h2>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-tablet uagb-columns__valign- uagb-columns__gap-10 align uagb-block-bb7bdd23 uagb-columns__columns-2 uagb-columns__max_width-custom\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-4b1e06a1 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>WinWire partnered with the company to deliver a Migration-as-a-Service (MaaS) model \u2014 moving 200PB of workloads in structured, phased waves and cutting the expected timeline in half.<\/p>\n\n\n\n<p><strong>Approach<\/strong><strong>:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Analyze<\/strong> \u2014 Reviewed workloads, prioritized, and sized environments.<\/li>\n\n\n\n<li><strong>Architect<\/strong> \u2014 Designed cloud-native services with governance and security.<\/li>\n\n\n\n<li><strong>Pilot<\/strong> \u2014 Validated automation and performance at scale.<\/li>\n\n\n\n<li><strong>Migrate<\/strong> \u2014 Executed phased migration waves with metadata-driven ingestion into Data Lake.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-5bfcc60c solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p><strong>Technology Foundation<\/strong><\/p>\n\n\n\n<p>Beyond the migration, WinWire built a <strong>Data Platform as a Service (DPaaS)<\/strong> \u2014 powered by its <strong>WinCCO<\/strong> cost-optimization framework. <\/p>\n\n\n\n<p>The platform gave the company stronger financial controls, built-in predictive analytics, and role-based dashboards \u2014 all designed to manage more than <strong>40 tenants across a 30,000-employee enterprise.<\/strong><\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns leftright-space is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column bg-transparent is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px\" id=\"results\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column en-practice is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Business Value<\/h2>\n\n\n\n<p>The program went well beyond infrastructure modernization. With DPaaS live, the company now runs on a platform designed for scale and transparency.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>$3M annual savings from cloud cost optimization.<\/li>\n\n\n\n<li>47% reduction in IT costs.<\/li>\n\n\n\n<li>30% higher productivity for data scientists.<\/li>\n\n\n\n<li>50% faster insights and 25% faster product launches.<\/li>\n\n\n\n<li>40+ tenants supported, with governed, role-based access.<\/li>\n\n\n\n<li>Real-time predictive analytics with &lt;10% forecast variance.<\/li>\n<\/ul>\n\n\n\n<div class=\"mt-3\">\n                            <a href=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/10\/WW-CS-HiTech-Hadoop-to-Databricks.pdf\" target=\"_blank\" class=\"butn\" rel=\"noopener\">DOWNLOAD CASESTUDY<\/a>\n                        <\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Service Data Modernization Industry Hi-Tech Technology Databricks, Hadoop, Hive, Spark, Scala, IntelliJ Idea Community Edition, Unravel, Hive Shell, Spark2-shell, CDH, GitHub, Azure Cloud Customer The customer is an American multinational\u202fcomputer software and creative giant incorporated in Delaware and headquartered in San Jose, California.&nbsp;&nbsp; Business Challenge For a global leader in digital experiences, the challenge wasn\u2019t&hellip; <a class=\"more-link\" href=\"https:\/\/viewmyprojects.com\/winwirewp\/hadoop-to-databricks-migration-customer-story\/\">Continue reading <span class=\"screen-reader-text\">Hadoop to Databricks Migration<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":15882,"parent":0,"menu_order":5,"comment_status":"closed","ping_status":"closed","template":"templates\/casestudy-template.php","meta":{"_acf_changed":false,"_eb_attr":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[52,9,40,90,4,22],"class_list":["post-6685","page","type-page","status-publish","has-post-thumbnail","hentry","category-casestudies","category-data-ai","category-hi-tech","category-hadoop-to-databricks","category-technology","category-data-migration-and-modernization","entry"],"acf":[],"featured_image_src":"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp","uagb_featured_image_src":{"full":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false],"thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2-150x150.webp",150,150,true],"medium":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2-300x214.webp",300,214,true],"medium_large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false],"large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false],"1536x1536":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false],"2048x2048":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false],"post-thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2023\/09\/hadoop-mapreduce-to-apache-spark-new-2.webp",700,500,false]},"uagb_author_info":{"display_name":"Noor","author_link":"https:\/\/viewmyprojects.com\/winwirewp\/author\/noor-basha\/"},"uagb_comment_info":0,"uagb_excerpt":"Service Data Modernization Industry Hi-Tech Technology Databricks, Hadoop, Hive, Spark, Scala, IntelliJ Idea Community Edition, Unravel, Hive Shell, Spark2-shell, CDH, GitHub, Azure Cloud Customer The customer is an American multinational\u202fcomputer software and creative giant incorporated in Delaware and headquartered in San Jose, California.&nbsp;&nbsp; Business Challenge For a global leader in digital experiences, the challenge wasn\u2019t&hellip;&hellip;","_links":{"self":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/6685","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/comments?post=6685"}],"version-history":[{"count":9,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/6685\/revisions"}],"predecessor-version":[{"id":24141,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/6685\/revisions\/24141"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media\/15882"}],"wp:attachment":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media?parent=6685"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/categories?post=6685"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}