{"id":155106,"date":"2024-01-30T19:14:37","date_gmt":"2024-01-31T00:14:37","guid":{"rendered":"https:\/\/innowise.com\/?p=155106"},"modified":"2026-03-16T04:16:04","modified_gmt":"2026-03-16T08:16:04","slug":"big-data-trends","status":"publish","type":"post","link":"https:\/\/innowise.com\/sv\/blog\/big-data-trends\/","title":{"rendered":"Trender f\u00f6r stora datam\u00e4ngder 2026: 15+ skiften som kommer att f\u00f6r\u00e4ndra data f\u00f6r alltid"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"155106\" class=\"elementor elementor-155106\">\n\t\t\t\t<div class=\"elementor-element elementor-element-63e5cb2 e-flex e-con-boxed e-con e-parent\" data-id=\"63e5cb2\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcbd06f elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"dcbd06f\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\/\", \n  \"@type\": \"BreadcrumbList\", \n  \"itemListElement\": [{\n    \"@type\": \"ListItem\", \n    \"position\": 1, \n    \"name\": \"Innowise is on Top: We Are No. 554 on Inc. 5000 Annual List\",\n    \"item\": \"https:\/\/innowise.com\/blog\/inc-5000-puts-innowise-group-among-the-fastest-growing-technology-companies-in-the-usa-2022\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 2, \n    \"name\": \"Blog\",\n    \"item\": \"https:\/\/innowise.com\/blog\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 3, \n    \"name\": \"Main\",\n    \"item\": \"https:\/\/innowise.com\/\"  \n  }]\n}\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b37566 elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"7b37566\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Big data trends <span id=\"current-year\">2026<\/span>: 15+ shifts that will change data forever<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18d3451 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"18d3451\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"heroBottom\">\n<div>    \n <a href=\"\/authors\/philip-tikhanovich\/\">\n      Philip Tikhanovich\n    <\/a> \n<\/div> \n\n<div class=\"second\">    \n<span>[post_modified_date]<\/span>\n<span>20 min read<\/span>  \n<\/div>  \n<\/div>\n\n<style>\n    .heroBottom a {\n        color: #FFFFFF;\n    }\n\n    .heroBottom a:hover {\n        color: #D13B3B !important;\n    }\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a3c212b elementor-hidden-desktop elementor-hidden-tablet e-flex e-con-boxed e-con e-parent\" data-id=\"a3c212b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3da4b1a elementor-widget elementor-widget-image\" data-id=\"3da4b1a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover_Mobile-app-development-cost-2031.png\" class=\"attachment-large size-large wp-image-193195\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover_Mobile-app-development-cost-2031.png 880w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover_Mobile-app-development-cost-2031-300x225.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover_Mobile-app-development-cost-2031-768x576.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/Small-cover_Mobile-app-development-cost-2031-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1223974 article-description e-flex e-con-boxed e-con e-parent\" data-id=\"1223974\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3e85b0c author-article e-con-full e-flex e-con e-child\" data-id=\"3e85b0c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2d848c6 e-con-full e-flex e-con e-child\" data-id=\"2d848c6\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c28dbd9 e-con-full takeways e-flex e-con e-child\" data-id=\"c28dbd9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff022b elementor-widget elementor-widget-heading\" data-id=\"2ff022b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key takeaways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1cc7826 elementor-widget elementor-widget-text-editor\" data-id=\"1cc7826\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li><b>AI is reshaping data processes: <\/b><span style=\"font-weight: 400;\">automating tedious tasks like cleaning, transforming, and generating data, freeing up teams to focus on insights and strategy.<\/span><\/li><li><b>Data architecture is evolving rapidly: <\/b><span style=\"font-weight: 400;\">decentralized models (like Data Mesh) and unified systems (like Data Fabric) are making data management more flexible and scalable than ever.<\/span><\/li><li><b>Real-time insights are now a necessity: <\/b><span style=\"font-weight: 400;\">businesses need to process and act on data as it arrives to stay competitive and responsive to immediate opportunities or risks.<\/span><\/li><li><b>Cloud strategies are diversifying: <\/b><span style=\"font-weight: 400;\">hybrid and multi-cloud environments offer businesses the flexibility they need, but they also require robust governance to manage complexity and costs.<\/span><\/li><li><b>Data is no longer just for analysts: <\/b><span style=\"font-weight: 400;\">self-service tools, intuitive visualizations, and automated insights are empowering non-technical teams to make data-driven decisions. Such data democratization is transforming company-wide operations.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-521083a elementor-widget elementor-widget-text-editor\" data-id=\"521083a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Let me kick things off with a bold statement: <\/span><strong><span id=\"current-year\">2026<\/span> <\/strong><b>is the year of reckoning for the big<\/b><b> data industry<\/b><span style=\"font-weight: 400;\">. We&#8217;ve spent the past decade experimenting with every shiny new tech under the sun: AI, IoT, cloud platforms, and all those buzzwords. But guess what? <\/span><b>It\u2019s time to put up or you\u2019ll miss the boat<\/b><span style=\"font-weight: 400;\">. If your company isn&#8217;t already figuring out how to turn that massive flood of data into something usable, you&#8217;re going to get left in the dust.<\/span><\/p><p class=\"p1\"><span id=\"current-year\">2026<\/span><span style=\"font-weight: 400;\"> is the time to make these tools work for you and stay ahead of the curve. Curious about which trends to watch? Let\u2019s dive in.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d8c71d4 e-con-full e-flex e-con e-child\" data-id=\"d8c71d4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-beeef29 elementor-widget elementor-widget-heading\" data-id=\"beeef29\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Top 15 + big data trends shaping <span id=\"current-year\">2026<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21a10c8 elementor-widget elementor-widget-text-editor\" data-id=\"21a10c8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, big data becomes a key driver of business value, and you&#8217;ll find it impacting every industry out there. From AI-driven analytics copilots to real-time edge processing, these trends define the <\/span><span style=\"font-weight: 400;\">big data future<\/span><span style=\"font-weight: 400;\"> that\u2019s already unfolding. They will shape your business success, so read this piece till the end.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a280be8 elementor-widget elementor-widget-image\" data-id=\"a280be8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"565\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-trends.png\" class=\"attachment-large size-large wp-image-193196\" alt=\"top big data trends, including generative AI, decentralized data architectures, real-time analytics, edge computing, and more\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-trends.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-trends-300x212.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-trends-768x542.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-trends-18x12.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03c756f e-con-full e-flex e-con e-child\" data-id=\"03c756f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d1cb63 elementor-widget elementor-widget-heading\" data-id=\"3d1cb63\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Generative AI for data engineering &amp; analytics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c81fbce elementor-widget elementor-widget-text-editor\" data-id=\"c81fbce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">One of the most impactful <\/span><span style=\"font-weight: 400;\">future trends in big data analytics<\/span><span style=\"font-weight: 400;\"> is the rise of Generative AI. While it&#8217;s not perfect yet, GenAI is already tackling the most time-consuming and tedious parts of data engineering. AI won&#8217;t eliminate data quality challenges entirely, but it can significantly reduce the hours your team spends on data preparation.<\/span><\/p><p><span style=\"font-weight: 400;\">AI is now being embedded into data pipelines, capable of automating tasks like data cleaning, filling missing gaps (imputation), and transforming data. This means you\u2019ll have clean, ready-to-use data at a fraction of the time. For instance, platforms like <\/span><a href=\"https:\/\/docs.databricks.com\/gcp\/en\/generative-ai\/tutorials\/ai-cookbook\/quality-data-pipeline-rag\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">Databricks<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a href=\"https:\/\/www.snowflake.com\/en\/blog\/accelerate-ai-development\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">Snowflake<\/span><\/a><span style=\"font-weight: 400;\"> already include built\u2011in functionality for generative\u2011AI\u2011enabled pipelines. It helps organisations automate data transformation, gap\u2011filling, and delivery of AI\u2011ready datasets.<\/span><\/p><p><b><\/b><b>Pro tip:<\/b><\/p><ul class=\"blackUl\"><li><span style=\"font-weight: 400;\">Start integrating AI tools into your data pipelines to automate cleaning and transformation.<\/span><\/li><li><span style=\"font-weight: 400;\">Invest in platforms with generative AI capabilities to fill data gaps and enhance accuracy.<\/span><\/li><li><span style=\"font-weight: 400;\">Encourage your data team to focus on strategic analysis, using AI-driven insights to drive faster decisions.<\/span><\/li><li><span style=\"font-weight: 400;\">Continuously monitor AI outputs to ensure data quality and align them with business objectives.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d9c3066 e-con-full e-flex e-con e-child\" data-id=\"d9c3066\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-4a3e568 e-con-full e-flex e-con e-child\" data-id=\"4a3e568\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d0cb384 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"d0cb384\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Let\u2019s explore how data can solve your business challenges<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80a9e5f e-con-full e-flex e-con e-child\" data-id=\"80a9e5f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78620e9 elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"78620e9\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a9a796 elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"3a9a796\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Reach out<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6ae1ed9 e-con-full e-flex e-con e-child\" data-id=\"6ae1ed9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8234498 elementor-widget elementor-widget-heading\" data-id=\"8234498\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Data Mesh + Data Fabric to build the data-architecture backbone<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e17f8f elementor-widget elementor-widget-image\" data-id=\"8e17f8f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"397\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/data-mesh-data-fabric.png\" class=\"attachment-large size-large wp-image-193199\" alt=\"Data Mesha and Data Fabric to build the data-architecture backbone\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/data-mesh-data-fabric.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/data-mesh-data-fabric-300x149.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/data-mesh-data-fabric-768x381.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/data-mesh-data-fabric-18x9.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efd75a3 elementor-widget elementor-widget-text-editor\" data-id=\"efd75a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Relying on outdated data architectures will hold you back. The key to staying competitive is adopting Data Mesh and Data Fabric.\u00a0<\/span><\/p><p><b>Data Mesh<\/b><span style=\"font-weight: 400;\"> decentralizes data ownership, letting domain teams manage and serve their own data, cutting out the bottleneck of central IT. <\/span><b>Data Fabric<\/b><span style=\"font-weight: 400;\"> connects all data sources (cloud, on-prem, edge) into a cohesive system with automated metadata, lineage, and integration. Together, they create a scalable, flexible architecture that enables agility without sacrificing control.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The growth of the Data Mesh market <\/span><span style=\"font-weight: 400;\">(<\/span><a href=\"https:\/\/www.databridgemarketresearch.com\/reports\/global-data-mesh-market\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">projected to reach <\/span><b>$5.09 billion by 2032<\/b><\/a>)<span style=\"font-weight: 400;\"> shows how quickly businesses are shifting toward decentralized data models.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">To make this work, start by identifying key domains within your business that can take ownership of their own data.<\/span><\/li><li><span style=\"font-weight: 400;\">Implement a metadata layer that ensures all data is discoverable, compliant, and easy to manage.<\/span><\/li><li><span style=\"font-weight: 400;\">Invest in tools and training to help domain teams fully embrace data ownership and avoid chaos.<\/span><\/li><li><span style=\"font-weight: 400;\">Most importantly, focus on fostering a culture where <b>data is treated as a product<\/b>, with clear ownership and collaboration.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">While Data Mesh defines the <\/span><i><span style=\"font-weight: 400;\">architecture<\/span><\/i><span style=\"font-weight: 400;\"> for decentralization, it works best when combined with a \u201cdata-as-a-product\u201d mindset, where each dataset is owned, documented, and managed like a real product.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c6b8c0 e-con-full e-flex e-con e-child\" data-id=\"5c6b8c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cead8ac elementor-widget elementor-widget-heading\" data-id=\"cead8ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Data as a product<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1c761a elementor-widget elementor-widget-text-editor\" data-id=\"c1c761a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Data Mesh gives you the structure. Data as a Product gives you discipline. In <span id=\"current-year\">2026<\/span>, smart companies don\u2019t just decentralize data, they manage it like a product, with clear ownership, documentation, and measurable value. While many companies are still working to centralize their data, the trend is rapidly moving away from data buried in random spreadsheets or isolated databases. In a data-as-a-product mindset, every dataset has documentation, role assignment, service-level agreements, and a feedback loop for improvement.<\/span><\/p><p><span style=\"font-weight: 400;\">This way, marketing knows where their campaign data lives. Finance trusts the revenue numbers without needing a \u201cdata reconciliation day.\u201d And engineering finally stops acting as the bottleneck between everyone else\u2019s dashboards.<\/span><\/p><p><span style=\"font-weight: 400;\">Platforms like <\/span><b>Snowflake Data Cloud<\/b><span style=\"font-weight: 400;\"> and <\/span><b>Databricks Marketplace<\/b><span style=\"font-weight: 400;\"> already help teams publish, share, and even monetize data products internally or with partners. That opens new doors for collaboration and new revenue streams. Especially when your \u201cdata product\u201d becomes something others want to buy or build on.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Assign clear ownership for every major dataset, just like you would for a product feature.<\/span><\/li><li><span style=\"font-weight: 400;\">Define who\u2019s responsible for quality, documentation, and uptime.<\/span><\/li><li><span style=\"font-weight: 400;\">Standardize formats and build discoverability \u2014 an internal catalog where teams can \u201cshop\u201d for datasets instead of asking Slack for links. <\/span><\/li><li><span style=\"font-weight: 400;\">Finally, start tracking ROI for data assets: which ones generate insights, savings, or revenue.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-320ccc7 e-con-full e-flex e-con e-child\" data-id=\"320ccc7\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e32446e elementor-widget elementor-widget-text-editor\" data-id=\"e32446e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u201c<span style=\"font-weight: 400;\">At Innowise, we always make sure data works for you in a way that\u2019s practical and efficient. Our approach integrates AI, automates data workflows, and enables real-time insights, so your team isn\u2019t bogged down by complexity. You get clean, actionable data when you need it, so you can make decisions based on facts<\/span><i><span style=\"font-weight: 400;\">.<\/span><\/i>\u201d<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-426056e e-grid e-con-full e-con e-child\" data-id=\"426056e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc0ef81 elementor-widget elementor-widget-image\" data-id=\"dc0ef81\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Dmitry-Nazarevich.png\" class=\"attachment-full size-full wp-image-182208\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Dmitry-Nazarevich.png 180w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Dmitry-Nazarevich-150x150.png 150w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Dmitry-Nazarevich-12x12.png 12w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df48b81 e-con-full max100 e-flex e-con e-child\" data-id=\"df48b81\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-673e7eb elementor-widget elementor-widget-heading\" data-id=\"673e7eb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/dmitry-nazarevich\/\" rel=\"nofollow\">Dmitry Nazarevich<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a138cf elementor-widget elementor-widget-text-editor\" data-id=\"0a138cf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CTO<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0990e0d e-con-full e-flex e-con e-child\" data-id=\"0990e0d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ff8b04 elementor-widget elementor-widget-heading\" data-id=\"1ff8b04\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Real\u2011time &amp; streaming analytics for big data<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e5fd0b elementor-widget elementor-widget-image\" data-id=\"3e5fd0b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"462\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/real-time-streaming.png\" class=\"attachment-large size-large wp-image-193203\" alt=\"Real\u2011time &amp; streaming analytics for big data\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/real-time-streaming.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/real-time-streaming-300x173.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/real-time-streaming-768x444.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/real-time-streaming-18x10.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-41f710b elementor-widget elementor-widget-text-editor\" data-id=\"41f710b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The next on the list of <\/span><span style=\"font-weight: 400;\">future trends in big data is<\/span> <span style=\"font-weight: 400;\">real\u2011time analytics. While the concept has been under development for years, by 2026, it will be rapidly evolving from a competitive advantage into a <\/span><b>core necessity<\/b><span style=\"font-weight: 400;\"> for organisations that demand instantaneous insights. When you process data the moment it arrives, instead of waiting for batches, you unlock the ability to act on events, signals, and patterns <\/span><b>as they happen<\/b><span style=\"font-weight: 400;\">. For the big\u2011data arena, this means <\/span><b>streaming high\u2011volume data sources<\/b><span style=\"font-weight: 400;\"> (IoT sensors, user interactions, logs) through pipelines that analyse and respond within seconds or milliseconds.<\/span><\/p><p><span style=\"font-weight: 400;\">The market backs this shift. The global streaming analytics sector was valued at <\/span><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/streaming-analytics-market\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">$23.4\u202fbillion in 2023<\/span><\/a><span style=\"font-weight: 400;\"> and is projected to grow to about $\u202f128.4\u202fbillion by 2030, at a CAGR of roughly 28.3% between 2024 and 2030.<\/span> <span style=\"font-weight: 400;\">Industries like finance, telecoms, manufacturing, and retail are already using stream\u2011based models for fraud detection, dynamic pricing, predictive maintenance, and customer experience optimization.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Identify one or two high\u2011impact use cases where delay costs money or competitive advantage (e.g., inventory shifts, fraud spikes, equipment failure).<\/span><\/li><li><span style=\"font-weight: 400;\">Deploy a streaming analytics proof\u2011of\u2011concept using technologies like Apache\u202fKafka, Flink, or managed services from cloud providers.<\/span><\/li><li><span style=\"font-weight: 400;\">Ensure your architecture is built for <\/span><b>continuous ingestion and evaluation<\/b><span style=\"font-weight: 400;\">, including alerting, dashboards, and automated triggers.<\/span><\/li><li><span style=\"font-weight: 400;\">Establish governance, data quality, and latency SLAs for those streams, as speed provides value only if insights are trusted and usable.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">If your data strategy still treats real\u2011time as an \u201cextra\u201d and focuses heavily on batch first, <span id=\"current-year\">2026<\/span> will highlight the gap, believe me.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-206386b e-con-full e-flex e-con e-child\" data-id=\"206386b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bfbde8 elementor-widget elementor-widget-heading\" data-id=\"1bfbde8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. Graph analytics &amp; knowledge graphs to unlock hidden relationships<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99cf1d4 elementor-widget elementor-widget-text-editor\" data-id=\"99cf1d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Graph analytics steps into the spotlight in 2026, not as a new technology, but because its adoption is being rapidly accelerated by AI integration. Instead of treating data solely as rows and columns, organisations use graphs to understand how entities connect: customers, products, sensor nodes, fraud rings, you name it.<\/span><b> Knowledge graphs<\/b><span style=\"font-weight: 400;\"> and <\/span><b>graph databases<\/b><span style=\"font-weight: 400;\"> make this possible: they map complex relationships and expose insights traditional methods struggle to reveal. For example, a <\/span><a href=\"https:\/\/www.verifiedmarketreports.com\/blog\/top-7-trends-in-graph-database\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">recent graph database report by Verified Market Reports explains<\/span><\/a><span style=\"font-weight: 400;\"> that graph databases are now critical for real\u2011time processing, semantic relationships, and AI\u2011driven anomaly detection.<\/span><\/p><p><span style=\"font-weight: 400;\">For business leaders, the key benefit is this: you uncover <\/span><i><span style=\"font-weight: 400;\">why<\/span><\/i><span style=\"font-weight: 400;\"> things happen, not just <\/span><i><span style=\"font-weight: 400;\">that<\/span><\/i><span style=\"font-weight: 400;\"> they happen. In fraud detection, you spot the network of actors; in recommendation, you map hidden affinities; in IoT, you trace chains of failure. That power brings <\/span><b>deeper insight<\/b><span style=\"font-weight: 400;\">, <\/span><b>faster detection<\/b><span style=\"font-weight: 400;\">, and <\/span><b>more strategic action<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Identify a domain where relationships matter (customer\u2011360, supply\u2011chain, fraud, or IoT).<\/span><\/li><li><span style=\"font-weight: 400;\">Pilot a graph model using a graph database or extend your data lake with a knowledge graph layer.<\/span><\/li><li><span style=\"font-weight: 400;\">Ensure your team builds clear entity and relationship definitions (nodes &amp; edges) and includes lineage and governance so your insights stay trustworthy.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b172b7 e-con-full e-flex e-con e-child\" data-id=\"3b172b7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1eec2d0 elementor-widget elementor-widget-heading\" data-id=\"1eec2d0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">6. Multi-cloud and hybrid data strategies<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-461a893 elementor-widget elementor-widget-image\" data-id=\"461a893\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"381\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/multi-cloud.png\" class=\"attachment-large size-large wp-image-193204\" alt=\"Amazon Cloud, Azure Cloud and Google cloud in a hybrid setup\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/multi-cloud.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/multi-cloud-300x143.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/multi-cloud-768x366.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/multi-cloud-18x9.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f3f40b elementor-widget elementor-widget-text-editor\" data-id=\"7f3f40b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In 2026, relying solely on a single cloud provider is increasingly seen as a risk, much like putting all your investment into a single stock. While many organizations still primarily use one platform, the most strategically advanced companies now play the multi-cloud game. They balance services from AWS, Azure, and Google Cloud to avoid lock-in and squeeze the best performance-to-cost ratio out of each.<\/span><\/p><p><span style=\"font-weight: 400;\">Hybrid setups are rising, too. This is where organizations combine cloud services with their existing on-premises data centers. Reasons for this hybrid approach go deeper than just keeping sensitive data on-prem include:<\/span><\/p><ul class=\"blackUl bottomText\"><li><b>Regional compliance:<\/b><span style=\"font-weight: 400;\"> Meeting specific data residency laws (like GDPR) that mandate certain data must remain within national borders.<\/span><\/li><li><b>Legacy systems:<\/b><span style=\"font-weight: 400;\"> Continuing to utilize high-performing, non-migratable legacy systems or mainframes that are critical to core operations.<\/span><\/li><li><b>Capital investment return:<\/b><span style=\"font-weight: 400;\"> Maximizing the return on previous substantial investments in on-prem hardware and infrastructure.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">The catch? Complexity. Spreading workloads across clouds introduces more moving parts: different APIs, billing systems, and governance rules. The winners are those who automate the orchestration and monitoring layer. Think cross-cloud query engines, unified identity management, and observability tools that track latency and cost in real time.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Map your workloads and tag what truly benefits from multi-cloud: analytics, storage, or compute.<\/span><\/li><li><span style=\"font-weight: 400;\">Use cloud-agnostic architectures built on open formats like Parquet, Delta, or Iceberg.<\/span><\/li><li><span style=\"font-weight: 400;\">Adopt FinOps tools to monitor spend across providers and avoid \u201cbill shock.\u201d<\/span><\/li><li><span style=\"font-weight: 400;\">Keep governance central: one access policy, one audit trail, one view of data lineage, no matter where it lives.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3111c61 elementor-widget elementor-widget-shortcode\" data-id=\"3111c61\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[blog_related_services post_in='67960,82418,93416']<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40e7af1 e-con-full e-flex e-con e-child\" data-id=\"40e7af1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a78c5c elementor-widget elementor-widget-heading\" data-id=\"2a78c5c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">7. Industry-specific big data solutions<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f2cbe2 elementor-widget elementor-widget-image\" data-id=\"7f2cbe2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"467\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-industries.png\" class=\"attachment-large size-large wp-image-193205\" alt=\"industries that use Big data solutions\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-industries.png 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-industries-300x175.png 300w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-industries-768x449.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/big-data-industries-18x12.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e96500 elementor-widget elementor-widget-text-editor\" data-id=\"4e96500\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Generic data platforms are great. Until they start solving nothing in particular. This is why, in <span id=\"current-year\">2026<\/span>, companies in super-competitive, high-risk, or regulated fields are done with generic tools. They want industry-tuned solutions that speak their language, handle their regulations, and deliver results instead of dashboards that look impressive and mean little.<\/span><\/p><p><span style=\"font-weight: 400;\">So, why are companies suddenly demanding these specialized solutions in <span id=\"current-year\">2026<\/span>? It really boils down to three big things:<\/span><\/p><ul class=\"blackUl bottomText\"><li><b>Regulatory pressure: <\/b><span style=\"font-weight: 400;\">To stay legal and compliant without custom coding, companies need solutions with governance frameworks already baked in for their specific sector.<\/span><\/li><li><b>AI-powered domain models:<\/b><span style=\"font-weight: 400;\"> Because AI is only as good as its training, organizations require solutions that come with pre-trained domain expertise and vocabulary to ensure accurate insights.<\/span><\/li><li><b>Demand for pre-built expertise:<\/b><span style=\"font-weight: 400;\"> Frankly, organizations are tired of wasting time and money teaching generic tools how their industry works. They want solutions with pre-packaged connectors, data dictionaries, and compliance frameworks that fit straight into their daily workflows. It\u2019s all about getting results and eliminating that painful, costly translation step.<\/span><\/li><\/ul><p><a href=\"\/blog\/predictive-analytics-in-healthcare\/\"><span style=\"font-weight: 400;\">Healthcare teams want predictive analytics<\/span><\/a><span style=\"font-weight: 400;\"> that help doctors spot patient risks before they escalate. <\/span><a href=\"\/blog\/data-analytics-in-banking\/\"><span style=\"font-weight: 400;\">Banks care about fraud detection<\/span><\/a><span style=\"font-weight: 400;\">, risk scoring, and hyper-personalized offers. Manufacturers track equipment health and supply chain visibility down to the minute. And <\/span><a href=\"\/blog\/big-data-in-retail-industry\/\"><span style=\"font-weight: 400;\">retailers are blending transaction data <\/span><\/a><span style=\"font-weight: 400;\">with in-store sensors and social trends to forecast demand without staring into spreadsheets.<\/span><\/p><p><span style=\"font-weight: 400;\">That\u2019s why the market is shifting toward <\/span><b>domain-specific data products: <\/b><span style=\"font-weight: 400;\">pre-built models, connectors, and compliance frameworks that fit straight into real workflows. This specialization is already demonstrating massive growth in vertical markets. For instance, according to Visiongain, the <\/span><b>healthcare analytics market alone <\/b><a href=\"https:\/\/www.globenewswire.com\/news-release\/2021\/06\/23\/2252041\/0\/en\/Big-Data-Analytics-in-Healthcare-Market-worth-US-101-Billion-by-2031-Visiongain-Research-Inc.html\" target=\"_blank\" rel=\"nofollow noopener\"><b>will reach $101 billion<\/b><\/a><b> by 2031<\/b><span style=\"font-weight: 400;\">, driven by this kind of specialization.<\/span><\/p><p><span style=\"font-weight: 400;\"><b>Pro tip:<\/b><\/span><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Stop chasing one-size-fits-all analytics platforms. Instead, <\/span><b>pick tools built for your industry\u2019s data quirks<\/b><span style=\"font-weight: 400;\">: from EMR standards in healthcare to AML rules in banking.<\/span><\/li><li><span style=\"font-weight: 400;\">Push your vendors on domain expertise, not just their tech stack.<\/span><\/li><li><span style=\"font-weight: 400;\">Build small, outcome-driven pilots around your biggest operational pain points, and scale what actually works.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7773ab3 e-con-full e-flex e-con e-child\" data-id=\"7773ab3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78f1452 elementor-widget elementor-widget-heading\" data-id=\"78f1452\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">8. Edge computing for big data<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-255879b elementor-widget elementor-widget-text-editor\" data-id=\"255879b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, the demand for immediate, automated action is paramount. Though the cloud is still vital, companies are realizing it costs too much time and money to send <\/span><i><span style=\"font-weight: 400;\">every single byte<\/span><\/i><span style=\"font-weight: 400;\"> of data to a distant server for processing.<\/span><\/p><p><span style=\"font-weight: 400;\">Edge computing is the fix. It brings data processing closer to where it\u2019s generated: sensors, machines, devices, even cars. Instead of pushing terabytes across the network, you process the important stuff locally and act instantly.<\/span><\/p><p><span style=\"font-weight: 400;\">Why is this trend exploding <\/span><i><span style=\"font-weight: 400;\">now<\/span><\/i><span style=\"font-weight: 400;\">?<\/span><\/p><ul class=\"blackUl bottomText\"><li><b>IoT explosion:<\/b><span style=\"font-weight: 400;\"> Billions of sensors mean centralized processing is just too expensive and slow.<\/span><\/li><li><b>AI at the edge:<\/b><span style=\"font-weight: 400;\"> Lightweight models let the AI make real-time decisions right on the device, skipping the cloud delay.<\/span><\/li><li><b>Real-time mandate:<\/b><span style=\"font-weight: 400;\"> In high-stakes areas (like catching equipment failure), milliseconds matter.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">This matters most for industries where speed is life: smart factories that adjust production lines on the fly, hospitals that monitor patients in real time, or retail chains that manage pricing dynamically based on local demand. And the money backs it up: <\/span><a href=\"https:\/\/my.idc.com\/getdoc.jsp?containerId=prUS53261225&amp;\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">IDC forecasts<\/span><\/a><span style=\"font-weight: 400;\"> global spending on edge computing solutions to grow at ~13.8% CAGR and reach nearly <\/span><b>$380\u202fbillion by 2028<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">The smartest organizations aren&#8217;t replacing the cloud; they&#8217;re completing it. They use a hybrid setup: local processing for speed, cloud storage for scale. The result is beautiful: lower latency, reduced bandwidth costs, and faster decisions that actually move the needle.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Start with one area where latency hurts. Maybe quality control in production or predictive maintenance in logistics.<\/span><\/li><li><span style=\"font-weight: 400;\">Deploy edge analytics there and connect it to your central cloud system.<\/span><\/li><li><span style=\"font-weight: 400;\">Define clear rules for what gets processed locally versus centrally, and keep governance consistent across both.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b2f999e e-con-full e-flex e-con e-child\" data-id=\"b2f999e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b746b62 elementor-widget elementor-widget-heading\" data-id=\"b746b62\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">9. Synthetic data and privacy-enhancing tech<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff51f1e elementor-widget elementor-widget-text-editor\" data-id=\"ff51f1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, access to real-world data is trickier than ever: privacy laws are stricter, regulators are watchful, and users are far less forgiving. That\u2019s why we need <\/span><b>synthetic data.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">The trend is exploding now because the <\/span><b>GenAI boom<\/b><span style=\"font-weight: 400;\"> has finally made synthetic data high-quality enough to reliably mimic complex, real-world information. Companies are increasingly relying on this artificial, statistically accurate data to train massive AI models faster and cheaper than traditional methods, all while automatically satisfying tough compliance needs like GDPR and the EU&#8217;s AI Act.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Synthetic data tools are everywhere: from finance firms training fraud detection models to healthcare companies running AI diagnostics without exposing patient data. <\/span><a href=\"https:\/\/www.gartner.com\/en\/newsroom\/press-releases\/2022-06-22-is-synthetic-data-the-future-of-ai?\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">Gartner expects<\/span><\/a><span style=\"font-weight: 400;\"> that by 2030, <\/span><b>synthetic data will surpass real data in AI training<\/b><span style=\"font-weight: 400;\">, because it\u2019s safer, faster, and easier to scale.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Use synthetic data in areas where compliance blocks access to real information (healthcare, finance, or HR analytics).<\/span><\/li><li><span style=\"font-weight: 400;\">Integrate PETs (Privacy-Enhancing Technologies) into your pipeline early, not as an afterthought.<\/span><\/li><li><span style=\"font-weight: 400;\">Run pilot projects comparing model performance on synthetic versus real data, and track how it impacts accuracy and bias.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-82da378 e-con-full e-flex e-con e-child\" data-id=\"82da378\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-bbf8878 e-con-full e-flex e-con e-child\" data-id=\"bbf8878\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af9f4ae elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"af9f4ae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Take control of your data \u2014 reduce costs, increase efficiency<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da9097b e-con-full e-flex e-con e-child\" data-id=\"da9097b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0618406 elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"0618406\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba8d4ad elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"ba8d4ad\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e40b9f5 e-con-full e-flex e-con e-child\" data-id=\"e40b9f5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36cf581 elementor-widget elementor-widget-heading\" data-id=\"36cf581\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">10. AI-driven analytics and storytelling<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34dfb13 elementor-widget elementor-widget-text-editor\" data-id=\"34dfb13\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, analytics finally feels human. AI copilots and narrative visualization tools now turn data into clear stories instead of endless charts. Tools like Power BI Copilot, Tableau GPT, <\/span><b>camelAI,<\/b><span style=\"font-weight: 400;\"> and Looker\u2019s GenAI layer can query, summarize, and explain insights in plain language.<\/span><\/p><p><b><span style=\"font-weight: 400;\">Think of them as your data analyst. You can ask, \u201cHow did revenue trend this quarter?\u201d or \u201cWhich campaign brought the highest ROI?\u201d and get instant answers in plain language. Tools like <\/span>Power BI Copilot<span style=\"font-weight: 400;\">, <\/span>Tableau GPT<span style=\"font-weight: 400;\">, and <\/span>camelAI<span style=\"font-weight: 400;\"> already do this, connecting large language models directly to your company\u2019s data.<\/span><\/b><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Integrate copilots into your analytics stack, connect them to verified datasets, and redesign dashboards around narratives, not metrics.<\/span><\/li><li><span style=\"font-weight: 400;\">Train teams to validate AI outputs and focus on the \u201cwhy\u201d behind every number.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a358bd5 e-con-full e-flex e-con e-child\" data-id=\"a358bd5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e56ff86 elementor-widget elementor-widget-heading\" data-id=\"e56ff86\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">11. Cloud data warehousing and the rise of the lakehouse<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ddca6b5 elementor-widget elementor-widget-text-editor\" data-id=\"ddca6b5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, the line between data lakes and warehouses has blurred. The new standard is <\/span><b>lakehouse architecture<\/b><span style=\"font-weight: 400;\">, which is a hybrid model that combines the scalability of data lakes with the structure and performance of warehouses. You can store unstructured data, query it with SQL, and run machine learning workloads. All in one place. Without juggling ten different platforms.<\/span><\/p><p><span style=\"font-weight: 400;\">Vendors like <\/span><b>Databricks<\/b><span style=\"font-weight: 400;\">, <\/span><b>Snowflake<\/b><span style=\"font-weight: 400;\">, and <\/span><b>Google BigQuery<\/b><span style=\"font-weight: 400;\"> are leading the charge here.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">If your infrastructure still splits data between lakes and warehouses, start consolidating.<\/span><\/li><li><span style=\"font-weight: 400;\">Adopt a lakehouse solution that fits your stack and train your team to query across both structured and unstructured datasets.<\/span><\/li><li><span style=\"font-weight: 400;\">Prioritize open formats like <\/span><b>Parquet<\/b><span style=\"font-weight: 400;\"> and <\/span><b>Delta Lake<\/b><span style=\"font-weight: 400;\"> to avoid vendor lock-in.<\/span><\/li><li><span style=\"font-weight: 400;\">And once you\u2019re set up, start layering advanced analytics and machine learning directly on top. That\u2019s where the real ROI lives.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-400cc69 e-con-full e-flex e-con e-child\" data-id=\"400cc69\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e52772 elementor-widget elementor-widget-heading\" data-id=\"4e52772\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">12. Data observability and DataOps<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5ab589 elementor-widget elementor-widget-text-editor\" data-id=\"a5ab589\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, <\/span><span style=\"font-weight: 400;\">managing data pipelines without observability is like flying a plane with the dashboard turned off. You might move fast, but you have no idea what\u2019s breaking. Data observability is how teams get visibility into the health, freshness, and reliability of their data. It tells you when something\u2019s wrong, why it happened, and how to fix it before dashboards start showing nonsense.<\/span><\/p><p><span style=\"font-weight: 400;\">So, why is this essential <i>now<\/i>? Because you can\u2019t have governance or compliance without it.<\/span><\/p><ul class=\"blackUl bottomText\"><li><b>You need to govern:<\/b><span style=\"font-weight: 400;\"> Observability tools track the entire data journey (or lineage), providing the proof you need to enforce quality standards and policies across your company.<\/span><\/li><li><b>You need to comply:<\/b><span style=\"font-weight: 400;\"> Since the tools log everything (who touched the data, how it was transformed) they generate the exact audit trail required to satisfy regulators (for things like GDPR).<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">This goes hand-in-hand with <\/span><a href=\"\/services\/dataops\/\"><b>DataOps<\/b><span style=\"font-weight: 400;\">,<\/span><\/a><span style=\"font-weight: 400;\"> which automates things like testing and deployment. Together, observability and DataOps give you a reliable, compliant, and rock-solid data backbone with fewer surprises and faster recovery times.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Start by instrumenting your key data pipelines with observability tools that track freshness, lineage, and anomalies.<\/span><\/li><li><span style=\"font-weight: 400;\">Treat data pipelines like production systems, monitor them continuously, not just when something breaks.<\/span><\/li><li><span style=\"font-weight: 400;\">Pair observability with DataOps practices: automate testing, implement version control for transformations, and create clear ownership of each dataset.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1bb54a5 e-con-full e-flex e-con e-child\" data-id=\"1bb54a5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07c996e elementor-widget elementor-widget-heading\" data-id=\"07c996e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">13. FinOps for data and AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-793ce0a elementor-widget elementor-widget-text-editor\" data-id=\"793ce0a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Have cloud bills ever kept you awake at night? As data volumes explode and AI workloads multiply, <\/span><b>FinOps<\/b><span style=\"font-weight: 400;\"> (financial operations for cloud and data) becomes essential. The goal is simple: understand where every dollar in your data ecosystem goes and make sure it\u2019s actually buying business value, not just bigger servers.<\/span><\/p><p><span style=\"font-weight: 400;\">Training large models, storing petabytes of data, and running endless queries can drain budgets fast. FinOps teams now use analytics and automation to <\/span><b>track costs in real time<\/b><span style=\"font-weight: 400;\">, spot inefficiencies, and forecast usage across departments. Cloud providers even offer native tools for this (AWS Cost Explorer, Google Cloud Billing, Azure Cost Management), but the real gains come from integrating financial metrics directly into your data workflows.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Bring FinOps into your data strategy early.<\/span><\/li><li><span style=\"font-weight: 400;\">Tag every dataset, pipeline, and model by cost center and business owner.<\/span><\/li><li><span style=\"font-weight: 400;\">Track spend on storage, compute, and AI training with real-time dashboards.<\/span><\/li><li><span style=\"font-weight: 400;\">Encourage your data teams to monitor resource usage as closely as they do performance metrics.<\/span><\/li><li><span style=\"font-weight: 400;\">And when in doubt, automate. Use AI-driven recommendations to shut down idle clusters or rebalance workloads.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5b3fb21 e-con-full e-flex e-con e-child\" data-id=\"5b3fb21\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa811d4 elementor-widget elementor-widget-heading\" data-id=\"aa811d4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">14. Explainable and responsible AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93acbf7 elementor-widget elementor-widget-text-editor\" data-id=\"93acbf7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In <span id=\"current-year\">2026<\/span>, AI runs so much of business that \u201cjust trust the model\u201d doesn\u2019t fly anymore. Boards, regulators, and customers all expect <\/span><b>transparency. <\/b><span style=\"font-weight: 400;\">They want to know <\/span><i><span style=\"font-weight: 400;\">why<\/span><\/i><span style=\"font-weight: 400;\"> an algorithm made a decision, not just the result. That\u2019s why <\/span><b>Explainable AI (XAI)<\/b><span style=\"font-weight: 400;\"> and <\/span><b>Responsible AI<\/b><span style=\"font-weight: 400;\"> are gaining traction. Together, they make machine learning less of a black box and more of a system you can govern.<\/span><\/p><p><a href=\"https:\/\/www.mba.org\/docs\/default-source\/uploadedfiles\/member-white-papers\/shaping-the-future--ncino-white-paper\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">Banks already use explainable models<\/span><\/a><span style=\"font-weight: 400;\"> to justify credit decisions to auditors. <\/span><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-981-97-3705-5_12\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">Healthcare providers rely on them<\/span><\/a><span style=\"font-weight: 400;\"> to show how diagnostic algorithms reach conclusions. Even HR systems are under scrutiny to prove fairness in hiring recommendations. When decisions affect people or profits, blind faith in AI isn\u2019t strategy; it\u2019s a risk.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Set up internal policies for explainability across all AI projects.<\/span><\/li><li><span style=\"font-weight: 400;\">Require every model to have a clear rationale for its predictions and a record of its training data.<\/span><\/li><li><span style=\"font-weight: 400;\">Use explainability tools like <\/span><b>SHAP<\/b><span style=\"font-weight: 400;\">, <\/span><b>LIME<\/b><span style=\"font-weight: 400;\">, or your cloud provider\u2019s native XAI features.<\/span><\/li><li><span style=\"font-weight: 400;\">And make responsibility part of your workflow: include legal, compliance, and HR voices in your AI governance board.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8543a9 e-con-full e-flex e-con e-child\" data-id=\"b8543a9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d753835 elementor-widget elementor-widget-heading\" data-id=\"d753835\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">15. Multi-modal analytics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9597d35 elementor-widget elementor-widget-text-editor\" data-id=\"9597d35\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">By 2026, <\/span><span style=\"font-weight: 400;\">big data development<\/span><span style=\"font-weight: 400;\"> will move beyond tables and dashboards into a new era of multi-modal analytics. Here, text, images, video, and sensor data combine to create a complete, context-rich picture. Instead of analyzing customer feedback and sales numbers separately, teams can now correlate call transcripts, product photos, and user behavior in a single workspace.<\/span><\/p><p><span style=\"font-weight: 400;\">Sounds like sci-fi, right? But platforms like <\/span><b>Databricks MosaicML<\/b><span style=\"font-weight: 400;\">, <\/span><b>Anthropic\u2019s Claude for data<\/b><span style=\"font-weight: 400;\">, and <\/span><b>OpenAI\u2019s GPT-4 Turbo with vision<\/b><span style=\"font-weight: 400;\"> already handle multi-format data inputs. The result is cool. Context-rich insights feel almost intuitive. Imagine predicting equipment failures by cross-analyzing vibration logs, thermal images, and maintenance notes. That\u2019s what multi-modal analysis enables.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Audit where your data lives and how fragmented it is across formats.<\/span><\/li><li><span style=\"font-weight: 400;\">If your analytics only focus on structured data, start adding unstructured sources: customer calls, images, and video feeds.<\/span><\/li><li><span style=\"font-weight: 400;\">Invest in a platform that supports multi-modal input, ideally one built with vector databases and semantic search.<\/span><\/li><li><span style=\"font-weight: 400;\">And most importantly, encourage teams to think beyond numbers.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-856b866 e-con-full e-flex e-con e-child\" data-id=\"856b866\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-0d1c47d e-con-full e-flex e-con e-child\" data-id=\"0d1c47d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-383d289 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"383d289\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Simplify your data workflows and unlock new opportunities<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-318f71f e-con-full e-flex e-con e-child\" data-id=\"318f71f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15dbd80 elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"15dbd80\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52b5975 elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"52b5975\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Get in touch today<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95179d5 e-con-full e-flex e-con e-child\" data-id=\"95179d5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6997784 elementor-widget elementor-widget-heading\" data-id=\"6997784\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">16. Decision intelligence<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b1f0cc elementor-widget elementor-widget-text-editor\" data-id=\"6b1f0cc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">And the last on the list of <\/span><span style=\"font-weight: 400;\">key trends in big data<\/span><span style=\"font-weight: 400;\"> is <\/span><span style=\"font-weight: 400;\">decision intelligence (DI). It <\/span><a href=\"\/blog\/data-science-vs-data-analytics\/\"><span style=\"font-weight: 400;\">blends data science<\/span><\/a><span style=\"font-weight: 400;\">, psychology, and business logic to help organizations make smarter calls faster. Instead of throwing a hundred metrics at you, DI systems model how choices lead to outcomes, then simulate scenarios before you commit.<\/span><\/p><p><span style=\"font-weight: 400;\">Think of it as analytics that answers <\/span><i><span style=\"font-weight: 400;\">\u201cwhat happens if we actually do this?\u201d<\/span><\/i><span style=\"font-weight: 400;\">, not just <\/span><i><span style=\"font-weight: 400;\">\u201cwhat happened last quarter?\u201d<\/span><\/i><span style=\"font-weight: 400;\"> Retailers use it to test pricing strategies before rollout. Banks use it to simulate risk exposure across portfolios. Even HR teams use DI to predict hiring and retention impact before policies go live.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The market evidences this shift: the global decision intelligence market <\/span><a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/decision-intelligence-market-report\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">was estimated at $15.22 billion in 2024<\/span><\/a><span style=\"font-weight: 400;\"> and is projected to reach <\/span><b>$36.34 billion by 2030<\/b><span style=\"font-weight: 400;\">, growing at about a 15.4% CAGR.<\/span><\/p><p><b>Pro tip:<\/b><\/p><ul class=\"blackUl bottomText\"><li><span style=\"font-weight: 400;\">Start by mapping how decisions are made: who makes them, what data they use, and how success is measured.<\/span><\/li><li><span style=\"font-weight: 400;\">Then identify repetitive or high-stakes areas where simulation could prevent mistakes.<\/span><\/li><li><span style=\"font-weight: 400;\">Pilot a DI tool that connects business logic with live data, and define KPIs for decision outcomes, not just data accuracy.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-187463c e-con-full e-flex e-con e-child\" data-id=\"187463c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9558f1d elementor-widget elementor-widget-heading\" data-id=\"9558f1d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Wrapping up<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5132424 elementor-widget elementor-widget-text-editor\" data-id=\"5132424\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">So, what is the future of big data? <\/span><span style=\"font-weight: 400;\"><span id=\"current-year\">2026<\/span> brings a new level of maturity to it. The focus now is on choosing the tools and methods that actually create impact. Businesses that connect technology with clear goals will see faster growth and stronger results.<\/span><\/p><p><span style=\"font-weight: 400;\">Use AI where it saves time and improves accuracy. Build a data mesh that helps teams work together instead of in silos. Invest in real-time analytics that help you act at the right moment, not after the fact.<\/span><\/p><p><span style=\"font-weight: 400;\">The leaders of this year understand one thing: value comes from applying data with purpose. Pick what fits your strategy, make it work across teams, and let data become the engine that drives every smart move you make.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b5e1101 e-con-full e-flex e-con e-child\" data-id=\"b5e1101\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-065fb6c e-con-full e-flex e-con e-child\" data-id=\"065fb6c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4850fde elementor-widget elementor-widget-shortcode\" data-id=\"4850fde\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[post_share]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-53506a1 e-con-full tablePadding40 e-flex e-con e-child\" data-id=\"53506a1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-08b27ff e-grid e-con-full e-con e-child\" data-id=\"08b27ff\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a247220 elementor-widget elementor-widget-image\" data-id=\"a247220\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/06\/Philip-Tikhanovich.png\" class=\"attachment-full size-full wp-image-184593\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/06\/Philip-Tikhanovich.png 180w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/06\/Philip-Tikhanovich-150x150.png 150w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/06\/Philip-Tikhanovich-12x12.png 12w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46d4f12 e-con-full e-flex e-con e-child\" data-id=\"46d4f12\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7a02b34 e-con-full e-flex e-con e-child\" data-id=\"7a02b34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e15c9d4 fioBottom elementor-widget elementor-widget-heading\" data-id=\"e15c9d4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/philip-tikhanovich\/\">Philip Tikhanovich<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4408fd4 elementor-widget elementor-widget-image\" data-id=\"4408fd4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/tihonfil\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"32\" height=\"33\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Social-icons-1.svg\" class=\"attachment-full size-full wp-image-181902\" alt=\"Linkedin icon\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96a88f8 elementor-widget elementor-widget-text-editor\" data-id=\"96a88f8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Head of Big Data and AI<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-582c39f e-con-full e-flex e-con e-child\" data-id=\"582c39f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6727bbd text4String elementor-widget elementor-widget-text-editor\" data-id=\"6727bbd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Philip brings sharp focus to all things data and AI. He\u2019s the one who asks the right questions early, sets a strong technical vision, and makes sure we\u2019re not just building smart systems \u2013 we\u2019re building the right ones, for real business value.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e0e2347 readMore elementor-widget elementor-widget-heading\" data-id=\"e0e2347\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/philip-tikhanovich\/\">Read more<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9dfc0b4 table-content-container e-con-full e-flex e-con e-child\" data-id=\"9dfc0b4\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-84f1717 e-con-full stickyTable e-flex e-con e-child\" data-id=\"84f1717\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ae63947 author-block e-con-full e-flex e-con e-child\" data-id=\"ae63947\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-817866b ddcv elementor-widget elementor-widget-html\" data-id=\"817866b\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n\r\n.article-description > .e-con-inner{\r\n     align-items: baseline !important;\r\n}\r\n\r\n.table-content-container {\r\n    position: sticky;\r\n    top: 72px;\r\n    bottom: auto;   \r\n}  \r\n\r\n<\/style>\r\n\r\n<script>\r\ndocument.addEventListener(\"DOMContentLoaded\", ()=>{\r\n        \r\nconst headerElement = document.querySelector(\".new-menu\");\r\n\r\nconst stickyElement = document.querySelector(\".table-content-container\");\r\n\r\nconst headerElementH = headerElement.clientHeight;\r\n\r\nstickyElement.style.top =  headerElementH + 60 + \"px\"\r\n        \r\n});\r\n<\/script>\r\n\r\n\r\n<!--NOTE Change data-id in wrapper styles for hide this block on the mobile device screen-->\r\n<div class=\"toc-wrapper\">\r\n  <h3 class=\"toc-title\">Table of contents<\/h3>\r\n  <div class=\"toc toc-2\"><\/div>\r\n<\/div>\r\n\r\n<script>\r\n  \/\/NOTE Add the value from h2 as the key and the text you want to display as the key value in LINKS variable:\r\n  \/\/   const LINKS = {\r\n  \/\/       \"The demand for retail digital transformation\": \"The demand\"\r\n  \/\/   }\r\n\r\n  \r\n  \/\/NOTE Add the value from h2 as the key and the text you want to display as the key value in LINKS variable:\r\n  \/\/   const LINKS = {\r\n  \/\/       \"The demand for retail digital transformation\": \"The demand\"\r\n  \/\/   }\r\n\r\n  const LINKS = {\r\n    \"Unleashing the power of .NET 8\": \"gggggg\",\r\n    \"Revamping legacy systems: unlocking business potential through software modernization\":\r\n      \"hello\",\r\n  };\r\n\r\n  const OFFSET = 70;\r\n   const PADDING_BOTTOM_FOR_SCROLL = 100;\r\n  let headerList = [];\r\n  let allLinks = [];\r\n  \r\n  let ticking = false;\r\n     \r\n\r\n  const createList = () => {\r\n      \r\n      console.log('create');\r\n      \r\n      \r\n    const tocTarget = document.querySelector(\".toc.toc-2\");\r\n    const toc = document.createElement(\"ul\");\r\n    \r\n    \r\n    \r\n     headerList = [...document.querySelectorAll(\"h2\")];\r\n\r\n\r\n    \r\n    headerList = headerList.slice(0, -2);\r\n    \r\n    const filteredNodes = [document.querySelector(\".related_content_blog_container h2\")]\r\n    \r\n    headerList = headerList.filter((node)=> !filteredNodes.includes(node))\r\n    \r\n    \r\n   headerList.forEach((header,index) => {\r\n      const headerId = header.getAttribute(\"id\");\r\n      const headerText =\r\n        header.dataset.title && header.dataset.title !== \"\"\r\n          ? header.dataset.title\r\n          : header.textContent;\r\n          \r\n\r\n      const headerTocText = header.dataset.title;\r\n\r\n      const idFromText =\r\n        !headerId || headerId === \"\"\r\n          ? headerText\r\n              .toLowerCase()\r\n              .replace(\/[^\\w ]+\/g, \"\")\r\n              .replace(\/ +\/g, \"-\")\r\n          : headerId;\r\n          \r\n         \r\n\r\n      const newListItem = document.createElement(\"li\");\r\n      const newLink = document.createElement(\"a\");\r\n      newLink.setAttribute(\"href\", \"#\" + idFromText);\r\n      newLink.textContent = LINKS[headerText] || headerText;\r\n\r\n      newLink.addEventListener(\"click\", (e) => {\r\n          \r\n        e.preventDefault();\r\n        const y =\r\n          header.getBoundingClientRect().top +\r\n          window.pageYOffset -\r\n          PADDING_BOTTOM_FOR_SCROLL -\r\n          OFFSET;\r\n          ticking = true; \r\n       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posTop = header.getBoundingClientRect().top;\r\n       \r\n\r\n const isInViewport = posTop + elem.clientHeight <= window.innerHeight ;\r\n \r\n\r\n \r\n if(isInViewport){\r\n      selectedHeaderIndex = index;\r\n }\r\n        \r\n\r\n\r\n        \r\n      });\r\n      \r\n\r\n\r\n        allLinks.forEach((link, i) => {\r\n            if(i === selectedHeaderIndex){\r\n              link.classList.remove(\"pre-active\");  \r\n              link.classList.add(\"active\");\r\n            }\r\n            if(i < selectedHeaderIndex){\r\n              link.classList.add(\"pre-active\"); \r\n               link.classList.remove(\"active\");\r\n            }\r\n             if(i > selectedHeaderIndex){\r\n            link.classList.remove(\"pre-active\");\r\n            link.classList.remove(\"active\");\r\n            }\r\n            \r\n            \r\n            \r\n        });\r\n        \r\n\r\n\r\n  };\r\n\r\n  const loadAllImages = () => {\r\n    const images = document.getElementsByTagName(\"img\");\r\n\r\n    for (let i = 0; i < images.length; i++) {\r\n      const img = images[i];\r\n      const src = img.getAttribute(\"data-src\") || img.src;\r\n      img.src = src;\r\n    }\r\n  };\r\n\r\n  loadAllImages();\r\n  \r\n  \r\n  \r\n\r\n\r\n  document.addEventListener(\"DOMContentLoaded\", () => {\r\n      \r\n      \r\n     setTimeout(()=>{\r\n           createList();\r\n    setContainerHeight();\r\n  \r\n    \r\n    document.addEventListener(\"scroll\", (event) => {\r\n  if (!ticking) {\r\n    checkScroll();\r\n  }\r\n});\r\n    \r\n    \r\n},300) \r\n\r\n    \r\n  });\r\n  \r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-602d86a e-flex e-con-boxed e-con e-parent\" data-id=\"602d86a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e22b8b6 elementor-widget elementor-widget-shortcode\" data-id=\"e22b8b6\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f100240-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"100240\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/sv\/wp-json\/wp\/v2\/posts\/155106#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container.form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" 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