{"id":44946,"date":"2023-02-15T04:35:44","date_gmt":"2023-02-15T04:35:44","guid":{"rendered":"https:\/\/www.bitwiseglobal.com\/en-us\/?post_type=case-study&#038;p=44946"},"modified":"2026-02-04T12:26:08","modified_gmt":"2026-02-04T12:26:08","slug":"modernize-data-loads-to-crm-with-azure-data-factory","status":"publish","type":"case-study","link":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/","title":{"rendered":"Modernize Data Loads to CRM with Azure Data Factory"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>A major metal solutions provider had a legacy application built in on-prem TIBCO Scribe to feed data into its Microsoft Dynamics 365-based CRM system. The<br \/>\norganization needed to modernize its processes to support future growth and expansion while addressing pain areas that it had been living with for several years.<\/p>\n","protected":false},"author":6,"featured_media":52467,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","footnotes":""},"categories":[279,268],"tags":[460],"class_list":["post-44946","case-study","type-case-study","status-publish","format-standard","has-post-thumbnail","hentry","category-application-migration","category-cloud-migration","tag-metals"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.0 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Modernize Data Loads to CRM with ADF | Bitwise<\/title>\n<meta name=\"description\" content=\"Bitwise developed a cloud-based Data Integration solution using ADF &amp; other Azure native services for a major metal solutions to modernize data loads to CRM.\" \/>\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.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Modernize Data Loads to CRM with Azure Data Factory\" \/>\n<meta property=\"og:description\" content=\"Bitwise developed a cloud-based Data Integration solution using ADF &amp; other Azure native services for a major metal solutions to modernize data loads to CRM.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/\" \/>\n<meta property=\"og:site_name\" content=\"Bitwise\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-04T12:26:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2023\/02\/moderize-data-loads-to-crm_11zon.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"2300\" \/>\n\t<meta property=\"og:image:height\" content=\"1048\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/\",\"url\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/\",\"name\":\"Modernize Data Loads to CRM with ADF | Bitwise\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cdn2.bitwiseglobal.com\\\/bwglobalprod-cdn\\\/2023\\\/02\\\/moderize-data-loads-to-crm_11zon.webp\",\"datePublished\":\"2023-02-15T04:35:44+00:00\",\"dateModified\":\"2026-02-04T12:26:08+00:00\",\"description\":\"Bitwise developed a cloud-based Data Integration solution using ADF & other Azure native services for a major metal solutions to modernize data loads to CRM.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/#primaryimage\",\"url\":\"https:\\\/\\\/cdn2.bitwiseglobal.com\\\/bwglobalprod-cdn\\\/2023\\\/02\\\/moderize-data-loads-to-crm_11zon.webp\",\"contentUrl\":\"https:\\\/\\\/cdn2.bitwiseglobal.com\\\/bwglobalprod-cdn\\\/2023\\\/02\\\/moderize-data-loads-to-crm_11zon.webp\",\"width\":2300,\"height\":1048,\"caption\":\"Modernize Data Loads to CRM with Azure Data Factory\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/modernize-data-loads-to-crm-with-azure-data-factory\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Case Studies\",\"item\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/case-study\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Modernize Data Loads to CRM with Azure Data Factory\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#website\",\"url\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/\",\"name\":\"Bitwise\",\"description\":\"Technology Consulting and Data Management Services\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#organization\",\"name\":\"Bitwise\",\"url\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/cdn2.bitwiseglobal.com\\\/bwglobalprod-cdn\\\/2022\\\/11\\\/cropped-header-logo.jpg\",\"contentUrl\":\"https:\\\/\\\/cdn2.bitwiseglobal.com\\\/bwglobalprod-cdn\\\/2022\\\/11\\\/cropped-header-logo.jpg\",\"width\":226,\"height\":62,\"caption\":\"Bitwise\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bitwiseglobal.com\\\/en-us\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Modernize Data Loads to CRM with ADF | Bitwise","description":"Bitwise developed a cloud-based Data Integration solution using ADF & other Azure native services for a major metal solutions to modernize data loads to CRM.","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.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/","og_locale":"en_US","og_type":"article","og_title":"Modernize Data Loads to CRM with Azure Data Factory","og_description":"Bitwise developed a cloud-based Data Integration solution using ADF & other Azure native services for a major metal solutions to modernize data loads to CRM.","og_url":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/","og_site_name":"Bitwise","article_modified_time":"2026-02-04T12:26:08+00:00","og_image":[{"width":2300,"height":1048,"url":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2023\/02\/moderize-data-loads-to-crm_11zon.webp","type":"image\/webp"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/","url":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/","name":"Modernize Data Loads to CRM with ADF | Bitwise","isPartOf":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/#primaryimage"},"image":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/#primaryimage"},"thumbnailUrl":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2023\/02\/moderize-data-loads-to-crm_11zon.webp","datePublished":"2023-02-15T04:35:44+00:00","dateModified":"2026-02-04T12:26:08+00:00","description":"Bitwise developed a cloud-based Data Integration solution using ADF & other Azure native services for a major metal solutions to modernize data loads to CRM.","breadcrumb":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/#primaryimage","url":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2023\/02\/moderize-data-loads-to-crm_11zon.webp","contentUrl":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2023\/02\/moderize-data-loads-to-crm_11zon.webp","width":2300,"height":1048,"caption":"Modernize Data Loads to CRM with Azure Data Factory"},{"@type":"BreadcrumbList","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/modernize-data-loads-to-crm-with-azure-data-factory\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.bitwiseglobal.com\/en-us\/"},{"@type":"ListItem","position":2,"name":"Case Studies","item":"https:\/\/www.bitwiseglobal.com\/en-us\/case-study\/"},{"@type":"ListItem","position":3,"name":"Modernize Data Loads to CRM with Azure Data Factory"}]},{"@type":"WebSite","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#website","url":"https:\/\/www.bitwiseglobal.com\/en-us\/","name":"Bitwise","description":"Technology Consulting and Data Management Services","publisher":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.bitwiseglobal.com\/en-us\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#organization","name":"Bitwise","url":"https:\/\/www.bitwiseglobal.com\/en-us\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#\/schema\/logo\/image\/","url":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2022\/11\/cropped-header-logo.jpg","contentUrl":"https:\/\/cdn2.bitwiseglobal.com\/bwglobalprod-cdn\/2022\/11\/cropped-header-logo.jpg","width":226,"height":62,"caption":"Bitwise"},"image":{"@id":"https:\/\/www.bitwiseglobal.com\/en-us\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/case-study\/44946","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/case-study"}],"about":[{"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/types\/case-study"}],"author":[{"embeddable":true,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/comments?post=44946"}],"version-history":[{"count":0,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/case-study\/44946\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/media\/52467"}],"wp:attachment":[{"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/media?parent=44946"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/categories?post=44946"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bitwiseglobal.com\/en-us\/wp-json\/wp\/v2\/tags?post=44946"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}