{"id":23534,"date":"2025-07-01T09:20:33","date_gmt":"2025-07-01T09:20:33","guid":{"rendered":"https:\/\/viewmyprojects.com\/winwirewp\/?page_id=23534"},"modified":"2025-07-01T09:23:20","modified_gmt":"2025-07-01T09:23:20","slug":"pharmacy-automation-databricks","status":"publish","type":"page","link":"https:\/\/viewmyprojects.com\/winwirewp\/pharmacy-automation-databricks\/","title":{"rendered":"Databricks"},"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-a5879c38 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-a4770fce\"><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>AI and Machine Learning, Databricks<\/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-3a5f92b5\"><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>Healthcare<\/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-2d7c11e6\"><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>Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores<\/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 builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business.<\/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-ea0e42b0 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-5b127dbe solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>Customer needed a better way to manage the rising complexity of medication dispensing across hospitals. Some major hurdles included:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>40% of hospital readmissions<\/strong> are linked to medication-related problems.<\/li>\n\n\n\n<li><strong>Over 75% of pharmacy staff time<\/strong> is spent on non-clinical, manual tasks.<\/li>\n\n\n\n<li>Disconnected workflows slowing down medication availability.<\/li>\n\n\n\n<li>Increasing medication shortages, putting patient safety at risk.<\/li>\n<\/ul>\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-e20b7142 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>It was clear that customer needed a faster, smarter, and more connected data backbone to move toward its vision of an autonomous pharmacy.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><\/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-f3869341 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-7f31392e solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<p>Customer partnered with WinWire to modernize their platform \u2014 putting <strong>Azure Databricks<\/strong> at the heart of the transformation.<\/p>\n\n\n\n<p>Here&#8217;s how Databricks turned things around<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Real-time Data Processing:<\/strong> Using <strong>Scala-based data pipelines<\/strong> on Databricks, customer built a powerful metadata-driven engine that processed transaction streams coming in via Kafka. Medication transactions were captured, enriched, and serialized into PostgreSQL databases in near real-time.<\/li>\n\n\n\n<li><strong>Smart Data Enrichment:<\/strong> Databricks notebooks pulled in additional insights \u2014 like pricing, facility, and department mapping \u2014 connecting fragmented data points into a complete, actionable view for each transaction.<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-6688bb43 solusec\"><div class=\"uagb-column__overlay\"><\/div>\n<ul class=\"wp-block-list\">\n<li><strong>Inventory Intelligence and Optimization:<\/strong> Real-time dashboards, powered by Databricks, offered predictive insights on stock-outs, benchmarked cabinet usage, and flagged safety standards \u2014 giving pharmacy teams critical visibility before issues arose.<\/li>\n\n\n\n<li><strong>Seamless Integration:<\/strong> Downstream, <strong>.Net Core-based microservices<\/strong> and <strong>Angular applications<\/strong> made this enriched data instantly accessible across desktops, tablets, and mobile devices \u2014 enabling clinicians and pharmacists to act faster and smarter.<\/li>\n<\/ul>\n\n\n\n<p>With Databricks at its core, customer has built a future-ready, resilient, and intelligent medication management platform\u2014redefining healthcare operations and patient safety for the years ahead.<\/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<ul class=\"wp-block-list\">\n<li>Reduced dispensing errors to <strong>0%.<\/strong><\/li>\n\n\n\n<li>Medication ordering speed improved by <strong>83%.<\/strong><\/li>\n\n\n\n<li>Pharmacy storage capacity increased by up to <strong>300%.<\/strong><\/li>\n\n\n\n<li>Advanced the journey toward an autonomous, zero-error pharmacy system.<\/li>\n<\/ul>\n\n\n\n<div class=\"mt-3\">\n                            <a href=\"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/WW-Case-Study-Medical-Devices-Azure-Databricks.pdf\" class=\"butn\" target=\"_blank\" 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 AI and Machine Learning, Databricks Industry Healthcare Technology Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores Customer The customer builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business. Business Challenge Customer needed a better&hellip; <a class=\"more-link\" href=\"https:\/\/viewmyprojects.com\/winwirewp\/pharmacy-automation-databricks\/\">Continue reading <span class=\"screen-reader-text\">Databricks<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":23539,"parent":0,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"templates\/casestudy-template.php","meta":{"_acf_changed":false,"_eb_attr":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[52,3,9,77,2,4,26],"class_list":["post-23534","page","type-page","status-publish","has-post-thumbnail","hentry","category-casestudies","category-healthcare","category-data-ai","category-healthcare-and-life-sciences","category-solutions","category-technology","category-data-and-ai-modernization-advisory","entry"],"acf":[],"featured_image_src":"https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp","uagb_featured_image_src":{"full":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp",700,500,false],"thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design-150x150.webp",150,150,true],"medium":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design-300x214.webp",300,214,true],"medium_large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp",700,500,false],"large":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp",700,500,false],"1536x1536":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp",700,500,false],"2048x2048":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.webp",700,500,false],"post-thumbnail":["https:\/\/viewmyprojects.com\/winwirewp\/wp-content\/uploads\/2025\/07\/Untitled-design.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 AI and Machine Learning, Databricks Industry Healthcare Technology Azure MLOps, DataOps, Azure DevOps, Azure Databricks, Feature Stores Customer The customer builds advanced patient engagement, financial management, and population health technology solutions that enable retail pharmacies to improve their patients&#8217; health while ensuring the long-term health of their business. Business Challenge Customer needed a better&hellip;&hellip;","_links":{"self":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/23534","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=23534"}],"version-history":[{"count":2,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/23534\/revisions"}],"predecessor-version":[{"id":23538,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/pages\/23534\/revisions\/23538"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media\/23539"}],"wp:attachment":[{"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/media?parent=23534"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/viewmyprojects.com\/winwirewp\/wp-json\/wp\/v2\/categories?post=23534"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}