{"id":4351,"date":"2026-04-17T14:32:16","date_gmt":"2026-04-17T12:32:16","guid":{"rendered":"https:\/\/tenesys.io\/?p=4351"},"modified":"2026-05-05T15:50:10","modified_gmt":"2026-05-05T13:50:10","slug":"ai-in-container-orchestration-is-the-revolution-just-around-the-corner","status":"publish","type":"post","link":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/","title":{"rendered":"AI in Container Orchestration: Is the Revolution Just Around the Corner?"},"content":{"rendered":"<style>.kb-row-layout-id4351_711c27-e2 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_711c27-e2 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_711c27-e2 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-xl, 4rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_711c27-e2{border-top:0px solid var(--global-palette6, #718096);}.kb-row-layout-id4351_711c27-e2 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_711c27-e2 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 1024px){.kb-row-layout-id4351_711c27-e2{border-top:0px solid var(--global-palette6, #718096);}}@media all and (max-width: 767px){.kb-row-layout-id4351_711c27-e2 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_711c27-e2{border-top:0px solid var(--global-palette6, #718096);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_711c27-e2 alignnone tenesys-menu-and-content-wrapper wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_538c94-d1 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column4351_538c94-d1 > .kt-inside-inner-col{box-shadow:0px 0px 10px 0px rgba(30, 30, 30, 0.05);border-top:0px solid #e6e6e6;border-right:0px solid #e6e6e6;border-bottom:0px solid #e6e6e6;border-left:0px solid #e6e6e6;}.kadence-column4351_538c94-d1 > .kt-inside-inner-col,.kadence-column4351_538c94-d1 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4351_538c94-d1 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_538c94-d1 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_538c94-d1 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_538c94-d1 > .kt-inside-inner-col{background-color:var(--global-palette9, #ffffff);}.kadence-column4351_538c94-d1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_538c94-d1{position:relative;}.kadence-column4351_538c94-d1, .kt-inside-inner-col > .kadence-column4351_538c94-d1:not(.specificity){margin-top:0px;}@media all and (max-width: 1024px){.kadence-column4351_538c94-d1 > .kt-inside-inner-col{border-top:0px solid #e6e6e6;border-right:0px solid #e6e6e6;border-bottom:0px solid #e6e6e6;border-left:0px solid #e6e6e6;flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_538c94-d1 > .kt-inside-inner-col{border-top:0px solid #e6e6e6;border-right:0px solid #e6e6e6;border-bottom:0px solid #e6e6e6;border-left:0px solid #e6e6e6;flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_538c94-d1 kvs-md-false kvs-sm-false tenesys-desktop-internal-menu\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-contents-title{font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette5, #4A5568);font-size:12px;font-weight:500;font-style:normal;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette4, #2D3748);}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-wrap .kb-table-of-content-list .active > .kb-table-of-contents__entry{color:var(--global-palette3, #1A202C);}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-list li{margin-bottom:12px;}.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-list li .kb-table-of-contents-list-sub{margin-top:12px;}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-wrap .kb-table-of-content-list{font-size:14px;}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-list li{margin-bottom:16px;}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4351_6b4a36-6f .kb-table-of-content-list li .kb-table-of-contents-list-sub{margin-top:16px;}}<\/style><\/div><\/div>\n\n\n<style>.kadence-column4351_56a704-bd > .kt-inside-inner-col,.kadence-column4351_56a704-bd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_56a704-bd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_56a704-bd > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_56a704-bd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_56a704-bd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_56a704-bd{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_56a704-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_56a704-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_56a704-bd\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_d5c913-bc{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_d5c913-bc > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_d5c913-bc > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_d5c913-bc > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_d5c913-bc > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_d5c913-bc > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_d5c913-bc{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_d5c913-bc > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_d5c913-bc alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_52cae1-35 > .kt-inside-inner-col{padding-top:0px;}.kadence-column4351_52cae1-35 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4351_52cae1-35 > .kt-inside-inner-col,.kadence-column4351_52cae1-35 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_52cae1-35 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_52cae1-35 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_52cae1-35 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_52cae1-35 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_52cae1-35{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_52cae1-35 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_52cae1-35 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_52cae1-35\"><div class=\"kt-inside-inner-col\">\n<p><strong>Since Docker&#8217;s introduction in 2013, containers have been continuously gaining popularity. They have simplified the process of creating, deploying, and managing apps on any infrastructure and become the de facto standard in the cloud-native world.<\/strong><\/p>\n\n\n\n<p>Companies handling thousands of containers can use orchestration to streamline much of the operational effort necessary to run containerised workloads and services. Orchestrating container lifecycle tasks also supports DevOps teams, which can integrate it into CI\/CD.<\/p>\n\n\n\n<p>Just like the AI revolution is reconfiguring other software development fields, great changes also await container orchestration. Algorithms can solve many issues DevOps teams face in large enterprise orchestration systems.<\/p>\n\n\n\n<p>Although we\u2019re still missing large-scale solutions, the estimated value of AI in container orchestration will likely grow. It is, therefore, essential to understand the opportunities and possibilities that arise from using algorithms for managing containers. Read on to learn more.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What are the key benefits of container orchestration?<\/h2>\n\n\n\n<p>Container orchestration is crucial in working with containers as it lets companies unlock their full benefits. Its most important benefits include:<\/p>\n\n\n\n<p><strong>Easier operations<\/strong>: As useful as containers are, they can add to your overall IT complexity and spiral out of control. A container orchestration system helps to prevent that. Some everyday tasks you may want to handle with orchestration include configuration and scheduling, resource allocation, load balancing and traffic routing, monitoring container health, and many more.<\/p>\n\n\n\n<p><strong>Improved resilience<\/strong>: container orchestration solutions can boost your resilience by restarting or scaling your containers when it\u2019s necessary.<\/p>\n\n\n\n<p><strong>Security<\/strong>: automated operations contribute to your containerised apps\u2019 security by reducing the odds of human error.<\/p>\n\n\n\n<p>As you will see in the later part of this text, AI can greatly enhance these benefits and expand the capabilities of containerised applications.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_6e56f6-6d > .kt-inside-inner-col,.kadence-column4351_6e56f6-6d > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_6e56f6-6d > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_6e56f6-6d > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_6e56f6-6d > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_6e56f6-6d > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_6e56f6-6d{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_6e56f6-6d > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_6e56f6-6d > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_6e56f6-6d\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_8faafe-6d{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_8faafe-6d > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_8faafe-6d > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_8faafe-6d > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_8faafe-6d > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_8faafe-6d > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_8faafe-6d{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_8faafe-6d > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_8faafe-6d alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_b574a1-25 > .kt-inside-inner-col{padding-top:0px;}.kadence-column4351_b574a1-25 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4351_b574a1-25 > .kt-inside-inner-col,.kadence-column4351_b574a1-25 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_b574a1-25 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_b574a1-25 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_b574a1-25 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_b574a1-25 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_b574a1-25{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_b574a1-25 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_b574a1-25 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_b574a1-25\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">How does container orchestration work?<\/h2>\n\n\n\n<p>While the history of containers started with Docker, the title of the most popular container management platform today belongs to&nbsp;<a href=\"https:\/\/tenesys.io\/en\/technology\/app-containerization-kubernetes-docker-and-other-technologies\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kubernetes (K8s)<\/a>. As the second largest open-source project in the world after Linux, it is the primary container orchestration tool for 71% of&nbsp;<a href=\"https:\/\/www.cncf.io\/reports\/kubernetes-project-journey-report\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Fortune 100 companies<\/a>. Let\u2019s consider the K8s case to illustrate how container orchestration works in general.<\/p>\n\n\n\n<p>In Kubernetes, your app\u2019s configuration comes in a YAML or JSON file with key instructions, such as where to locate container images or establish a network. When deploying a new container, the platform automatically schedules it, identifying the right host and considering all its requirements and limitations.<\/p>\n\n\n\n<p>The orchestration tool then manages the container according to the specs in the file. It ensures that the current state matches the desired state by scheduling and deploying containers, managing network, storage, and load balancing, but also scaling apps as needed.<\/p>\n\n\n\n<p>Container orchestration has the potential to take many tasks off the DevOps plate. However, it can be tedious due to K8s\u2019 complexity, steep learning curve, manual configuration, and the need for ongoing monitoring and maintenance.<\/p>\n\n\n\n<p>That\u2019s precisely why AI-driven automation can be a game-changer in Kubernetes management.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_a75a90-4f > .kt-inside-inner-col,.kadence-column4351_a75a90-4f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_a75a90-4f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_a75a90-4f > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_a75a90-4f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_a75a90-4f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_a75a90-4f{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_a75a90-4f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_a75a90-4f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_a75a90-4f\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_99095e-b9{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_99095e-b9 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_99095e-b9 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_99095e-b9 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_99095e-b9 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_99095e-b9 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_99095e-b9{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_99095e-b9 > .kt-row-column-wrap{max-width:100%;margin-left:auto;margin-right:auto;padding-right:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_99095e-b9{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_99095e-b9 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_985b23-c0 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-lg, 3rem);}.kadence-column4351_985b23-c0 > .kt-inside-inner-col,.kadence-column4351_985b23-c0 > .kt-inside-inner-col:before{border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:4px;border-bottom-left-radius:4px;}.kadence-column4351_985b23-c0 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_985b23-c0 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_985b23-c0 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_985b23-c0 > .kt-inside-inner-col{background-image:linear-gradient(180deg,var(--global-palette1) 0%,var(--global-palette1) 86%,var(--global-palette2) 86%);}.kadence-column4351_985b23-c0 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_985b23-c0{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_985b23-c0 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-md, 2rem);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_985b23-c0 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);flex-direction:column;justify-content:center;}.kadence-column4351_985b23-c0 > .kt-inside-inner-col,.kadence-column4351_985b23-c0 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_985b23-c0 kb-section-dir-vertical tenesys-block-bg-blue-navy bg-not-equal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85, .wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85[data-kb-block=\"kb-adv-heading4351_65da62-85\"]{display:block;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85[data-kb-block=\"kb-adv-heading4351_65da62-85\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_65da62-85[data-kb-block=\"kb-adv-heading4351_65da62-85\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading4351_65da62-85 eyebrow wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4351_65da62-85\">our service<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03, .wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03[data-kb-block=\"kb-adv-heading4351_602db2-03\"]{margin-top:0px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03[data-kb-block=\"kb-adv-heading4351_602db2-03\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_602db2-03[data-kb-block=\"kb-adv-heading4351_602db2-03\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4351_602db2-03 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4351_602db2-03\">Build scalable resilient container environments based on Kubernetes<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51, .wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51[data-kb-block=\"kb-adv-heading4351_58b417-51\"]{display:block;margin-bottom:var(--global-kb-spacing-xl, 4rem);font-size:20px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51[data-kb-block=\"kb-adv-heading4351_58b417-51\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_58b417-51[data-kb-block=\"kb-adv-heading4351_58b417-51\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading4351_58b417-51 wp-block-kadence-advancedheading has-kb-palette-6-color has-text-color\" data-kb-block=\"kb-adv-heading4351_58b417-51\">Managing thousands of containers requires precise orchestration and cluster expertise. We design and optimize Kubernetes environments (EKS GKE AKS) that automatically scale computing power to your business needs. Our team offloads infrastructure maintenance from your staff while implementing modern security and performance standards.<\/span>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns4351_84cce7-11{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns4351_84cce7-11 .kt-button{font-weight:normal;font-style:normal;}.kt-btns4351_84cce7-11 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns4351_84cce7-11 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns4351_84cce7-11\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn4351_04621e-9e.kb-button{width:initial;}<\/style><a class=\"kb-button kt-button button kb-btn4351_04621e-9e kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-inherit button-style-secondary kt-btn-has-text-true kt-btn-has-svg-false  wp-block-button__link wp-block-kadence-singlebtn\" href=\"https:\/\/tenesys.io\/en\/usluga\/containerization-and-orchestration\/\"><span class=\"kt-btn-inner-text\">Build scalable and resilient container environments based on Kubernetes<\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_c2a531-6b > .kt-inside-inner-col,.kadence-column4351_c2a531-6b > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_c2a531-6b > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_c2a531-6b > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_c2a531-6b > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_c2a531-6b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_c2a531-6b{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_c2a531-6b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_c2a531-6b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_c2a531-6b\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_8287ee-4d{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_8287ee-4d > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_8287ee-4d > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_8287ee-4d > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_8287ee-4d > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_8287ee-4d > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_8287ee-4d{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_8287ee-4d > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_8287ee-4d alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_cb1877-fd > .kt-inside-inner-col{padding-top:0px;}.kadence-column4351_cb1877-fd > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4351_cb1877-fd > .kt-inside-inner-col,.kadence-column4351_cb1877-fd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_cb1877-fd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_cb1877-fd > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_cb1877-fd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_cb1877-fd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_cb1877-fd{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_cb1877-fd > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_cb1877-fd > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_cb1877-fd\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Seven container orchestration issues and how AI can help fix them<\/h2>\n\n\n\n<p>The marriage of Kubernetes and AI is already transforming container orchestration, making it more efficient and more autonomous.<\/p>\n\n\n\n<p>By removing manual tasks and optimising resource allocation, Artificial Intelligence enhances cluster management and allows teams to get more value from their containerised apps.<\/p>\n\n\n\n<p>Here are the seven key container orchestration areas where AI\u2019s value is evident:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#1: Scheduling Pods to appropriate nodes<\/h3>\n\n\n\n<p>Basic Kubernetes scheduling mechanisms may not be good enough with many different<br>node types.<\/p>\n\n\n\n<p>An AI system can use past and present data to indicate the best nodes for your Pods, reducing your K8s waste and cost.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#2: Automated scaling of resources<\/h3>\n\n\n\n<p>This issue refers to increasing or decreasing the number of nodes or Pods following your workload\u2019s needs. Although current solutions can do this quite well, setting resource limits and requests can be problematic.<\/p>\n\n\n\n<p>AI can learn your traffic patterns and react earlier to reduce issues for the user when scaling up by accessing necessary resources. It can also automatically scale resources down to reduce costs at times of low load.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#3: Intelligent Load Balancing<\/h3>\n\n\n\n<p>Load balancing systems are already quite well developed, but maintaining them for large clusters with nodes spread across various data centres can be challenging.<\/p>\n\n\n\n<p>By adding AI into a system, it becomes possible to find the best ways to reroute traffic. Together with intelligent scheduling, this feature can help to schedule Pods in locations with the lowest latency for given user groups.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">#4: Monitoring and auto-healing capabilities<\/h2>\n\n\n\n<p>Ensuring adequate monitoring and problem discovery can be complicated in large IT systems. By accessing all metrics, AI can monitor them in real time in search of anomalies.<\/p>\n\n\n\n<p>Once it detects a problem, the AI-driven feature can identify its nature and either fix it on the spot with k8s tools or notify developers or administrators. It can also automatically roll back changes if the system proves unstable.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#5: Resource allocation<\/h3>\n\n\n\n<p>Each Pod in the cluster has specific resources allocated that it can use. Finding the right balance between the allocated resources and their use takes work.<\/p>\n\n\n\n<p>Fed on the right data, AI-driven mechanisms can dynamically adjust the number of resources required at any given time, saving you time and money.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#6: Security<\/h3>\n\n\n\n<p>Many security issues can go wrong in large systems\u2014think about incoming certificates, open ports, and more vulnerabilities.<\/p>\n\n\n\n<p>An AI-powered system can use best practices, logs, status, and metrics to find all vulnerabilities in the cluster.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#7: Streamlining the work of devs and engineers<\/h3>\n\n\n\n<p>Creating manifests or relevant resources or commands is sometimes problematic.<\/p>\n\n\n\n<p>AI systems can help developers create appropriate resources by writing in natural language or by finding issues in the cluster.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_cda4cf-63 > .kt-inside-inner-col,.kadence-column4351_cda4cf-63 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_cda4cf-63 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_cda4cf-63 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_cda4cf-63 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_cda4cf-63 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_cda4cf-63{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_cda4cf-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_cda4cf-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_cda4cf-63\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_20cb09-ca{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_20cb09-ca > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_20cb09-ca > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_20cb09-ca > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_20cb09-ca > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_20cb09-ca > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_20cb09-ca{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_20cb09-ca > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_20cb09-ca alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_b808d6-79 > .kt-inside-inner-col{padding-top:0px;}.kadence-column4351_b808d6-79 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4351_b808d6-79 > .kt-inside-inner-col,.kadence-column4351_b808d6-79 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_b808d6-79 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_b808d6-79 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_b808d6-79 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_b808d6-79 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_b808d6-79{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_b808d6-79 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_b808d6-79 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_b808d6-79\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">The state of AI in container orchestration<\/h2>\n\n\n\n<p>Despite the enormous opportunities, the adoption of container orchestration systems based on artificial intelligence is still relatively low.<\/p>\n\n\n\n<p>This is due to the high degree of complexity of such systems and the fact that AI solutions rely heavily on data. Ensuring the quality and privacy of data used by AI systems is essential, which may require adjusting your enterprise policies before you can see the benefits.<\/p>\n\n\n\n<p>However, administrators can already streamline different Kubernetes tasks with tools based on OpenAI ChatGPT. Primarily designed for terminal (CLI) usage, such solutions let engineers generate manifests and commands using natural language and check cluster status quickly.<\/p>\n\n\n\n<p>Examples of open-source tools in this category include&nbsp;<a href=\"https:\/\/github.com\/k8sgpt-ai\/k8sgpt\" target=\"_blank\" rel=\"noreferrer noopener\">K8sGPT<\/a>,&nbsp;<a href=\"https:\/\/github.com\/sozercan\/kubectl-ai\" target=\"_blank\" rel=\"noreferrer noopener\">kubectl-ai<\/a>, and&nbsp;<a href=\"https:\/\/github.com\/feiskyer\/kube-copilot\" target=\"_blank\" rel=\"noreferrer noopener\">kube-copilot<\/a>. Let\u2019s now consider how they can boost your container orchestration efforts.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_03e2c6-31 > .kt-inside-inner-col,.kadence-column4351_03e2c6-31 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_03e2c6-31 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_03e2c6-31 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_03e2c6-31 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_03e2c6-31 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_03e2c6-31{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_03e2c6-31 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_03e2c6-31 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_03e2c6-31\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_55223d-4f{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4351_55223d-4f > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_55223d-4f > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_55223d-4f > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_55223d-4f > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_55223d-4f > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_55223d-4f{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4351_55223d-4f > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_55223d-4f alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_942dbc-ab > .kt-inside-inner-col{padding-top:0px;}.kadence-column4351_942dbc-ab > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4351_942dbc-ab > .kt-inside-inner-col,.kadence-column4351_942dbc-ab > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_942dbc-ab > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_942dbc-ab > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_942dbc-ab > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_942dbc-ab > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_942dbc-ab{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_942dbc-ab > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_942dbc-ab > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_942dbc-ab\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">How can ChatGPT solutions fix your K8s orchestration issues?<\/h2>\n\n\n\n<p>Promising to \u201cgive Kubernetes superpowers to everyone\u201d, K8sGPT simplifies scanning, diagnosing, and triaging issues within your cluster.<\/p>\n\n\n\n<p>Its primary command\u2014<em>k8sgpt analyse<\/em>\u2014helps reveal all potential issues within your Kubernetes cluster. Its \u201canalysers\u201d define the logic of K8s objects like nodes, Pods, Replica Sets, Services, Network Policies, or even HPA and PDB.<\/p>\n\n\n\n<p>When the tool spots such issues, it can also explain how to fix them, providing instructions and all the necessary kubectl commands.<\/p>\n\n\n\n<p>Offering integrations with Prometheus and Trivy, K8sGPT lets you operate labels and check common issues.<\/p>\n\n\n\n<p>Another solution \u2013 kubectl-ai \u2013 is a kubectl plugin for OpenAI GPT. It simplifies the process of generating Kubernetes manifests by providing you with ready-to-use YAML manifests based on your needs.<\/p>\n\n\n\n<p>You can refine your results by adjusting specific parameters, and once you\u2019re happy, apply your manifest in the cluster with ease.<\/p>\n\n\n\n<p>Finally, Kube-Copilot is a multi-tool combining K8s auditing, troubleshooting, custom manifest generation, and perform-any-action functionality.<\/p>\n\n\n\n<p>Using the native kubectl and Trivy commands, the solution lets you access and scan your cluster and look specifically for security problems your Pods may have. Finally, it also gives you access to Google search without leaving the terminal.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4351_dc152d-6e > .kt-inside-inner-col,.kadence-column4351_dc152d-6e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_dc152d-6e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_dc152d-6e > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_dc152d-6e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_dc152d-6e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_dc152d-6e{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_dc152d-6e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_dc152d-6e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_dc152d-6e\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id4351_b1aba3-93 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_b1aba3-93 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_b1aba3-93 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:78%;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_b1aba3-93 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_b1aba3-93 > .kt-row-column-wrap{max-width:90%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id4351_b1aba3-93 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_b1aba3-93 alignnone has-theme-palette1-background-color kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4351_4c1318-98 > .kt-inside-inner-col{padding-top:40px;padding-bottom:190px;}.kadence-column4351_4c1318-98 > .kt-inside-inner-col,.kadence-column4351_4c1318-98 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_4c1318-98 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_4c1318-98 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_4c1318-98 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_4c1318-98 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_4c1318-98{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_4c1318-98 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_4c1318-98 > .kt-inside-inner-col{padding-top:20px;padding-bottom:180px;flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_4c1318-98\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89, .wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89[data-kb-block=\"kb-adv-heading4351_f3a79c-89\"]{margin-top:var(--global-kb-spacing-xxs, 0.5rem);font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89[data-kb-block=\"kb-adv-heading4351_f3a79c-89\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89[data-kb-block=\"kb-adv-heading4351_f3a79c-89\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89, .wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89[data-kb-block=\"kb-adv-heading4351_f3a79c-89\"]{font-size:36px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89, .wp-block-kadence-advancedheading.kt-adv-heading4351_f3a79c-89[data-kb-block=\"kb-adv-heading4351_f3a79c-89\"]{font-size:32px;}}<\/style>\n<p class=\"kt-adv-heading4351_f3a79c-89 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4351_f3a79c-89\">As container technology becomes standard, container orchestration is essential for managing apps, simplifying operations, and enhancing security.<br>Integrating AI into container orchestration platforms like Kubernetes promises to address the challenges and offer more optimal resource allocation, intelligent load balancing, and automated scaling.<br>Although adoption is still relatively low, solutions like K8sGPT already demonstrate the revolutionary impact algorithms can have on container orchestration.<br>As Kubernetes continues to evolve and AI systems become more sophisticated, you can expect further synergies between these two domains.<br>Now is the right time to discover the possibilities lying ahead.&nbsp;Contact us, and let\u2019s discuss streamlining your container orchestration processes with AI.<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_cc5c59-c3{margin-bottom:var(--global-kb-spacing-xl, 4rem);}.kb-row-layout-id4351_cc5c59-c3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_cc5c59-c3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_cc5c59-c3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );max-width:670px;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id4351_cc5c59-c3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_cc5c59-c3 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id4351_cc5c59-c3 > .kt-row-column-wrap{padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_cc5c59-c3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full\">\n<style>.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col,.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:8px;}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col{background-image:url('https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/karol_g.png');background-size:cover;background-position:center center;background-attachment:scroll;background-repeat:no-repeat;}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_c3cbe2-d5{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col,.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_c3cbe2-d5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_c3cbe2-d5\"><div class=\"kt-inside-inner-col\"><style>.kadence-column4351_327177-77 > .kt-inside-inner-col,.kadence-column4351_327177-77 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_327177-77 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_327177-77 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_327177-77 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_327177-77 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_327177-77{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_327177-77 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_327177-77 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_327177-77 kvs-lg-false kvs-md-false\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{display:flex;}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col,.kadence-column4351_e822d1-d7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:0px;}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column4351_e822d1-d7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{background-color:var(--global-palette3, #1A202C);}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_e822d1-d7{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4351_e822d1-d7{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 1024px){.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 767px){.kadence-column4351_e822d1-d7 > .kt-inside-inner-col,.kadence-column4351_e822d1-d7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kt-row-column-wrap > .kadence-column4351_e822d1-d7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4351_e822d1-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_e822d1-d7\"><div class=\"kt-inside-inner-col\"><style>.kadence-column4351_e3adfe-96 > .kt-inside-inner-col,.kadence-column4351_e3adfe-96 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_e3adfe-96 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_e3adfe-96 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_e3adfe-96 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_e3adfe-96 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_e3adfe-96{position:relative;}.kadence-column4351_e3adfe-96, .kt-inside-inner-col > .kadence-column4351_e3adfe-96:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column4351_e3adfe-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_e3adfe-96 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_e3adfe-96\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f, .wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f[data-kb-block=\"kb-adv-heading4351_9e1bcd-3f\"]{margin-bottom:var(--global-kb-spacing-md, 2rem);font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f[data-kb-block=\"kb-adv-heading4351_9e1bcd-3f\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_9e1bcd-3f[data-kb-block=\"kb-adv-heading4351_9e1bcd-3f\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4351_9e1bcd-3f eyebrow toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4351_9e1bcd-3f\">Author<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0, .wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0[data-kb-block=\"kb-adv-heading4351_595278-c0\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0[data-kb-block=\"kb-adv-heading4351_595278-c0\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0[data-kb-block=\"kb-adv-heading4351_595278-c0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0, .wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0[data-kb-block=\"kb-adv-heading4351_595278-c0\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0, .wp-block-kadence-advancedheading.kt-adv-heading4351_595278-c0[data-kb-block=\"kb-adv-heading4351_595278-c0\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading4351_595278-c0 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4351_595278-c0\">Karol G\u00f3rzy\u0144ski<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd, .wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd[data-kb-block=\"kb-adv-heading4351_14ed79-bd\"]{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd[data-kb-block=\"kb-adv-heading4351_14ed79-bd\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd[data-kb-block=\"kb-adv-heading4351_14ed79-bd\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd, .wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd[data-kb-block=\"kb-adv-heading4351_14ed79-bd\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd, .wp-block-kadence-advancedheading.kt-adv-heading4351_14ed79-bd[data-kb-block=\"kb-adv-heading4351_14ed79-bd\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading4351_14ed79-bd toc-ignore wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4351_14ed79-bd\">DevOps Engineer<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d, .wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d[data-kb-block=\"kb-adv-heading4351_0c8cd0-0d\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d[data-kb-block=\"kb-adv-heading4351_0c8cd0-0d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_0c8cd0-0d[data-kb-block=\"kb-adv-heading4351_0c8cd0-0d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4351_0c8cd0-0d wp-block-kadence-advancedheading has-kb-palette-10-color has-text-color\" data-kb-block=\"kb-adv-heading4351_0c8cd0-0d\">Passionate about cloud and modern technologies. For over two years, he has been developing his skills working with AWS and GCP. Karol manages cloud infrastructure, automates deployments, and increases system scalability using Kubernetes. He excels at managing cloud resources, whether working in AWS or GCP environments, ensuring smooth integration and software delivery processes. His experience working with multiple clouds makes him an extremely valuable team member, always ready to improve performance and drive innovation.    <\/p>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31, .wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"]{font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] img.kb-inline-image{width:150px;vertical-align:baseline;}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] a, .kt-adv-heading-link4351_3d8d28-31, .kt-adv-heading-link4351_3d8d28-31 .kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] a:hover, .kt-adv-heading-link4351_3d8d28-31:hover, .kt-adv-heading-link4351_3d8d28-31:hover .kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] a, a.kb-advanced-heading-link.kt-adv-heading-link4351_3d8d28-31{text-decoration:underline;}.wp-block-kadence-advancedheading.kt-adv-heading4351_3d8d28-31[data-kb-block=\"kb-adv-heading4351_3d8d28-31\"] a:hover, a.kb-advanced-heading-link.kt-adv-heading-link4351_3d8d28-31:hover{text-decoration:underline;}<\/style>\n<a href=\"https:\/\/www.linkedin.com\/in\/karol-g%C3%B3rzy%C5%84ski-a8a62317a\/\" class=\"kb-advanced-heading-link kt-adv-heading-link4351_3d8d28-31 hls-underline\" target=\"_blank\" rel=\"noopener noreferrer\"><p class=\"kt-adv-heading4351_3d8d28-31 wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading4351_3d8d28-31\">Linkedin<\/p><\/a>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4351_2d79f6-bc{margin-bottom:var(--global-kb-spacing-lg, 3rem);}.kb-row-layout-id4351_2d79f6-bc > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4351_2d79f6-bc > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4351_2d79f6-bc > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1600px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4351_2d79f6-bc > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4351_2d79f6-bc > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id4351_2d79f6-bc > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4351_2d79f6-bc alignnone tenesys-block-recommended-articles wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col,.kadence-column4351_af4aaf-4e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_af4aaf-4e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_af4aaf-4e{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_af4aaf-4e > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_af4aaf-4e\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87, .wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87[data-kb-block=\"kb-adv-heading4351_66e840-87\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87[data-kb-block=\"kb-adv-heading4351_66e840-87\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4351_66e840-87[data-kb-block=\"kb-adv-heading4351_66e840-87\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4351_66e840-87 toc-ignore wp-block-kadence-advancedheading has-theme-palette-3-color has-text-color\" data-kb-block=\"kb-adv-heading4351_66e840-87\">Przeczytaj r\u00f3wnie\u017c<\/h2>\n<\/div><\/div>\n\n\n<style>.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col,.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4351_abe5e6-e8{position:relative;}@media all and (max-width: 1024px){.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4351_abe5e6-e8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4351_abe5e6-e8\"><div class=\"kt-inside-inner-col\"><style>.kt-post-loop4351_65b498-d6 .kadence-post-image{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-post-image img{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kt-post-loop4351_65b498-d6 .kt-post-grid-wrap{gap:30px 80px;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;overflow:hidden;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item .kt-blocks-post-grid-item-inner{padding-top:1rem;padding-right:1.5rem;padding-bottom:1rem;padding-left:0rem;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item header{padding-top:0px;padding-right:0px;padding-bottom:10px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item .entry-title{color:var(--global-palette3, #1A202C);padding-top:10px;padding-right:0px;padding-bottom:5px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:20px;line-height:30px;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item .kt-blocks-post-top-meta{color:#777777;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item .kt-blocks-post-top-meta a{color:#777777;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-grid-item .kt-blocks-post-top-meta a:hover{color:#444444;}.kt-post-loop4351_65b498-d6 .entry-content{color:var(--global-palette5, #4A5568);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:14px;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-footer{color:var(--global-palette5, #4A5568);border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:20px;margin-right:0px;margin-bottom:0px;margin-left:0px;font-size:12px;}.kt-post-loop4351_65b498-d6 .entry-content:after{height:20px;}.kt-post-loop4351_65b498-d6 .kt-blocks-post-footer a{color:var(--global-palette5, #4A5568);}.kt-post-loop4351_65b498-d6 .kt-blocks-post-footer a:hover{color:var(--global-palette5, #4A5568);}.kt-post-loop4351_65b498-d6 .kb-filter-item{border-top-width:0px;border-right-width:0px;border-bottom-width:2px;border-left-width:0px;padding-top:5px;padding-right:8px;padding-bottom:5px;padding-left:8px;margin-top:0px;margin-right:10px;margin-bottom:0px;margin-left:0px;}.kt-post-loop4351_65b498-d6.kt-post-grid-layout-carousel .kb-post-grid-pause-button{color:#fff;background-color:rgba(0, 0, 0, 0.5);border:1px solid transparent;}<\/style><div class=\"wp-block-kadence-postgrid kt-blocks-post-loop-block alignnone kt-post-loop4351_65b498-d6 kt-post-grid-layout-carousel kadence-splide-wrap \"><div class=\"kt-post-grid-layout-carousel-wrap splide kt-carousel-arrowstyle-none kt-carousel-dotstyle-none kb-slider-group-arrow kb-slider-arrow-position-center\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\" data-slider-anim-speed=\"400\" data-slider-scroll=\"1\" data-slider-dots=\"false\" data-slider-arrows=\"false\" data-slider-hover-pause=\"false\" data-slider-auto=\"false\"  data-slider-auto-scroll=\"false\" data-slider-speed=\"7000\" data-slider-gap=\"80\" data-slider-gap-tablet=\"80\" data-slider-gap-mobile=\"80\" data-slider-gap-unit=\"px\" data-show-pause-button=\"false\" data-item-selector=\".kt-post-masonry-item\" aria-label=\"Post Carousel\"><div class=\"kadence-splide-slider-init splide__track\"><ul class=\"kadence-splide-slider-wrap kt-post-grid-wrap\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\"><li class=\"kt-post-slider-item post-6796 post type-post status-publish format-standard has-post-thumbnail hentry category-manufacturing-industrial kategoria-uslugi-artykul-devops-automation kategoria-uslugi-artykul-infrastructure-cloudservices\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/cloud-strategy-for-manufacturing-how-to-store-iot-data-without-burning-the-margin\/\" aria-label=\"Cloud Strategy for Manufacturing: how to Store IoT Data Without Burning the Margin?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/cloud-strategy-for-manufacturing-how-to-store-iot-data-without-burning-the-margin\/\">Cloud Strategy for Manufacturing: how to Store IoT Data Without Burning the Margin?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">The factory floor generates a tidal wave of information that promised to revolutionize OEE (Overall Equipment Effectiveness). Yet, for many manufacturers, the reality of Industry 4.0 has arrived as a ballooning line item on the monthly budget. When every vibration sensor and temperature probe sends raw data directly to the cloud, storage costs can quickly&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"11 May 2026\" class=\"kt-blocks-post-date\">11 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-6686 post type-post status-publish format-standard has-post-thumbnail hentry category-manufacturing-industrial kategoria-uslugi-artykul-devops-automation kategoria-uslugi-artykul-security-compliance\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/industrial-cybersecurity-guide-how-to-secure-it-ot-convergence-without-stopping-production\/\" aria-label=\"Industrial Cybersecurity Guide \u2013 how to Secure IT\/OT Convergence Without Stopping Production?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/industrial-cybersecurity-guide-how-to-secure-it-ot-convergence-without-stopping-production\/\">Industrial Cybersecurity Guide \u2013 how to Secure IT\/OT Convergence Without Stopping Production?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">Modern manufacturing operates under a contradictory pressure: the board demands data transparency, while the shop floor requires physical isolation to keep machines running In the era of Industry 4.0, the &#8220;Air Gap&#8221; is a myth. Cyber-Physical Systems (CPS) now link software directly to hardware, meaning a single digital bug can lead to broken gears or&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"11 May 2026\" class=\"kt-blocks-post-date\">11 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-6474 post type-post status-publish format-standard has-post-thumbnail hentry category-financial-sector kategoria-uslugi-artykul-security-compliance\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/the-unified-fintech-cloud-compliance-framework-aligning-dora-ai-act-pci-dss-mica\/\" aria-label=\"The Unified FinTech Cloud Compliance Framework: Aligning DORA, AI Act, PCI DSS &amp; MiCA\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/the-unified-fintech-cloud-compliance-framework-aligning-dora-ai-act-pci-dss-mica\/\">The Unified FinTech Cloud Compliance Framework: Aligning DORA, AI Act, PCI DSS &amp; MiCA<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">FinTech institutions today operate in a regulatory crossfire. The pressure to innovate and hit &#8220;Time-to-Market&#8221; targets often clashes with the reality of an audit. The challenge is no longer just &#8220;getting into the cloud&#8221; \u2014 it is staying there while satisfying the overlapping demands of DORA, the AI Act, PCI DSS v4.0, and MiCA. Without&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"04 May 2026\" class=\"kt-blocks-post-date\">04 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/financial-sector\/\" rel=\"category tag\">Financial Sector<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><\/ul><\/div><\/div><\/div><!-- .wp-block-kadence-postgrid --><\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Since Docker&#8217;s introduction in 2013, containers have been continuously gaining popularity. They have simplified the process of creating, deploying, and managing apps on any infrastructure and become the de facto standard in the cloud-native world. Companies handling thousands of containers can use orchestration to streamline much of the operational effort necessary to run containerised workloads&#8230;<\/p>\n","protected":false},"author":7,"featured_media":6159,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[108],"tags":[],"kategoria-uslugi-artykul":[],"class_list":["post-4351","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-saas-isv"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys\" \/>\n<meta property=\"og:description\" content=\"Since Docker&#8217;s introduction in 2013, containers have been continuously gaining popularity. They have simplified the process of creating, deploying, and managing apps on any infrastructure and become the de facto standard in the cloud-native world. Companies handling thousands of containers can use orchestration to streamline much of the operational effort necessary to run containerised workloads...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/\" \/>\n<meta property=\"og:site_name\" content=\"Tenesys\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-17T12:32:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-05T13:50:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1920\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Dawid\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dawid\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/\"},\"author\":{\"name\":\"Dawid\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#\\\/schema\\\/person\\\/d21abd73f07f1a7f93ddbcb99bb1eb9a\"},\"headline\":\"AI in Container Orchestration: Is the Revolution Just Around the Corner?\",\"datePublished\":\"2026-04-17T12:32:16+00:00\",\"dateModified\":\"2026-05-05T13:50:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/\"},\"wordCount\":1474,\"publisher\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png\",\"articleSection\":[\"SaaS &amp; ISV\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/\",\"url\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/\",\"name\":\"AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png\",\"datePublished\":\"2026-04-17T12:32:16+00:00\",\"dateModified\":\"2026-05-05T13:50:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#primaryimage\",\"url\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png\",\"contentUrl\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png\",\"width\":1920,\"height\":1920,\"caption\":\"AI w orkiestracji kontener\u00f3w: korzy\u015bci, problemy i rozwi\u0105zania\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\\\/\\\/tenesys.io\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Knowledge Base\",\"item\":\"https:\\\/\\\/tenesys.io\\\/en\\\/blog\\\/category\\\/knowledge-base\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"AI in Container Orchestration: Is the Revolution Just Around the Corner?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/tenesys.io\\\/en\\\/\",\"name\":\"Tenesys\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/tenesys.io\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#organization\",\"name\":\"Tenesys\",\"url\":\"https:\\\/\\\/tenesys.io\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/tenesys.svg\",\"contentUrl\":\"https:\\\/\\\/tenesys.io\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/tenesys.svg\",\"caption\":\"Tenesys\"},\"image\":{\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/tenesys-io\",\"https:\\\/\\\/clutch.co\\\/profile\\\/tenesys\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/tenesys.io\\\/en\\\/#\\\/schema\\\/person\\\/d21abd73f07f1a7f93ddbcb99bb1eb9a\",\"name\":\"Dawid\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g\",\"caption\":\"Dawid\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/","og_locale":"en_US","og_type":"article","og_title":"AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys","og_description":"Since Docker&#8217;s introduction in 2013, containers have been continuously gaining popularity. They have simplified the process of creating, deploying, and managing apps on any infrastructure and become the de facto standard in the cloud-native world. Companies handling thousands of containers can use orchestration to streamline much of the operational effort necessary to run containerised workloads...","og_url":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/","og_site_name":"Tenesys","article_published_time":"2026-04-17T12:32:16+00:00","article_modified_time":"2026-05-05T13:50:10+00:00","og_image":[{"width":1920,"height":1920,"url":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png","type":"image\/png"}],"author":"Dawid","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Dawid","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#article","isPartOf":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/"},"author":{"name":"Dawid","@id":"https:\/\/tenesys.io\/en\/#\/schema\/person\/d21abd73f07f1a7f93ddbcb99bb1eb9a"},"headline":"AI in Container Orchestration: Is the Revolution Just Around the Corner?","datePublished":"2026-04-17T12:32:16+00:00","dateModified":"2026-05-05T13:50:10+00:00","mainEntityOfPage":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/"},"wordCount":1474,"publisher":{"@id":"https:\/\/tenesys.io\/en\/#organization"},"image":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#primaryimage"},"thumbnailUrl":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png","articleSection":["SaaS &amp; ISV"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/","url":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/","name":"AI in Container Orchestration: Is the Revolution Just Around the Corner? - Tenesys","isPartOf":{"@id":"https:\/\/tenesys.io\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#primaryimage"},"image":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#primaryimage"},"thumbnailUrl":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png","datePublished":"2026-04-17T12:32:16+00:00","dateModified":"2026-05-05T13:50:10+00:00","breadcrumb":{"@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#primaryimage","url":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png","contentUrl":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania.png","width":1920,"height":1920,"caption":"AI w orkiestracji kontener\u00f3w: korzy\u015bci, problemy i rozwi\u0105zania"},{"@type":"BreadcrumbList","@id":"https:\/\/tenesys.io\/en\/blog\/ai-in-container-orchestration-is-the-revolution-just-around-the-corner\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/tenesys.io\/en\/"},{"@type":"ListItem","position":2,"name":"Knowledge Base","item":"https:\/\/tenesys.io\/en\/blog\/category\/knowledge-base\/"},{"@type":"ListItem","position":3,"name":"AI in Container Orchestration: Is the Revolution Just Around the Corner?"}]},{"@type":"WebSite","@id":"https:\/\/tenesys.io\/en\/#website","url":"https:\/\/tenesys.io\/en\/","name":"Tenesys","description":"","publisher":{"@id":"https:\/\/tenesys.io\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/tenesys.io\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/tenesys.io\/en\/#organization","name":"Tenesys","url":"https:\/\/tenesys.io\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/tenesys.io\/en\/#\/schema\/logo\/image\/","url":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/02\/tenesys.svg","contentUrl":"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/02\/tenesys.svg","caption":"Tenesys"},"image":{"@id":"https:\/\/tenesys.io\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/tenesys-io","https:\/\/clutch.co\/profile\/tenesys"]},{"@type":"Person","@id":"https:\/\/tenesys.io\/en\/#\/schema\/person\/d21abd73f07f1a7f93ddbcb99bb1eb9a","name":"Dawid","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/033d3413addb08b8ce86010cef921d337beffa935fde602ee91c6781f824dceb?s=96&d=mm&r=g","caption":"Dawid"}}]}},"taxonomy_info":{"category":[{"value":108,"label":"SaaS &amp; ISV"}]},"featured_image_src_large":["https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/ai-w-orkiestracji-kontenerow-korzysci-problemy-i-rozwiazania-1024x1024.png",1024,1024,true],"author_info":{"display_name":"Dawid","author_link":"https:\/\/tenesys.io\/en\/blog\/author\/dawid\/"},"comment_info":0,"category_info":[{"term_id":108,"name":"SaaS &amp; ISV","slug":"saas-isv","term_group":0,"term_taxonomy_id":108,"taxonomy":"category","description":"","parent":0,"count":29,"filter":"raw","cat_ID":108,"category_count":29,"category_description":"","cat_name":"SaaS &amp; ISV","category_nicename":"saas-isv","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/posts\/4351","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/comments?post=4351"}],"version-history":[{"count":4,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/posts\/4351\/revisions"}],"predecessor-version":[{"id":6427,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/posts\/4351\/revisions\/6427"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/media\/6159"}],"wp:attachment":[{"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/media?parent=4351"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/categories?post=4351"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/tags?post=4351"},{"taxonomy":"kategoria-uslugi-artykul","embeddable":true,"href":"https:\/\/tenesys.io\/en\/wp-json\/wp\/v2\/kategoria-uslugi-artykul?post=4351"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}