{"id":35047,"date":"2025-11-27T09:04:20","date_gmt":"2025-11-27T08:04:20","guid":{"rendered":"https:\/\/stage2-fp.webenv.pl\/blog\/?p=35047"},"modified":"2025-12-03T11:43:09","modified_gmt":"2025-12-03T10:43:09","slug":"dora-devops-metrics","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/dora-devops-metrics\/","title":{"rendered":"Measuring what really works: DORA metrics in the age of AI-driven delivery"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"35047\" class=\"elementor elementor-35047\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-331dc287 e-con-full e-flex e-con e-parent\" data-id=\"331dc287\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54eed38d elementor-widget elementor-widget-fp_breadcrumbs\" data-id=\"54eed38d\" 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\">Measuring what really works: DORA metrics in the age of AI-driven delivery<\/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-69c11ef4 toc-ignore elementor-widget elementor-widget-fp_banner-post\" data-id=\"69c11ef4\" 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=software-development\"\n                        class=\"s-banner-post__categories-button o-button o-button--secondary o-button--rounded o-button--s\"\n                    >\n                        Software Development                    <\/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                    Measuring what really works: DORA metrics in the age of AI-driven delivery                <\/h1>\n                <div class=\"s-banner-post__description f-headline-extra-big\">\n                    Read about how the widespread use of AI tools is reshaping DevOps performance and prompting a fresh look at the metrics that matter.                <\/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                        03 December 2025                    <\/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%2Fdora-devops-metrics%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%2Fdora-devops-metrics%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%2Fdora-devops-metrics%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\/2025\/10\/jwachowicz_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/jwachowicz_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/jwachowicz_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/jaroslawwachowicz\/\" 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                                Jaros\u0142aw Wachowicz                            <\/p>\n                                                            <p class=\"f-paragraph s-banner-post__author-position\">\n                                    DevOps Services Manager                                <\/p>\n                                                                                        <a href=\"https:\/\/www.future-processing.com\/blog\/author\/jwachowicz\/\" 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 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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 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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__1a17bd21\" 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-54c89348 elementor-widget elementor-widget-fp_social-media\" data-id=\"54c89348\" 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%2Fdora-devops-metrics%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%2Fdora-devops-metrics%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%2Fdora-devops-metrics%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-229bdf91 e-con-full js-post-content s-post-content e-flex e-con e-child\" data-id=\"229bdf91\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c8915b2 elementor-widget elementor-widget-fp_text_box\" data-id=\"3c8915b2\" 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=\"o-text-box__intro f-paragraph\"><p>Over <strong>90% of tech professionals now use AI tools in their daily work<\/strong>, according to the latest <em>State of AI-Assisted Software Development<\/em> report. This marks a <strong>turning point for DevOps<\/strong>: the same research programme that once defined the four famous DORA metrics has now expanded its focus to reflect how AI is transforming software delivery performance.<\/p><\/div>\n                <h2 class=\"f-headline-semi-large f-line o-text-box__header\">\n            <p><strong>Key takeaways<\/strong><\/p>        <\/h2>\n                <div class=\"f-paragraph o-text-box__text\"><ul><li>The 2025 <em>State of AI-Assisted Software Development<\/em> report marks a <strong>shift in focus from traditional DevOps performance to AI-driven delivery<\/strong> practices.<\/li><li>The <strong>DORA framework has evolved beyond the four classic DevOps metrics<\/strong>, now including a new one, Rework Rate, and a quasi-metric, Reliability. The metric Mean Time to Recovery has been now redefined as Failed Deployment Recovery Time and moved from stability to throughput, changing how recovery speed is interpreted.<\/li><li><strong>AI is now seen as an amplifier of performance<\/strong>, accelerating and optimising processes on a large scale.<\/li><li>Despite these changes, the core goal remains the same \u2014 to <strong>balance delivery speed, reliability, and quality<\/strong> using measurable data.<\/li><\/ul><\/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-161244ce elementor-widget elementor-widget-heading\" data-id=\"161244ce\" 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 four classic indicators to a more complete view<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c41907a elementor-widget elementor-widget-text-editor\" data-id=\"1c41907a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>For years, <strong>teams relied on four key DORA metrics to measure DevOps performance<\/strong> \u2013 Deployment Frequency, Lead Time for Changes, Change Failure Rate, and Mean Time to Recovery. Together, they offered a practical way to evaluate delivery speed and system stability.<\/p><p>These <a href=\"https:\/\/www.future-processing.com\/blog\/metrics-driven-modernisation-approach\/\">metrics<\/a> still form the foundation of DevOps benchmarking, but the framework has evolved. In <strong>2021, Reliability was added as a quasi-metric<\/strong>, highlighting a team\u2019s ability to meet performance and availability targets defined through Service Level Objectives and Indicators. Unlike the original four, <strong>it\u2019s not a single number but a broader reflection of service consistency<\/strong> from a user perspective.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9d70c7 elementor-widget elementor-widget-heading\" data-id=\"d9d70c7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Rework rate and a shift in classification<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2582dd4 elementor-widget elementor-widget-text-editor\" data-id=\"2582dd4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The 2024 <em>Accelerate State of DevOps<\/em> report introduced another change \u2013 <strong>a new metric called Rework Rate<\/strong>. It measures the proportion of unplanned deployments made to fix user-visible issues. The research showed a strong correlation between Rework Rate and Change Failure Rate, suggesting that both stability and rework are critical indicators of quality.<\/p><p>At the same time, DORA reclassified some of its long-standing categories. The old <strong>Mean Time to Recovery has been replaced with Failed Deployment Recovery Time<\/strong> and moved from the stability to the throughput group. The reasoning is simple: fast recovery after a failed deployment supports delivery flow, helping teams deploy again sooner. This <strong>subtle shift changes how teams interpret performance<\/strong> \u2013 from merely &#8216;fixing failures&#8217; to improving operational momentum.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1dd7be8 elementor-widget elementor-widget-fp_cta\" data-id=\"1dd7be8\" 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 decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-abstract-1.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                                    <div class=\"f-paragraph\"><p><strong>Decreasing the lead time for changes from 2 months to 1 day and saving 50% of the client\u2019s cloud costs<\/strong><\/p><p>The client expected significant growth and needed a\u00a0<strong>much more flexible system framework and rapid product innovation<\/strong>. Their software needed modernisation in terms of architecture and technology used.<\/p><p>Thanks to our work, we\u00a0decreased the lead time for changes<strong>\u00a0from 2 months to 1 day,<\/strong>\u00a0improved change failure rate<strong>\u00a0from over 30% to below 10%,<\/strong>\u00a0and\u00a0<strong>saved 50% of the client\u2019s Cloud costs.<\/strong><\/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\" href=\"https:\/\/www.future-processing.com\/blog\/dora-devops-metrics\/#contact-form\" target=\"_self\">\n                        <span>Talk with 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-3f12458 elementor-widget elementor-widget-heading\" data-id=\"3f12458\" 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 impact of AI on DevOps performance<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6a2359 elementor-widget elementor-widget-text-editor\" data-id=\"d6a2359\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The 2025 report goes further, recognising <strong>AI as a core part of modern software delivery<\/strong>. Rather than replacing human work, AI acts as an amplifier: it strengthens what already works in high-performing teams and exposes weaknesses where foundations are missing.<\/p><p>The DORA researchers have also introduced the <em>AI Capabilities Model<\/em>, <strong>outlining seven foundational practices that support effective AI adoption<\/strong>. These include technical, cultural, and process dimensions \u2013 from automation and platform engineering to experimentation and risk management. The former \u201clow-to-elite\u201d performance tiers have been replaced with <strong>seven team archetypes that better reflect the diversity of modern engineering setups<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef0b948 elementor-widget elementor-widget-heading\" data-id=\"ef0b948\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What the current DORA set looks like<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-735d27a elementor-widget elementor-widget-text-editor\" data-id=\"735d27a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>As of 2025, the <strong>DORA framework includes six measurable dimensions<\/strong> \u2013 five formal metrics and one quasi-metric (Reliability) \u2013 grouped into two main categories.<\/p><p><strong>Throughput<\/strong> covers Deployment Frequency, Lead Time for Changes, and Failed Deployment Recovery Time.<br \/><strong>Stability<\/strong> includes Change Failure Rate and Rework Rate.<\/p><p><strong>Reliability remains a separate category<\/strong>, assessed through SLOs and SLIs that reflect end-user experience.<\/p><p>While the terminology has changed, <strong>the purpose remains the same<\/strong>: to help teams measure how effectively they deliver high-quality software at speed, and how resilient their systems are when something goes wrong.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-470809b elementor-widget elementor-widget-heading\" data-id=\"470809b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Measuring the new DORA metrics in practice<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7231fe8 elementor-widget elementor-widget-text-editor\" data-id=\"7231fe8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Collecting accurate data still depends on automation across your CI\/CD pipelines, version control, monitoring, and incident-management tools. <strong>Each metric has a clear data source \u2013<\/strong>\u00a0deployment logs, commit history, incident records, recovery timestamps, and reliability dashboards.<\/p><p>As <strong>AI becomes more integrated<\/strong> into software workflows, measuring its influence will require <strong>additional layers of <\/strong><a href=\"https:\/\/www.future-processing.com\/blog\/observability-in-devops-what-you-need-to-know\/\">observability<\/a>. The goal is not just to see how fast code moves through the pipeline, but also how AI-assisted coding or testing affects quality, lead time, and overall reliability.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-468479d elementor-widget elementor-widget-text-editor\" data-id=\"468479d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Read more about our DevOps expertise:<\/p>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/bizdevops-revolution-blurring-the-lines-between-business-dev-and-ops\/\">BizDevOps revolution: blurring the lines between business, dev, and ops<\/a><\/li>\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/top-10-devops-security-best-practices\/\">Top 10 DevOps security best practices<\/a><\/li>\n<li><a href=\"https:\/\/www.future-processing.com\/blog\/devops-transformation-guide\/\">DevOps transformation: an ultimate guide for businesses<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4164c2e elementor-widget elementor-widget-heading\" data-id=\"4164c2e\" 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 these metrics still matter<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8d4efd elementor-widget elementor-widget-text-editor\" data-id=\"d8d4efd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The evolution of DORA doesn\u2019t replace the fundamentals \u2013 it refines them. <strong>Reliable measurement<\/strong> remains the basis for meaningful improvement. Teams that understand how to interpret their metrics in context can balance delivery speed with stability and use data to guide investments in automation, testing, and platform capabilities.<\/p><p>Stronger <strong>DORA metrics translate directly into business outcomes<\/strong>: faster response to market needs, higher customer satisfaction, and reduced operational risk. In the <strong>AI-assisted era<\/strong>, they also provide a way to separate genuine performance improvement from productivity illusions created by new tools.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-161aed1 elementor-widget elementor-widget-heading\" data-id=\"161aed1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Summary<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5bf547 elementor-widget elementor-widget-text-editor\" data-id=\"f5bf547\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The <strong>DORA framework continues to evolve<\/strong> with the industry it measures. The shift from four to six indicators \u2013 and from <em>State of DevOps<\/em> to <em>State of AI-Assisted Software Development<\/em> \u2013 signals more than just a new report title. It reflects how software delivery has entered a new phase, where <strong>metrics, automation, and AI work together to define what high performance truly means<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cae31b elementor-widget elementor-widget-fp_cta\" data-id=\"5cae31b\" 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-chart-2.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Why introduce DevOps in your company?<\/strong><\/p><p class=\"\" data-start=\"0\" data-end=\"311\">DevOps breaks down silos between development and operations, enabling faster releases, higher quality software, and more agile response to change. It boosts collaboration, automates workflows, and accelerates innovation.<\/p><p class=\"\" data-start=\"313\" data-end=\"381\">Ready to deliver faster and smarter? <strong data-start=\"353\" data-end=\"381\" data-is-last-node=\"\">Let\u2019s talk about DevOps.<\/strong><\/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\/services\/cloud\/devops\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>See how we can help<\/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                           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class=\"elementor-element elementor-element-6f19a2b0 toc-ignore elementor-widget elementor-widget-fp_sidebar\" data-id=\"6f19a2b0\" 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\/2025\/04\/DevOps-Assessment-cover.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/04\/DevOps-Assessment-cover.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/04\/DevOps-Assessment-cover-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/04\/DevOps-Assessment-cover-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/04\/DevOps-Assessment-cover-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">DevOps Maturity Models explained: a guide for modern enterprises<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/devops-maturity-models\/\" 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                                                    <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\/2022\/08\/Top-10-DevOps-security-best-practices-launch-cover.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/08\/Top-10-DevOps-security-best-practices-launch-cover.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/08\/Top-10-DevOps-security-best-practices-launch-cover-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/08\/Top-10-DevOps-security-best-practices-launch-cover-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2022\/08\/Top-10-DevOps-security-best-practices-launch-cover-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">Top DevOps companies trusted worldwide<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/top-devops-services-companies-worldwide\/\" 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\">1<\/div>\n                                                                                    <\/span>\n                                                                                    <span><em>day<\/em><\/span>\n                                                                            <\/div>\n                                                                                                    <div class=\"o-sidebar__text f-paragraph\"><p>Read about how <strong>cutting lead time from 2 months to a single day and reducing cloud costs by 50%<\/strong> became possible through targeted modernisation and the right delivery approach.<\/p><\/div>\n                                                                                                    <div class=\"o-sidebar__link\">\n                                        <a href=\"https:\/\/www.future-processing.com\/case-studies\/adia\/\" class=\"o-button o-button--tertiary o-button--s o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read the case study\">\n                                            Read the case study                                            <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        \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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79e84181 e-con-full e-flex e-con e-parent\" data-id=\"79e84181\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-68be77a6 toc-ignore elementor-widget elementor-widget-fp_post_authors\" data-id=\"68be77a6\" data-element_type=\"widget\" data-widget_type=\"fp_post_authors.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div\n    class=\"s-post-authors  o-margin__bottom--standard o-margin__top--standard  m-gradient-light s-post-authors--single\"\n    >\n            <img loading=\"lazy\" decoding=\"async\" width=\"1278\" height=\"871\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg.png\" class=\"s-post-authors__background-image\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg.png 1278w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-300x204.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-1024x698.png 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-768x523.png 768w\" sizes=\"(max-width: 1278px) 100vw, 1278px\" \/>        <div class=\"o-container\">\n                                    <div class=\"row\">\n                        <h2 class=\"f-headline-semi-large f-line s-post-authors__header col-small-24 col-big-15 off-big-9 col-laptop-12 off-laptop-6 col-fullhd-11 off-fullhd-7\">\n                <p><strong>About the author:<\/strong><\/p>            <\/h2>\n                            <\/div>\n                            <div class=\"s-post-authors__list row\">\n                                            <div class=\"s-post-authors__author col-small-24 col-medium-15 off-big-9 col-laptop-12 off-laptop-6 col-fullhd-11 off-fullhd-7\">\n                    <div class=\"o-pill o-pill--circle o-pill--brand\"><\/div>\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\/2025\/10\/jwachowicz_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/jwachowicz_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/jwachowicz_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/jaroslawwachowicz\/\" 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>Jaros\u0142aw Wachowicz<\/b><\/span>\n                                                                    <p class=\"s-post-authors__position f-paragraph\">\n                                        DevOps Services Manager                                    <\/p>\n                                                            <\/h3>\n                                                            <div class=\"s-post-authors__description f-paragraph\">\n                                    <p>Manager with extensive experience in software delivery. Started as a Software Engineer and for the past twenty-five years delivered software solutions to clients around the World in several roles. Advanced from software development and requirements analysis technical roles to managing teams and departments. Currently runs DevOps Business Line as the Head of DevOps.<\/p>\n                                <\/div>\n                                                    <\/div>\n                        <div class=\"s-post-authors__buttons\">\n                            <a href=\"https:\/\/www.future-processing.com\/blog\/author\/jwachowicz\/\" class=\"o-button o-button--xs o-button--tertiary o-button-arrow o-button--icon-right\">\n                                View more posts by&nbsp;Jaros\u0142aw                                <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    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