{"id":35756,"date":"2026-03-10T11:06:28","date_gmt":"2026-03-10T10:06:28","guid":{"rendered":"https:\/\/stage-fp.webenv.pl\/blog\/?p=35756"},"modified":"2026-03-17T10:01:41","modified_gmt":"2026-03-17T09:01:41","slug":"why-are-finops-dataops-not-enough-in-the-era-of-data-ai","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/why-are-finops-dataops-not-enough-in-the-era-of-data-ai\/","title":{"rendered":"Why are FinOps or DataOps alone no longer enough in the era of Data &amp; AI?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"35756\" class=\"elementor elementor-35756\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34e61d69 e-con-full e-flex e-con e-parent\" data-id=\"34e61d69\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e25b27c elementor-widget elementor-widget-fp_breadcrumbs\" data-id=\"1e25b27c\" data-element_type=\"widget\" data-widget_type=\"fp_breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-breadcrumbs  o-margin--first-section\">\n    <div class=\"o-container\">\n        <a\n            href=\"https:\/\/www.future-processing.com\"\n            class=\"o-breadcrumbs__link o-breadcrumbs__link--home\"\n            aria-label=\"Home\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Home\"\n        >\n            Home        <\/a>\n        <a\n            href=\"https:\/\/www.future-processing.com\/blog\"\n            class=\"o-breadcrumbs__link\"\n            aria-label=\"Blog\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Blog\"\n        >\n            Blog        <\/a>\n                                                                <span aria-current=\"page\" class=\"o-breadcrumbs__title\">Why are FinOps or DataOps alone no longer enough in the era of Data &amp; AI?<\/span>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e7a0714 toc-ignore elementor-widget elementor-widget-fp_banner-post\" data-id=\"2e7a0714\" data-element_type=\"widget\" data-widget_type=\"fp_banner-post.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"s-banner-post o-margin__top--standard  o-margin__bottom--standard  m-gradient-light\" >\n    <div class=\"s-banner-post__background\">\n                    <img fetchpriority=\"high\" decoding=\"async\" width=\"1156\" height=\"603\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png 1156w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-300x156.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-1024x534.png 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-768x401.png 768w\" sizes=\"(max-width: 1156px) 100vw, 1156px\" \/>            <\/div>\n    <div class=\"o-container\">\n        <div class=\"row\">\n            <div\n                class=\"s-banner-post__categories col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                                    <a\n                        href=\"https:\/\/www.future-processing.com\/blog\/?category=finops\"\n                        class=\"s-banner-post__categories-button o-button o-button--secondary o-button--rounded o-button--s\"\n                    >\n                        FinOps                    <\/a>\n                                    <a\n                        href=\"https:\/\/www.future-processing.com\/blog\/?category=data-solutions\"\n                        class=\"s-banner-post__categories-button o-button o-button--secondary o-button--rounded o-button--s\"\n                    >\n                        Data Solutions                    <\/a>\n                            <\/div>\n            <div\n                class=\"s-banner-post__content col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                <h1 class=\"f-headline-semi-huge f-line\">\n                    Why are FinOps or DataOps alone no longer enough in the era of Data &amp; AI?                <\/h1>\n                <div class=\"s-banner-post__description f-headline-extra-big\">\n                    As cloud-native data platforms and AI workloads scale rapidly, organisations are discovering that managing cloud costs now requires tighter alignment between financial governance, data operations, and platform architecture.                <\/div>\n                <div class=\"s-banner-post__details\">\n                    <div class=\"s-banner-post__date f-paragraph\">\n                        <svg class='o-icon o-icon--16 o-icon--calendar '>\n            <use xlink:href='#icon-16_calendar'><\/use>\n          <\/svg>                        <b>Last update date: <\/b>\n                        17 March 2026                    <\/div>\n                                        \n<div class=\"o-social-media  f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Facebook\">\n            <svg class='o-icon o-icon--16 o-icon--facebook '>\n            <use xlink:href='#icon-16_facebook'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on Twitter\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Twitter\">\n            <svg class='o-icon o-icon--16 o-icon--x '>\n            <use xlink:href='#icon-16_x'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"LinkedIn\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin2 '>\n            <use xlink:href='#icon-16_linkedin-2'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                <\/div>\n            <\/div>\n            <div\n                class=\"s-banner-post__authors-wrapper col-small-24 col-tablet-22 off-medium-1 col-medium-8 off-big-2 col-big-7 off-laptop-4 col-laptop-6 off-fullhd-5 off-qhd-2 col-qhd-7\"\n            >\n                <div class=\"o-pill o-pill--brand o-pill--circle\"><\/div>\n                <h2 class=\"s-banner-post__authors-header f-headline-semi-large f-line\">\n                    <strong>Written by:<\/strong>\n                <\/h2>\n                <div class=\"s-banner-post__authors\">\n                                                                    <div class=\"s-banner-post__author\">\n                            \n<div class=\"o-person-linkedin o-pill o-pill--image  o-person-linkedin--no-shadow o-person-linkedin--has-link\">\n            <img decoding=\"async\" width=\"240\" height=\"480\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/bksycki\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                            <p class=\"f-paragraph s-banner-post__author-name\">\n                                B\u0142a\u017cej Ksycki                            <\/p>\n                                                            <p class=\"f-paragraph s-banner-post__author-position\">\n                                    Data Solutions Consultant                                <\/p>\n                                                                                        <a href=\"https:\/\/www.future-processing.com\/blog\/author\/bksycki\/\" class=\"o-button o-button--tertiary o-button--arrow o-button--icon-right o-button--m\">\n                                    More from this author                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--24 o-icon--arrow '>\n            <use xlink:href='#icon-24_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                                    <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22310849 e-flex e-con-boxed e-con e-child\" data-id=\"22310849\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4b6fb1ae e-con-full e-flex e-con e-child\" data-id=\"4b6fb1ae\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d214571 elementor-widget elementor-widget-table-of-contents\" data-id=\"4d214571\" data-element_type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;exclude_headings_by_selector&quot;:&quot;.toc-ignore&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet_extra&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile_extra&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of contents\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__4d214571\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1673f40a elementor-widget elementor-widget-fp_social-media\" data-id=\"1673f40a\" data-element_type=\"widget\" data-widget_type=\"fp_social-media.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-social-media o-social-media--border f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Facebook\">\n            <svg class='o-icon o-icon--16 o-icon--facebook '>\n            <use xlink:href='#icon-16_facebook'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on Twitter\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Twitter\">\n            <svg class='o-icon o-icon--16 o-icon--x '>\n            <use xlink:href='#icon-16_x'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fwhy-are-finops-dataops-not-enough-in-the-era-of-data-ai%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"LinkedIn\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin2 '>\n            <use xlink:href='#icon-16_linkedin-2'><\/use>\n          <\/svg>        <\/a>\n    <\/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-191211f1 e-con-full js-post-content s-post-content e-flex e-con e-child\" data-id=\"191211f1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37a5b3b0 elementor-widget elementor-widget-fp_text_box\" data-id=\"37a5b3b0\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>Over the past decade, <a href=\"https:\/\/www.future-processing.com\/blog\/finops-best-practices-and-tips-to-manage-cloud-costs\/\">cloud cost management<\/a> has matured significantly. The FinOps Foundation <strong>standardised financial accountability for cloud infrastructure<\/strong> and helped organisations improve cloud cost visibility, forecasting, and allocation across major cloud providers.<\/p><p>At the same time, DAMA International, through DAMA-DMBOK\u00ae, clarified <strong>ownership, governance, and stewardship models in data management<\/strong>, strengthening DataOps maturity and operational discipline.<\/p><p>However, the rapid growth of large-scale data platforms and AI workloads has <strong>fundamentally changed the economics<\/strong> of <a href=\"https:\/\/www.future-processing.com\/services\/cloud\/\">cloud services<\/a>. The challenge today is not whether FinOps or DataOps were effective, because they were. The issue is that <strong>Data &amp; AI workloads have introduced new cost drivers<\/strong> that neither discipline, in isolation, was designed to govern.<\/p><p>This is not a criticism. It is a natural evolution. <strong>FinOps brought structure to infrastructure-level cloud spending. DataOps improved delivery speed, quality, and governance.<\/strong><\/p><p>Yet modern data platforms and AI systems require a more integrated approach to effective cloud cost management.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ae8121a elementor-widget elementor-widget-heading\" data-id=\"1ae8121a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>The limits of traditional FinOps in modern Cloud cost management strategy<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7637e819 elementor-widget elementor-widget-text-editor\" data-id=\"7637e819\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>FinOps has delivered substantial value by <strong>improving cloud cost containment<\/strong> and enabling organisations to<strong> better manage cloud cost<\/strong> at the infrastructure layer.<\/p><p><strong>It excels at:<\/strong><\/p><ul><li>Cost allocation through tagging and showback\/chargeback models<\/li><li>Budget controls and forecasting<\/li><li>Rightsizing compute and storage<\/li><li>Reserved capacity optimisation<\/li><li>Eliminating idle or underutilised cloud resources<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7a710c elementor-widget elementor-widget-image\" data-id=\"d7a710c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"718\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/02\/Cloud-FinOps-benefits.jpg\" class=\"attachment-large size-large wp-image-28276\" alt=\"Cloud FinOps benefits\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/02\/Cloud-FinOps-benefits.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/02\/Cloud-FinOps-benefits-300x269.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/02\/Cloud-FinOps-benefits-768x690.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/02\/Cloud-FinOps-benefits-445x400.jpg 445w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Cloud FinOps benefits<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c70e06 elementor-widget elementor-widget-text-editor\" data-id=\"5c70e06\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>These capabilities, often supported by specialised cloud cost management tools, transformed <a href=\"https:\/\/www.future-processing.com\/blog\/cloud-cost-optimisation-how-to-reduce-your-cloud-spendings\/\">how organisations approach cloud cost optimisation<\/a>.<\/p><p>However,<strong> traditional FinOps frameworks remain largely infrastructure-centric<\/strong>. They focus on instances, storage volumes, network egress, and reserved capacity planning. While these controls improve infrastructure efficiency, they are often reactive to spend signals and disconnected from how modern data workloads actually generate cost.<\/p><p>When the critical question shifts from<strong><em> &#8220;Which virtual machine is running?&#8221;<\/em><\/strong> to <em><strong>&#8220;Which query, transformation, pipeline, or model caused this cost spike?&#8221;<\/strong><\/em>, infrastructure-level optimisation alone becomes insufficient. In data-driven environments, cloud usage patterns \u2013\u00a0not just resource uptime \u2013 determine spend.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8b138a elementor-widget elementor-widget-fp_cta\" data-id=\"f8b138a\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-money.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                    <div class=\"o-cta__logotype\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"244\" height=\"112\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/11\/adia_logo.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n                            <h3 class=\"o-cta__header f-headline-semi-large\"><p><strong>Saving 50% of the client\u2019s cloud costs<\/strong><\/p><\/h3>\n                            <div class=\"f-paragraph\"><p>See how we did it.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/case-studies\/adia\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Read our case study<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Contact us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b76e612 elementor-widget elementor-widget-heading\" data-id=\"b76e612\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>How data platforms changed the Cloud cost model<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50d615c elementor-widget elementor-widget-text-editor\" data-id=\"50d615c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Consumption-based data platforms have fundamentally altered the cloud economics model. Solutions such as <a href=\"https:\/\/www.future-processing.com\/blog\/what-is-the-snowflake-cloud-data-warehouse\/\">Snowflake<\/a>, Google BigQuery, Databricks, and Amazon Redshift introduced pricing structures where cost is driven by workload behaviour rather than instance uptime.<\/p><p><strong>In these environments, costs are influenced by:<\/strong><\/p><ul><li>Query design and execution frequency<\/li><li>Data duplication across environments<\/li><li>Inefficient transformation logic<\/li><li>Poor lifecycle and retention policies<\/li><li>Uncontrolled concurrency and pipeline orchestration<\/li><\/ul><p>Tagging a warehouse does not correct an inefficient transformation query, just as rightsizing a cluster does not prevent excessive full-table scans. Here, <strong>cost is workload-driven rather than instance-driven<\/strong>. Without granular cloud cost visibility at the query, pipeline, and data product level, organisations cannot meaningfully control or forecast cloud spending.<\/p><p>This marks a fundamental shift: <strong>cloud cost optimisation must extend beyond infrastructure telemetry into workload behaviour and architectural design<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30b9a7f elementor-widget elementor-widget-text-editor\" data-id=\"30b9a7f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Learn more about cloud financial management:<\/p><ul><li><a href=\"https:\/\/www.future-processing.com\/blog\/cloud-cost-analysis\/\">Cloud cost analysis 101: optimising and reducing cloud spend<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/cloud-cost-governance\/\">The ultimate guide to Cloud Cost Governance for businesses<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/finops-assessment\/\">FinOps assessment: aligning cloud usage with business value<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dff90e7 elementor-widget elementor-widget-heading\" data-id=\"dff90e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>AI workloads and the rise of unpredictable compute costs<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d476fe elementor-widget elementor-widget-text-editor\" data-id=\"5d476fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>AI workloads significantly amplify the financial complexity<\/strong> of <a href=\"https:\/\/www.future-processing.com\/blog\/a-brief-guide-to-cloud-computing\/\">modern cloud computing<\/a>, particularly within <strong>highly dynamic cloud environments<\/strong> where scaling is automated and experimentation is continuous. Model training and fine-tuning frequently require burst GPU consumption, often spinning up expensive resources for short, intensive cycles.<\/p><p>At the same time, <strong>experimentation phases multiply compute usage<\/strong> before any tangible business value is realised, making<strong> early-stage forecasting difficult<\/strong> for both engineering teams and business units focused on cost saving.<\/p><p><strong>Real-time inference<\/strong> further compounds this challenge by introducing dynamic scaling patterns that can dramatically increase cloud usage during peak demand or unexpected traffic surges.<\/p><p>In addition, <strong>large language model services commonly rely on token-based pricing models<\/strong>, where cost scales directly with interaction volume. This makes expenditure <strong>highly sensitive <\/strong>to user behaviour, product adoption rates, and integration patterns &#8211; variables that are difficult to predict during initial deployment.<\/p><p>Such characteristics introduce <strong>cost volatility<\/strong> that traditional cloud cost management tools were not designed to handle, as they typically focus on infrastructure utilisation rather than workload-level economics.<\/p><p>While <strong>most FinOps dashboards provide infrastructure-level metrics<\/strong> within the broader cloud environment, they often <strong>lack model-level cost attribution<\/strong>, experiment tracking, feature-store consumption visibility, and inference unit economics.<\/p><p>As a result, <strong>organisations may successfully optimise virtual machines yet remain exposed to uncontrolled AI-related cloud spending<\/strong>. Without deeper integration between financial governance and AI engineering practices, even well-intentioned cost saving initiatives can fail to address the true drivers of AI cost in cloud computing.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe4b63d elementor-widget elementor-widget-fp_cta\" data-id=\"fe4b63d\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-AI.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Understand what drives your data and AI costs and what to change first.<\/strong><\/p><p>Get a clear, data-backed view of optimisation opportunities across your platform.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/optimise-manage\/findataops\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Start your FinDataOps journey<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Let&#039;s work together<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6747191 elementor-widget elementor-widget-heading\" data-id=\"6747191\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Why does cloud cost optimisation not equal data cost governance?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b4b96d elementor-widget elementor-widget-text-editor\" data-id=\"9b4b96d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Reducing idle virtual machines is not the same as controlling runaway query costs or inefficient ML pipelines. Infrastructure optimisation answers the question: <em>&#8220;Are we paying for unused resources?&#8221;<\/em><\/p><p>Data and AI governance must answer a more strategic one: <em>&#8220;Are we designing workloads efficiently and sustainably?&#8221;<\/em><\/p><p><strong>True governance therefore extends into:<\/strong><\/p><ul><li>Data modelling standards<\/li><li>Storage tiering strategies<\/li><li>Retention and archival policies<\/li><li>Pipeline orchestration design<\/li><li>AI experimentation controls<\/li><li>Model deployment economics<\/li><\/ul><p><strong>Without embedding cost awareness into architecture and engineering decisions, organisations remain reactive<\/strong>. They may improve short-term cloud cost containment, yet fail to address structural drivers of long-term cloud cost optimisation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9356f83 elementor-widget elementor-widget-image\" data-id=\"9356f83\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"666\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/How-can-organisations-gain-better-visibility-into-cloud-costs.jpg\" class=\"attachment-large size-large wp-image-31854\" alt=\"How can organisations gain better visibility into cloud costs\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/How-can-organisations-gain-better-visibility-into-cloud-costs.jpg 907w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/How-can-organisations-gain-better-visibility-into-cloud-costs-300x250.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/How-can-organisations-gain-better-visibility-into-cloud-costs-768x639.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/How-can-organisations-gain-better-visibility-into-cloud-costs-481x400.jpg 481w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">How can organisations gain better visibility into cloud costs?<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6811cbf elementor-widget elementor-widget-heading\" data-id=\"6811cbf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>The ownership problem in Data and AI environments<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa1b9bb elementor-widget elementor-widget-text-editor\" data-id=\"fa1b9bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Modern data ecosystems are <strong>inherently shared<\/strong>. They rely on shared warehouses, shared feature stores, shared experimentation clusters, and shared inference endpoints. While this accelerates innovation, it often blurs accountability.<\/p><p>When a poorly optimised transformation query drives up costs, <strong>who owns it?<\/strong> When inference traffic scales unexpectedly, which team is responsible for the resulting increase in cloud spending?<\/p><p><strong>DAMA-DMBOK\u00ae clearly states that undefined ownership reflects governance immaturity<\/strong>. If cost accountability in data platforms is unclear, it signals insufficient DataOps maturity.<\/p><p><strong>Financial transparency<\/strong> without ownership produces noise; <strong>ownership<\/strong> without financial insight produces blind spots. For effective cloud cost management, both must converge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b5d9a4 elementor-widget elementor-widget-heading\" data-id=\"0b5d9a4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>From FinOps to FinDataOps: extending financial accountability into Data &amp; AI<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f6dd79 elementor-widget elementor-widget-text-editor\" data-id=\"3f6dd79\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The next step is not to replace FinOps but to extend it.<\/p><p>FinOps established financial discipline for infrastructure across cloud providers. DataOps introduced operational discipline for data delivery. <strong>Data and AI now require cost governance embedded directly into:<\/strong><\/p><ul><li>Data pipelines<\/li><li>Query design<\/li><li>Model lifecycle management<\/li><li>Architectural decision-making<\/li><\/ul><p><a href=\"https:\/\/www.future-processing.com\/optimise-manage\/findataops\/?utm_source=blogbanner\"><strong>FinDataOps <\/strong><\/a>represents this evolution:<strong> a holistic operating model that integrates FinOps principles with DataOps and MLOps practices<\/strong>, embedding ownership and guardrails into data platforms and AI systems.<\/p><p>It moves <strong>beyond reactive reporting toward design-time governance<\/strong>, ensuring that cloud cost management becomes part of engineering and product development rather than a retrospective finance exercise.<\/p><p>Financial insight must influence how systems are built, not merely how invoices are analysed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754b10a elementor-widget elementor-widget-image\" data-id=\"754b10a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"789\" height=\"439\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/AI-Data-workloads.jpg\" class=\"attachment-large size-large wp-image-35764\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/AI-Data-workloads.jpg 789w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/AI-Data-workloads-300x167.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/AI-Data-workloads-768x427.jpg 768w\" sizes=\"(max-width: 789px) 100vw, 789px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">AI &amp; Data Workloads<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12e980f elementor-widget elementor-widget-heading\" data-id=\"12e980f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>How to build predictable Data &amp; AI cost models?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c76502 elementor-widget elementor-widget-text-editor\" data-id=\"1c76502\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Predictability in cloud services requires structural integration between finance, engineering, and product teams.<\/p><p><strong>Key enablers include:<\/strong><\/p><ul><li><strong>Unit economics as the backbone<\/strong><\/li><\/ul><p>Define cost per data product, per query class, per pipeline, per model inference, and per experimentation cycle. This creates<strong> measurable drivers of cloud usage<\/strong> and aligns cost with value creation.<\/p><ul><li><strong>Attribution and metadata as prerequisites<\/strong><\/li><\/ul><p>Workload-level cost signals must connect to accountable owners and products, enabling <strong>actionable cloud cost visibility<\/strong>.<\/p><ul><li><strong>Platform chargeback and showback models<\/strong><\/li><\/ul><p>Consumption must map to domains or teams, <strong>strengthening accountability<\/strong> and supporting disciplined cloud cost containment.<\/p><ul><li><strong>Guardrails by design<\/strong><\/li><\/ul><p>Cost-aware architecture principles embedded into CI\/CD pipelines, Infrastructure-as-Code, <a href=\"https:\/\/www.future-processing.com\/blog\/data-modelling\/\">data modelling standards<\/a>, and AI deployment workflows ensure that <strong>cloud cost optimisation occurs proactively<\/strong>.<\/p><p>If organisations focus solely on infrastructure levers, they overlook the true drivers of spend: workload behaviour, including queries, pipelines, and inference patterns. Modelling these drivers and embedding guardrails is essential to sustainably manage cloud cost.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb17fb4 elementor-widget elementor-widget-heading\" data-id=\"eb17fb4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Strategic takeaway: DataOps and FinOps must go hand in hand to be effective<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c24389b elementor-widget elementor-widget-text-editor\" data-id=\"c24389b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>FinOps remains necessary and DataOps remains necessary.<\/strong> But in a world where competitive advantage is increasingly driven by data products and AI systems, <strong>neither is sufficient alone<\/strong>.<\/p><p>Organisations that succeed will not merely optimise infrastructure through cloud cost management tools. They will <strong>integrate financial accountability into data engineering, design cost-aware AI products, establish clear workload ownership, and embed governance<\/strong> into architecture decisions.<\/p><p>They will build predictable, cost-aware data and AI ecosystems supported by mature cloud cost visibility and proactive cloud cost optimisation practices.<\/p><p>This extended discipline \u2013 <strong>FinDataOps<\/strong> \u2013 represents the <strong>evolution of effective cloud cost management for the Data &amp; AI era<\/strong>. It ensures that financial discipline moves upstream into design, delivery, and product strategy, enabling sustainable innovation rather than reactive cost control.<\/p><p>FinOps started the journey.<\/p><p>FinDataOps completes it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cdfee99 elementor-widget elementor-widget-fp_cta\" data-id=\"cdfee99\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"646\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-ultimate-guide-to-Cloud-Cost-Governance-for-businesses.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-ultimate-guide-to-Cloud-Cost-Governance-for-businesses.jpg 450w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-ultimate-guide-to-Cloud-Cost-Governance-for-businesses-209x300.jpg 209w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                            <h3 class=\"o-cta__header f-headline-semi-large\"><p><strong>Keep your business at the forefront of cloud innovation, maintaining cost efficiency, mitigating risks, and ensuring regulatory compliance.<\/strong><\/p><\/h3>\n                                            <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/optimise-manage\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>See our offer<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Contact us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/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-1fd1774d e-con-full elementor-hidden-tablet_extra elementor-hidden-tablet elementor-hidden-mobile_extra elementor-hidden-mobile e-flex e-con e-child\" data-id=\"1fd1774d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4cc8f43 toc-ignore elementor-widget elementor-widget-fp_sidebar\" data-id=\"4cc8f43\" data-element_type=\"widget\" data-widget_type=\"fp_sidebar.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t        <div class=\"o-sidebar\">\n                            \n    <div class=\"o-sidebar__related-articles\">\n                    <h3 class=\"o-sidebar__title f-headline-semi-large\">Related articles<\/h3>\n                            <div class=\"o-sidebar__items\">\n                                    <div class=\"o-sidebar__item\">\n                                                    <div class=\"o-sidebar__item-photo\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"1290\" height=\"400\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg\" class=\"attachment-full size-full\" alt=\"cover_data-ai\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">AI implementation without IT modernisation? A high-risk path to underperformance<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-implementation-without-modernisation-a-high-risk-path\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <div class=\"o-sidebar__item\">\n                                                 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trust and advantage in the age of artificial intelligence<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-governance-advantage-in-the-age-of-ai\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <div class=\"o-sidebar__item\">\n                                            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https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">How to build an AI PoC (Proof of Concept) and why is it worth it?<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-ai-poc\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                            <\/div>\n            <\/div>\n            \n                            <div class=\"o-sidebar__value\">\n                                            <h3 class=\"o-sidebar__title f-headline-semi-large\">Value we delivered<\/h3>\n                                                                                            <div class=\"o-sidebar__value-item\">\n                                                                    <div class=\"o-sidebar__number\">\n                                        <span class=\"o-sidebar__number-content\">\n                                                                                        <div class=\"f-grid-number\">50<\/div>\n                                                                                    <\/span>\n                                                                                    <span aria-label=\"%\" class=\"o-percentage\">\n                                                <span class=\"o-percentage__slash\"><\/span>\n                                            <\/span>\n                                                                            <\/div>\n                                                                                                    <div class=\"o-sidebar__text f-paragraph\"><p>monthly cost reduction achieved through proactive implementation of AWS Cloud savings plans<\/p><\/div>\n                                                                                                    <div class=\"o-sidebar__link\">\n                                        <a href=\"https:\/\/www.future-processing.com\/case-studies\/techsoup-aws\" 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src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/bksycki_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/bksycki\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                    <div class=\"s-post-authors__background\">\n                        <div class=\"s-post-authors__text\">\n                            <h3 class=\"f-line\">\n                                <span class=\"f-headline-semi-large\"><b>B\u0142a\u017cej Ksycki<\/b><\/span>\n                                                                    <p class=\"s-post-authors__position f-paragraph\">\n                                        Data Solutions Consultant                                    <\/p>\n                                                            <\/h3>\n                                                            <div class=\"s-post-authors__description f-paragraph\">\n                                    <p>Data Engineering Leader with nearly a decade of experience architecting scalable, cloud-based data solutions that drive strategic business outcomes. Proven in transforming complex data challenges into actionable insights by leveraging cutting-edge Big Data technologies\u2014such as GCP, Apache Beam, Kafka, and BigQuery\u2014to streamline operations and optimize costs. Adept at building and mentoring high-performing teams of up to 30 engineers, I have successfully reduced customer onboarding cycles by over 50% and slashed operational expenses by nearly 50%. Passionate about aligning technical innovation with business objectives, I excel in driving efficiency and delivering robust, production-grade data pipelines across diverse industries including airline, ad-tech, and insurance.<\/p>\n                                <\/div>\n                                                    <\/div>\n                        <div class=\"s-post-authors__buttons\">\n                            <a href=\"https:\/\/www.future-processing.com\/blog\/author\/bksycki\/\" class=\"o-button o-button--xs o-button--tertiary o-button-arrow o-button--icon-right\">\n                                View more posts by&nbsp;B\u0142a\u017cej                                <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                            <\/a>\n  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