{"id":12560,"date":"2026-05-09T07:00:39","date_gmt":"2026-05-09T06:00:39","guid":{"rendered":"https:\/\/sparkle.consulting\/challenges\/future-proof-data-architecture\/"},"modified":"2026-07-23T21:33:18","modified_gmt":"2026-07-23T20:33:18","slug":"future-proof-data-architecture","status":"publish","type":"page","link":"https:\/\/sparkle.consulting\/nl\/challenges\/future-proof-data-architecture\/","title":{"rendered":"Future-Proof Data Architecture"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"12560\" class=\"elementor elementor-12560\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-skimlyc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"skimlyc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div 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.entry-content,\n.elementor-page .site-content {padding:0!important;margin:0!important;max-width:none!important}\n\n.csp-hero{background:#163e52;color:#fff;padding:104px 0 96px;position:relative;overflow:hidden;font-family:'Inter',-apple-system,system-ui,sans-serif}\n.csp-hero:before{content:'';position:absolute;inset:0;background:radial-gradient(circle at 18% 28%, rgba(242,145,0,.10) 0%, transparent 55%),radial-gradient(circle at 82% 72%, rgba(86,127,147,.22) 0%, transparent 50%);pointer-events:none}\n.csp-hero:after{content:'';position:absolute;right:-120px;top:-120px;width:520px;height:520px;border-radius:50%;background:radial-gradient(circle,rgba(242,145,0,.06) 0%,transparent 70%);pointer-events:none}\n.csp-hero .wrap{max-width:1180px;margin:0 auto;padding:0 32px;position:relative;z-index:1}\n.csp-hero .crumbs{font-size:13px;font-weight:500;color:#93aab7;margin-bottom:36px;letter-spacing:.02em}\n.csp-hero .crumbs a{color:#93aab7;text-decoration:none;transition:color .2s}\n.csp-hero .crumbs a:hover{color:#fff}\n.csp-hero .crumbs span{color:#fff;margin:0 10px;opacity:.45}\n.csp-hero .eyebrow{display:inline-flex;align-items:center;gap:12px;font-size:12px;font-weight:600;letter-spacing:.18em;text-transform:uppercase;color:#f29100;margin-bottom:28px}\n.csp-hero .eyebrow:before{content:'';width:36px;height:1px;background:#f29100}\n.csp-hero h1{color:#fff!important;font-size:clamp(40px,5.2vw,68px);line-height:1.04;font-weight:700;letter-spacing:-.022em;margin:0 0 32px;max-width:920px;font-family:'Inter',-apple-system,system-ui,sans-serif}\n.csp-hero h1 em{font-style:italic;color:#f29100;font-weight:600}\n.csp-hero .lede{font-size:21px;line-height:1.55;color:#cdd9df;max-width:740px;margin:0;font-weight:400}\n@media(max-width:720px){.csp-hero{padding:80px 0 72px}.csp-hero h1{font-size:36px}.csp-hero .lede{font-size:17px}}\n<\/style>\n<section class=\"csp-hero\">\n  <div class=\"wrap\">\n    <div class=\"crumbs\"><a href=\"\/\">Home<\/a><span>\/<\/span><a href=\"\/challenges\/\">Customer challenges<\/a><span>\/<\/span>Future-proof data architecture<\/div>\n    <div class=\"eyebrow\">Business challenge<\/div>\n    <h1>You bet on <em>last decade's stack<\/em>. The bill is now due.<\/h1>\n    <p class=\"lede\">Synapse, dedicated SQL pools, monolithic warehouses, on-prem Hadoop. The architecture that worked in 2018 is the bottleneck of 2026.<\/p>\n  <\/div>\n<\/section><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"BreadcrumbList\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/sparkle.consulting\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Customer challenges\",\"item\":\"https:\/\/sparkle.consulting\/challenges\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Future-proof data architecture\",\"item\":\"https:\/\/sparkle.consulting\/challenges\/future-proof-data-architecture\/\"}]}<\/script><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Why move from Synapse to Fabric?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Fabric is the SaaS evolution of Synapse: same underlying engine, different operating model. Separate compute, OneLake, integrated Power BI + AI. Microsoft's 2025+ investment is in Fabric, not Synapse Dedicated.\"}},{\"@type\":\"Question\",\"name\":\"Should we move from Snowflake or Databricks too?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Snowflake\/Databricks are excellent. Don't migrate just for the sake of it. Move when (a) AI workloads need OneLake, (b) Power BI Direct Lake gives you 10x performance, or (c) cost savings clear a 9-month payback.\"}},{\"@type\":\"Question\",\"name\":\"What about lock-in to Microsoft?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Fabric uses open Delta Lake format. Your data leaves with you. The lock-in is on engineering practices, not the data layer. Compare to Snowflake or Databricks: same dynamic.\"}},{\"@type\":\"Question\",\"name\":\"How long does a wave migration take?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Three to six months for a typical estate (10-50TB). First wave (one business domain) in eight weeks. Then expand 1-2 waves per quarter.\"}},{\"@type\":\"Question\",\"name\":\"How do we manage cloud cost during migration?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"FinOps from day one: tagging policy, capacity governance, auto-pause, anomaly detection. Most customers see cost flat-lining or dropping during migration, because old and new run in parallel for only the migration window.\"}}]}<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-s59ctde elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"s59ctde\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c5ttpvv\" data-id=\"c5ttpvv\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ww2toik elementor-widget elementor-widget-html\" data-id=\"ww2toik\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-tldr{background:#fef3e3;padding:48px 0;font-family:'Inter',sans-serif;border-top:1px solid #f0d9b3;border-bottom:1px solid #f0d9b3}\n.csp-tldr .wrap{max-width:1180px;margin:0 auto;padding:0 32px;display:flex;gap:24px;align-items:flex-start}\n.csp-tldr .pill{flex-shrink:0;background:#af6d00;color:#fff;font-size:11px;font-weight:700;letter-spacing:.18em;text-transform:uppercase;padding:6px 14px;border-radius:999px}\n.csp-tldr .text{font-size:17px;line-height:1.65;color:#724700;margin:0;font-weight:500}\n.csp-tldr .text strong{color:#163e52;font-weight:600}\n@media(max-width:720px){.csp-tldr{padding:36px 0}.csp-tldr .wrap{flex-direction:column;gap:14px}.csp-tldr .text{font-size:15.5px}}\n<\/style>\n<section class=\"csp-tldr\"><div class=\"wrap\">\n<div class=\"pill\">In brief<\/div>\n<p class=\"text\">Synapse Dedicated Pools at capacity ceiling, AI workloads can't run, cloud bill grows faster than data. Fix it with a wave migration to Microsoft Fabric + OneLake + FinOps. 28% lower cloud bill, AI-ready foundation in zero downtime.<\/p>\n<\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-sab576n elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"sab576n\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c0den67\" data-id=\"c0den67\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wvlsrx6 elementor-widget elementor-widget-html\" data-id=\"wvlsrx6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-signs{background:#f8f9fb;padding:96px 0;font-family:'Inter',sans-serif}\n.csp-signs .wrap{max-width:1180px;margin:0 auto;padding:0 32px}\n.csp-signs .head{max-width:760px;margin-bottom:52px}\n.csp-signs .eyebrow{font-size:12px;font-weight:700;letter-spacing:.18em;text-transform:uppercase;color:#af6d00;margin-bottom:14px}\n.csp-signs h2{color:#163e52!important;font-size:38px;line-height:1.15;margin:0 0 14px;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif}\n.csp-signs .sub{font-size:16px;color:#567f93;margin:0}\n.csp-signs .grid{display:grid;grid-template-columns:repeat(2,1fr);gap:14px}\n.csp-signs .sign{background:#fff;border:1px solid #e5e9ed;border-radius:12px;padding:20px 24px;display:flex;gap:14px;align-items:flex-start;transition:border-color .2s,box-shadow .2s}\n.csp-signs .sign:hover{border-color:#cdd9df;box-shadow:0 2px 12px rgba(22,62,82,.05)}\n.csp-signs .sign .check{flex-shrink:0;width:24px;height:24px;border-radius:50%;background:#fef3e3;color:#af6d00;display:flex;align-items:center;justify-content:center;font-weight:700;font-size:13px;margin-top:1px}\n.csp-signs .sign p{margin:0;font-size:15px;line-height:1.5;color:#163e52}\n@media(max-width:720px){.csp-signs{padding:72px 0}.csp-signs h2{font-size:30px}.csp-signs .grid{grid-template-columns:1fr}}\n<\/style>\n<section class=\"csp-signs\">\n  <div class=\"wrap\">\n    <div class=\"head\">\n      <div class=\"eyebrow\">Signs you have this challenge<\/div>\n      <h2>If half of these sound familiar, this is your fight.<\/h2>\n      <p class=\"sub\">No formal assessment needed, just an honest look at the daily friction.<\/p>\n    <\/div>\n    <div class=\"grid\">\n      <div class=\"sign\"><div class=\"check\">\u2713<\/div><p>Your warehouse can't keep up with the data you collect today.<\/p><\/div><div class=\"sign\"><div class=\"check\">\u2713<\/div><p>Adding a new source means a multi-quarter integration project.<\/p><\/div><div class=\"sign\"><div class=\"check\">\u2713<\/div><p>You're paying for capacity that's idle 80% of the time.<\/p><\/div><div class=\"sign\"><div class=\"check\">\u2713<\/div><p>Your data engineers spend more time tuning than building.<\/p><\/div><div class=\"sign\"><div class=\"check\">\u2713<\/div><p>Every new use case requires a new tool, a new licence and a new training plan.<\/p><\/div><div class=\"sign\"><div class=\"check\">\u2713<\/div><p>Cloud bills grow faster than data volume.<\/p><\/div>\n    <\/div>\n  <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-sv882ws elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"sv882ws\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cduxnl5\" data-id=\"cduxnl5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wnd4p8b elementor-widget elementor-widget-html\" data-id=\"wnd4p8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-why{background:#fff;padding:96px 0;font-family:'Inter',sans-serif}\n.csp-why .wrap{max-width:1180px;margin:0 auto;padding:0 32px}\n.csp-why .body{display:grid;grid-template-columns:1fr 1fr;gap:72px}\n.csp-why .col h2{color:#163e52!important;font-size:32px;line-height:1.2;margin:0 0 32px;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif;display:flex;align-items:center;gap:14px}\n.csp-why .col h2:before{content:'';width:32px;height:3px;background:#215972;border-radius:2px}\n.csp-why .costs h2:before{background:#af6d00}\n.csp-why .item{padding:22px 0;border-top:1px solid #e5e9ed}\n.csp-why .item:first-of-type{border-top:0;padding-top:0}\n.csp-why .item h3{color:#215972!important;font-size:17px;margin:0 0 6px;font-weight:600;font-family:'Inter',sans-serif}\n.csp-why .item p{font-size:14.5px;line-height:1.6;color:#567f93;margin:0}\n.csp-why .costs .item h3{color:#af6d00!important}\n@media(max-width:900px){.csp-why{padding:72px 0}.csp-why .body{grid-template-columns:1fr;gap:48px}}\n<\/style>\n<section class=\"csp-why\">\n  <div class=\"wrap\">\n    <div class=\"body\">\n      <div class=\"col\">\n        <h2>Why it happens<\/h2>\n        <div class=\"item\"><h3>Locked-in architecture<\/h3><p>Choices made in 2018 (dedicated pools, proprietary formats, custom ETL) now constrain every new initiative.<\/p><\/div><div class=\"item\"><h3>No separation of storage and compute<\/h3><p>Old patterns force you to scale both together, so you over-provision one to satisfy the other.<\/p><\/div><div class=\"item\"><h3>No platform thinking<\/h3><p>Every new project bolts on its own toolchain, which compounds technical debt and operational cost.<\/p><\/div>\n      <\/div>\n      <div class=\"col costs\">\n        <h2>What it costs you<\/h2>\n        <div class=\"item\"><h3>Slow time-to-market<\/h3><p>New initiatives wait six months for capacity, integration and security review, before any business value lands.<\/p><\/div><div class=\"item\"><h3>Cloud bill creep<\/h3><p>Idle capacity, redundant copies, unsuspected data egress: waste that compounds quarter on quarter.<\/p><\/div><div class=\"item\"><h3>AI ceiling<\/h3><p>GenAI and agentic workloads need OneLake-style storage with separated compute. Old stacks simply can't serve them.<\/p><\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-s77qg0u elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"s77qg0u\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-co96cdc\" data-id=\"co96cdc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wfggqzh elementor-widget elementor-widget-html\" data-id=\"wfggqzh\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-help{background:#f8f9fb;padding:96px 0;font-family:'Inter',sans-serif}\n.csp-help .wrap{max-width:1180px;margin:0 auto;padding:0 32px}\n.csp-help .head{max-width:760px;margin-bottom:52px}\n.csp-help .eyebrow{font-size:12px;font-weight:700;letter-spacing:.18em;text-transform:uppercase;color:#215972;margin-bottom:14px}\n.csp-help h2{color:#163e52!important;font-size:38px;line-height:1.15;margin:0 0 14px;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif}\n.csp-help .sub{font-size:16px;color:#567f93;margin:0;max-width:680px}\n.csp-help .cards{display:grid;grid-template-columns:repeat(3,1fr);gap:18px}\n.csp-help .card{background:#fff;border:1px solid #e5e9ed;border-radius:14px;padding:32px 28px;display:flex;flex-direction:column;transition:border-color .25s,transform .25s,box-shadow .25s}\n.csp-help .card:hover{border-color:#215972;transform:translateY(-3px);box-shadow:0 8px 24px rgba(22,62,82,.08)}\n.csp-help .card .num{font-size:13px;font-weight:700;color:#f29100;letter-spacing:.12em;margin-bottom:14px}\n.csp-help .card h3{color:#163e52!important;font-size:20px;margin:0 0 12px;font-weight:700;line-height:1.25;font-family:'Inter',sans-serif}\n.csp-help .card p{font-size:14.5px;line-height:1.6;color:#567f93;margin:0 0 18px;flex:1}\n.csp-help .card a{font-size:14px;color:#215972;font-weight:600;text-decoration:none;display:inline-flex;align-items:center;gap:6px}\n.csp-help .card a:after{content:'\u2192';transition:transform .2s}\n.csp-help .card a:hover:after{transform:translateX(4px)}\n@media(max-width:900px){.csp-help{padding:72px 0}.csp-help h2{font-size:30px}.csp-help .cards{grid-template-columns:1fr}}\n<\/style>\n<section class=\"csp-help\">\n  <div class=\"wrap\">\n    <div class=\"head\">\n      <div class=\"eyebrow\">How Sparkle helps<\/div>\n      <h2>The shortest path from problem to results.<\/h2>\n      <p class=\"sub\">Microsoft-first stack. Belgian and Estonian engineering. Senior team kickoff through delivery to support.<\/p>\n    <\/div>\n    <div class=\"cards\">\n      <div class=\"card\"><div class=\"num\">01<\/div><h3>Microsoft Fabric backbone<\/h3><p>OneLake, separated compute, open Delta format: the architecture standard for the next decade.<\/p><a href=\"\/solutions\/data-platform-modernisation\/\">See solution<\/a><\/div><div class=\"card\"><div class=\"num\">02<\/div><h3>Migration roadmap with shortcuts<\/h3><p>Move incrementally. Use Fabric shortcuts to keep operations running while you re-platform.<\/p><a href=\"\/solutions\/data-platform-modernisation\/\">See solution<\/a><\/div><div class=\"card\"><div class=\"num\">03<\/div><h3>FinOps & capacity tuning<\/h3><p>Right-size capacity, enforce auto-pause, govern workloads, so the bill matches the value.<\/p><a href=\"\/solutions\/data-platform-modernisation\/\">See solution<\/a><\/div>\n    <\/div>\n  <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-sgxhbxe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"sgxhbxe\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c87trr7\" data-id=\"c87trr7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-w0ncekh elementor-widget elementor-widget-html\" data-id=\"w0ncekh\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-case{background:#fff;padding:96px 0;font-family:'Inter',sans-serif}\n.csp-case .wrap{max-width:1180px;margin:0 auto;padding:0 32px}\n.csp-case .head{max-width:680px;margin-bottom:44px}\n.csp-case .eyebrow{font-size:12px;font-weight:700;letter-spacing:.18em;text-transform:uppercase;color:#af6d00;margin-bottom:14px}\n.csp-case h2{color:#163e52!important;font-size:32px;line-height:1.2;margin:0;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif}\n.csp-case .grid{display:grid;grid-template-columns:1.1fr 1fr;gap:48px;align-items:center;background:#f8f9fb;border:1px solid #e5e9ed;border-radius:20px;padding:52px;overflow:hidden}\n.csp-case .body .meta{font-size:13px;color:#af6d00;font-weight:600;letter-spacing:.05em;margin-bottom:14px;text-transform:uppercase}\n.csp-case .body h3{color:#163e52!important;font-size:25px;margin:0 0 18px;font-weight:700;line-height:1.3;font-family:'Inter',sans-serif}\n.csp-case .body p{font-size:15.5px;line-height:1.65;color:#567f93;margin:0 0 24px}\n.csp-case .body .stats{display:flex;gap:32px;margin-bottom:26px;flex-wrap:wrap}\n.csp-case .body .stat{display:flex;flex-direction:column}\n.csp-case .body .stat .v{font-size:24px;font-weight:700;color:#215972;letter-spacing:-.01em}\n.csp-case .body .stat .l{font-size:11.5px;color:#567f93;text-transform:uppercase;letter-spacing:.06em;margin-top:3px}\n.csp-case .body a{font-size:14px;color:#215972;font-weight:600;text-decoration:none;display:inline-flex;align-items:center;gap:6px}\n.csp-case .body a:after{content:'\u2192';transition:transform .2s}\n.csp-case .body a:hover:after{transform:translateX(4px)}\n.csp-case .thumb{aspect-ratio:1.1\/1;border-radius:14px;background:linear-gradient(140deg,#215972 0%,#163e52 100%);position:relative;overflow:hidden;display:flex;align-items:center;justify-content:center;padding:36px}\n.csp-case .thumb svg{width:100%;height:100%}\n@media(max-width:900px){.csp-case{padding:72px 0}.csp-case .grid{grid-template-columns:1fr;padding:36px;gap:32px}.csp-case .body .stats{gap:18px}.csp-case .body .stat .v{font-size:20px}}\n<\/style>\n<section class=\"csp-case\">\n  <div class=\"wrap\">\n    <div class=\"head\">\n      <div class=\"eyebrow\">Customer case spotlight<\/div>\n      <h2>When a Synapse-only stack moved to Fabric without downtime.<\/h2>\n    <\/div>\n    <div class=\"grid\">\n      <div class=\"body\">\n        <div class=\"meta\">Retail \u00b7 Belgium<\/div>\n        <h3>Synapse \u2192 Fabric \u00b7 zero-downtime migration<\/h3>\n        <p>A Belgian retailer with a Synapse Dedicated SQL Pool hitting capacity ceiling. We moved to Microsoft Fabric with OneLake shortcuts, kept Synapse running during transition, migrated workloads in waves. New AI initiatives now ship in weeks, not quarters. Cloud bill down 28% on first quarter.<\/p>\n        <div class=\"stats\">\n          <div class=\"stat\"><div class=\"v\">Zero<\/div><div class=\"l\">downtime<\/div><\/div><div class=\"stat\"><div class=\"v\">28%<\/div><div class=\"l\">lower cloud bill<\/div><\/div><div class=\"stat\"><div class=\"v\">AI-ready<\/div><div class=\"l\">OneLake foundation<\/div><\/div>\n        <\/div>\n        \n      <\/div>\n      <div class=\"thumb\"><svg viewBox=\"0 0 320 280\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\"><g font-family=\"Inter,sans-serif\" font-weight=\"700\"><rect x=\"20\" y=\"50\" width=\"80\" height=\"180\" rx=\"10\" fill=\"#724700\"\/><rect x=\"120\" y=\"50\" width=\"80\" height=\"180\" rx=\"10\" fill=\"#af6d00\"\/><rect x=\"220\" y=\"50\" width=\"80\" height=\"180\" rx=\"10\" fill=\"#f29100\"\/><text x=\"60\" y=\"40\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\" opacity=\".7\">BRONZE<\/text><text x=\"160\" y=\"40\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\" opacity=\".7\">SILVER<\/text><text x=\"260\" y=\"40\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\" opacity=\".7\">GOLD<\/text><text x=\"60\" y=\"100\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">Raw<\/text><text x=\"60\" y=\"120\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">events<\/text><text x=\"160\" y=\"100\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">Cleansed<\/text><text x=\"160\" y=\"120\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">conformed<\/text><text x=\"260\" y=\"100\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">Curated<\/text><text x=\"260\" y=\"120\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\">business<\/text><g stroke=\"#fff\" stroke-width=\"2\" fill=\"none\" opacity=\".7\"><path d=\"M 100 140 L 120 140\"\/><path d=\"M 200 140 L 220 140\"\/><\/g><g fill=\"#fff\"><polygon points=\"115,135 120,140 115,145\"\/><polygon points=\"215,135 220,140 215,145\"\/><\/g><text x=\"160\" y=\"265\" text-anchor=\"middle\" font-size=\"11\" fill=\"#fff\" opacity=\".7\">FABRIC MEDALLION \u00b7 ONELAKE<\/text><\/g><\/svg><\/div>\n    <\/div>\n  <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-s83kc3o elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"s83kc3o\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cngt0e2\" data-id=\"cngt0e2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wahz59w elementor-widget elementor-widget-html\" data-id=\"wahz59w\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-cta{background:#fff;padding:96px 0;text-align:center;position:relative;font-family:'Inter',sans-serif}\n.csp-cta .wrap{max-width:780px;margin:0 auto;padding:0 32px}\n.csp-cta h2{color:#163e52!important;font-size:40px;line-height:1.15;margin:0 0 18px;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif}\n.csp-cta h2 em{font-style:italic;color:#f29100;font-weight:600}\n.csp-cta p{font-size:17px;line-height:1.6;color:#567f93;margin:0 0 36px}\n.csp-cta .btns{display:inline-flex;gap:14px;flex-wrap:wrap;justify-content:center}\n.csp-cta .btn{padding:15px 30px;border-radius:9px;font-size:15px;font-weight:600;text-decoration:none;display:inline-flex;align-items:center;gap:8px;transition:transform .2s,background .2s,box-shadow .2s}\n.csp-cta .btn-primary{background:#f29100;color:#fff;box-shadow:0 4px 14px rgba(242,145,0,.25)}\n.csp-cta .btn-primary:hover{background:#af6d00;transform:translateY(-1px);box-shadow:0 6px 20px rgba(242,145,0,.35)}\n.csp-cta .btn-secondary{background:transparent;color:#215972;border:1.5px solid #215972}\n.csp-cta .btn-secondary:hover{background:#215972;color:#fff}\n@media(max-width:720px){.csp-cta{padding:72px 0}.csp-cta h2{font-size:30px}}\n<\/style>\n<section class=\"csp-cta\">\n  <div class=\"wrap\">\n    <h2>Future-proof your data <em>before<\/em> the next bill arrives.<\/h2>\n    <p>Free 60-minute architecture review: we'll show you the highest-impact moves.<\/p>\n    <div class=\"btns\">\n      <a class=\"btn btn-primary\" href=\"\/contact-us\/\">Let's talk<\/a>\n      <a class=\"btn btn-secondary\" href=\"\/signature-cases\/\">See more cases<\/a>\n    <\/div>\n  <\/div>\n<\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-s8xdrv5 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"s8xdrv5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c7fr5il\" data-id=\"c7fr5il\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wflv5m0 elementor-widget elementor-widget-html\" data-id=\"wflv5m0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.csp-faq{background:#fff;padding:96px 0;font-family:'Inter',sans-serif}\n.csp-faq .wrap{max-width:880px;margin:0 auto;padding:0 32px}\n.csp-faq .head{margin-bottom:40px}\n.csp-faq .eyebrow{font-size:12px;font-weight:700;letter-spacing:.18em;text-transform:uppercase;color:#215972;margin-bottom:14px}\n.csp-faq h2{color:#163e52!important;font-size:36px;line-height:1.15;margin:0;font-weight:700;letter-spacing:-.02em;font-family:'Inter',sans-serif}\n.csp-faq h2 em{font-style:italic;color:#f29100;font-weight:600}\n.csp-faq details{border-top:1px solid #e5e9ed;padding:0;margin:0}\n.csp-faq details:last-of-type{border-bottom:1px solid #e5e9ed}\n.csp-faq details[open]{background:#f8f9fb}\n.csp-faq summary{padding:22px 0;font-size:17px;font-weight:600;color:#163e52;cursor:pointer;display:flex;align-items:center;justify-content:space-between;gap:14px;list-style:none;line-height:1.4}\n.csp-faq summary::-webkit-details-marker{display:none}\n.csp-faq summary:after{content:'+';font-size:24px;font-weight:300;color:#f29100;line-height:1;flex-shrink:0;transition:transform .25s}\n.csp-faq details[open] summary:after{transform:rotate(45deg)}\n.csp-faq details[open] summary{padding:22px 22px 14px}\n.csp-faq .a{padding:0 22px 22px;font-size:15.5px;line-height:1.65;color:#567f93;margin:0}\n@media(max-width:720px){.csp-faq{padding:72px 0}.csp-faq h2{font-size:28px}.csp-faq summary{font-size:16px}}\n<\/style>\n<section class=\"csp-faq\"><div class=\"wrap\">\n<div class=\"head\">\n<div class=\"eyebrow\">Frequently asked<\/div>\n<h2>Common questions, <em>direct answers<\/em>.<\/h2>\n<\/div>\n<details><summary>Why move from Synapse to Fabric?<\/summary><p class=\"a\">Fabric is the SaaS evolution of Synapse: same underlying engine, different operating model. Separate compute, OneLake, integrated Power BI + AI. Microsoft's 2025+ investment is in Fabric, not Synapse Dedicated.<\/p><\/details><details><summary>Should we move from Snowflake or Databricks too?<\/summary><p class=\"a\">Snowflake\/Databricks are excellent. Don't migrate just for the sake of it. Move when (a) AI workloads need OneLake, (b) Power BI Direct Lake gives you 10x performance, or (c) cost savings clear a 9-month payback.<\/p><\/details><details><summary>What about lock-in to Microsoft?<\/summary><p class=\"a\">Fabric uses open Delta Lake format. Your data leaves with you. The lock-in is on engineering practices, not the data layer. Compare to Snowflake or Databricks: same dynamic.<\/p><\/details><details><summary>How long does a wave migration take?<\/summary><p class=\"a\">Three to six months for a typical estate (10-50TB). First wave (one business domain) in eight weeks. Then expand 1-2 waves per quarter.<\/p><\/details><details><summary>How do we manage cloud cost during migration?<\/summary><p class=\"a\">FinOps from day one: tagging policy, capacity governance, auto-pause, anomaly detection. Most customers see cost flat-lining or dropping during migration, because old and new run in parallel for only the migration window.<\/p><\/details>\n<\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-sbqypy2 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"sbqypy2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cqfoz1d\" data-id=\"cqfoz1d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-wfiq5p9 elementor-widget elementor-widget-html\" data-id=\"wfiq5p9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style id=\"ms-partner-strip\">\n.ms-partner-strip{background:#0f2d3d;padding:32px 0;font-family:'Inter',sans-serif;border-top:1px solid rgba(255,255,255,.06)}\n.ms-partner-strip .wrap{max-width:1180px;margin:0 auto;padding:0 32px;display:flex;align-items:center;justify-content:center;gap:16px;flex-wrap:wrap}\n.ms-partner-strip .badge{display:flex;align-items:center;gap:14px;padding:14px 22px;background:rgba(255,255,255,.04);border:1px solid rgba(255,255,255,.12);border-radius:12px}\n.ms-partner-strip svg{width:32px;height:32px;flex-shrink:0}\n.ms-partner-strip .lbl{font-size:13px;line-height:1.35;color:#cdd9df}\n.ms-partner-strip .lbl strong{color:#fff;font-weight:600;font-size:14px;display:block;margin-bottom:1px}\n.ms-partner-strip .lbl .spec{color:#f29100;font-weight:600}\n@media(max-width:600px){.ms-partner-strip{padding:24px 0}.ms-partner-strip .badge{padding:12px 18px}}\n<\/style>\n<section class=\"ms-partner-strip\"><div class=\"wrap\">\n<div class=\"badge\"><svg viewBox=\"0 0 23 23\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><rect x=\"0\" y=\"0\" width=\"11\" height=\"11\" fill=\"#F25022\"\/><rect x=\"12\" y=\"0\" width=\"11\" height=\"11\" fill=\"#7FBA00\"\/><rect x=\"0\" y=\"12\" width=\"11\" height=\"11\" fill=\"#00A4EF\"\/><rect x=\"12\" y=\"12\" width=\"11\" height=\"11\" fill=\"#FFB900\"\/><\/svg><div class=\"lbl\"><strong>Microsoft Solution Partner<\/strong><span class=\"spec\">Data & AI \u00b7 Azure<\/span><\/div><\/div>\n<div class=\"badge\"><svg viewBox=\"0 0 23 23\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><rect x=\"0\" y=\"0\" width=\"11\" height=\"11\" fill=\"#F25022\"\/><rect x=\"12\" y=\"0\" width=\"11\" height=\"11\" fill=\"#7FBA00\"\/><rect x=\"0\" y=\"12\" width=\"11\" height=\"11\" fill=\"#00A4EF\"\/><rect x=\"12\" y=\"12\" width=\"11\" height=\"11\" fill=\"#FFB900\"\/><\/svg><div class=\"lbl\"><strong>Solutions Partner<\/strong><span class=\"spec\">Power Platform \u00b7 Modern Work<\/span><\/div><\/div>\n<div class=\"badge\"><svg viewBox=\"0 0 32 32\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><circle cx=\"16\" cy=\"16\" r=\"15\" fill=\"none\" stroke=\"#f29100\" stroke-width=\"2\"\/><path d=\"M11 16 L14 19 L21 12\" stroke=\"#f29100\" stroke-width=\"2.5\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg><div class=\"lbl\"><strong>Cronos Group<\/strong><span class=\"spec\">Part of 9,000+ network<\/span><\/div><\/div>\n<\/div><\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Home\/Customer challenges\/Future-proof data architecture Business challenge You bet on last decade&#8217;s stack. The bill is now due. Synapse, dedicated SQL pools, monolithic warehouses, on-prem Hadoop. The architecture that worked in &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/sparkle.consulting\/nl\/challenges\/future-proof-data-architecture\/\"> <span class=\"screen-reader-text\">Future-Proof Data Architecture<\/span> Lees meer \u00bb<\/a><\/p>","protected":false},"author":4,"featured_media":0,"parent":1511,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"class_list":["post-12560","page","type-page","status-publish","hentry"],"acf":[],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"Kristof Van de Loock","author_link":"https:\/\/sparkle.consulting\/nl\/author\/kristof-vandeloocksparkle-consulting\/"},"uagb_comment_info":0,"uagb_excerpt":"Home\/Customer challenges\/Future-proof data architecture Business challenge You bet on last decade&#8217;s stack. The bill is now due. Synapse, dedicated SQL pools, monolithic warehouses, on-prem Hadoop. The architecture that worked in &hellip; Future-Proof Data Architecture Read More \u00bb","_links":{"self":[{"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/pages\/12560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/comments?post=12560"}],"version-history":[{"count":31,"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/pages\/12560\/revisions"}],"predecessor-version":[{"id":14206,"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/pages\/12560\/revisions\/14206"}],"up":[{"embeddable":true,"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/pages\/1511"}],"wp:attachment":[{"href":"https:\/\/sparkle.consulting\/nl\/wp-json\/wp\/v2\/media?parent=12560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}