{"id":1123,"date":"2026-01-21T16:50:47","date_gmt":"2026-01-21T14:50:47","guid":{"rendered":"https:\/\/upcloud.com\/global\/us\/products\/private-cloud-gpus\/"},"modified":"2026-09-11T10:37:07","modified_gmt":"2026-09-11T09:37:07","slug":"private-cloud-gpus","status":"publish","type":"page","link":"https:\/\/upcloud.com\/global\/products\/private-cloud-gpus\/","title":{"rendered":"Private Cloud GPUs"},"content":{"rendered":"\n<section  class=\"block block-hero \">\n      <div class=\"image image-background image-background-layer image-background-mobile\">\n          <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79.png\" srcset=\"https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79-90x300.png 90w, https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79-307x1024.png 307w, https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79-461x1536.png 461w, https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79-614x2048.png 614w, https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79-6x20.png 6w, https:\/\/upcloud.com\/media\/sites\/3\/hero-mobile-products-79.png 768w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"768\" height=\"2560\" style=\" object-position: 49.01% 9.81%;\" class=\"wpsmartcrop-image\" data-smartcrop-focus=\"[49,9]\" \/>\n        <\/div>\n  \n      <div class=\"image image-background image-background-layer image-background-desktop \">\n          <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79.png\" srcset=\"https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79-300x232.png 300w, https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79-1024x792.png 1024w, https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79-768x594.png 768w, https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79-1536x1189.png 1536w, https:\/\/upcloud.com\/media\/sites\/3\/hero-products-79.png 1680w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1680\" height=\"1300\" style=\" object-position: 72.39% 14.30%;\" class=\"wpsmartcrop-image\" data-smartcrop-focus=\"[72,14]\" \/>\n        <\/div>\n  \n  <div class=\"container\">\n\n    <div class=\"text-flow\">\n      <h1 id=\"content\">\n        AI-ready Dedicated Private Cloud GPUs      <\/h1>\n\n              <p><strong>Deploy NVIDIA L4, L40S, RTX 6000, H100 &amp; B200, B300 GPUs<\/strong><\/p>\n<p>Experience exceptional performance across a range of demanding applications with our GPU Servers, from generative AI, LLM inference, and AI model training to 3D rendering and video processing.<\/p>\n          <\/div>\n\n          <div class=\"features items\">\n        <div class=\"item\">\n\n                      \n<div class=\"small-components\">\n      <div class=\"button-group\">\n              <p class=\"wrapper-button\">\n          <a href=\"#Pricing\" class=\"button\">\n            Choose your plan          <\/a>\n        <\/p>\n      \n              <p class=\"wrapper-button\">\n          <a href=\"https:\/\/signup.upcloud.com\" class=\"button button-white\">\n            Start building today          <\/a>\n        <\/p>\n          <\/div>\n    \n    \n  <\/div>\n\n          \n          \n        <\/div>\n\n                  <div class=\"item\">\n            <p class=\"badge\">\n              Mikko, Head of Cloud Architecture            <\/p>\n          <\/div>\n              <\/div>\n    \n          \n\n<ul class=\"hero-boxes items fluid\">\n      <li class=\"box\">\n\n      \n              <h2>\n           Perfect for AI\/ML &amp; Media        <\/h2>\n      \n              <p>Power through demanding AI, machine learning, and media rendering workloads with dedicated GPU performance.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      \n              <h2>\n          AI\/ML-ready Ubuntu template        <\/h2>\n      \n              <p>Get started quickly with drivers &amp; tooling pre-installed.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      \n              <h2>\n          Zero cost egress        <\/h2>\n      \n              <p>Move your data freely. We offer zero egress fees for true cost predictability.<\/p>\n      \n    <\/li>\n  <\/ul>\n      <\/div>\n\n\n  \n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-left column-layout-media-wide align-center\">\n              <div class=\"item text-flow\">\n                      <p class=\"kicker\">\n              Available from our new flagship Nordic AI data center            <\/p>\n          \n                      <h2>\n              Deploy NVIDIA B200 and B300 infrastructure            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p>Reserve Dedicated GPU Cluster capacity in 8-, 16-, 32- or 64-node configurations, with InfiniBand-enabled clustering, flexible commercial terms, and delivery from December 2026.<\/p>\n            <\/div>\n          \n          \n          \n                      <p class=\"button-wrapper\">\n              <a href=\"https:\/\/upcloud.com\/global\/solutions\/dedicated-gpu-clusters\/\" class=\"button\">\n                Discover Dedicated GPU Clusters              <\/a>\n            <\/p>\n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/sites\/3\/upcloud-gpu-nvidia-b200-b300.png\" srcset=\"https:\/\/upcloud.com\/media\/sites\/3\/upcloud-gpu-nvidia-b200-b300-300x295.png 300w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-gpu-nvidia-b200-b300-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-gpu-nvidia-b200-b300-768x756.png 768w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-gpu-nvidia-b200-b300.png 1180w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1180\" height=\"1161\" \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-right column-layout-balanced align-center\">\n              <div class=\"item text-flow\">\n          \n                      <h2>\n              Your Private AI infrastructure awaits            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p>Our Private Cloud GPU solution offers the ultimate combination of performance and privacy. It integrates the raw computational power of our dedicated NVIDIA GPU servers into our exclusive Private Cloud infrastructure. This creates a secure, single-tenant environment where you have full control over your hardware, data, and AI-driven future.<\/p>\n            <\/div>\n          \n          \n          \n                      <p class=\"button-wrapper\">\n              <a href=\"#Pricing\" class=\"button\">\n                Go to Pricing              <\/a>\n            <\/p>\n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Private-Cloud-Hosting-for-Enterprise.png\" srcset=\"https:\/\/upcloud.com\/media\/Private-Cloud-Hosting-for-Enterprise-300x219.png 300w, https:\/\/upcloud.com\/media\/Private-Cloud-Hosting-for-Enterprise.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1002\">\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section id=\"Features\" class=\"block block-product-tabs has-background-color-gray-50\">\n  <div class=\"container\">\n    <div class=\"top-wrapper\">\n      \n      <div class=\"heading-wrapper\">\n        <h2>\n          Private Cloud GPU Key features &amp; benefits        <\/h2>\n\n              <\/div>\n    <\/div>\n\n    <div class=\"tablist has-horizontal-scroll\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Private Cloud GPU Key features &amp; benefits\">\n\n      <div class=\"tab-list-box horizontal-list\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"private-performance-tab\"\n                  id=\"private-performance\"\n                  class=\"tab-button theme-color-border-bottom-and-hover\"\n                  >\n            Private performance          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"data-control-tab\"\n                  id=\"data-control\"\n                  class=\"tab-button theme-color-border-bottom-and-hover\"\n                  tabindex=\"-1\">\n            Data control          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"future-proof-tab\"\n                  id=\"future-proof\"\n                  class=\"tab-button theme-color-border-bottom-and-hover\"\n                  tabindex=\"-1\">\n            Future proof          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"zero-egress-tab\"\n                  id=\"zero-egress\"\n                  class=\"tab-button theme-color-border-bottom-and-hover\"\n                  tabindex=\"-1\">\n            Zero Egress          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              \n<div tabindex=\"0\"\n      role=\"tabpanel\"\n      id=\"private-performance-tab\"\n      aria-labelledby=\"private-performance\"\n      >\n  <div class=\"tab-content\">\n\n          <div class=\"image image-background\">\n            <img decoding=\"async\" loading=\"lazy\"\n      alt=\"5th gen AMD EPYC Turin hardware benchmark comparison - UpCloud.com\"\n      src=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg\"\n              srcset=\"https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-300x219.jpg 300w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-1024x747.jpg 1024w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x-768x561.jpg 768w, https:\/\/upcloud.com\/media\/Performance-benchmarking-gray@2x.jpg 1370w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1370\"\n        height=\"1000\"\n                      \/>\n          <\/div>\n\n      \n    <div class=\"content\">\n      <h3>\n        Uncompromised performance and privacy      <\/h3>\n\n      <p>Leverage the full potential of dedicated AMD EPYC 9575F Turin hardware and NVIDIA GPUs in an environment that is physically isolated for your exclusive use. Your data, models, and infrastructure remain yours, shielded from external threats and compliant with GDPR.<\/p>\n<p><b>Dedicated NVIDIA GPUs:<\/b> Guaranteed, consistent performance for AI\/ML, LLM inference, and 3D rendering without shared hardware.<\/p>\n<p><b>Physically isolated hardware:<\/b> Your entire cloud runs on dedicated hosts, ensuring your data is secure and isolated.<\/p>\n<p><b>MaxIOPS Block Storage:<\/b> Industry-leading storage performance for your most demanding workloads.<\/p>\n\n      \n      \n    <\/div>\n\n      <\/div>\n<\/div>\n              \n<div tabindex=\"0\"\n      role=\"tabpanel\"\n      id=\"data-control-tab\"\n      aria-labelledby=\"data-control\"\n      hidden=\"\">\n  <div class=\"tab-content\">\n\n          <div class=\"image image-background\">\n            <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/UpCloud-VPS-Module-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/UpCloud-VPS-Module-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/UpCloud-VPS-Module-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/UpCloud-VPS-Module-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/UpCloud-VPS-Module-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n          <\/div>\n\n      \n    <div class=\"content\">\n      <h3>\n        Total control in your environment      <\/h3>\n\n      <p>Get started on your AI and ML projects. You maintain full control over your infrastructure, from the hardware to your data, all while benefiting from our managed environment.<\/p>\n<p><strong>Full Infrastructure control:<\/strong> You are in complete command of your private cloud environment.<\/p>\n<p><strong>European Data sovereignty:<\/strong> Hosted in Finland, your data is protected by strong EU data privacy laws.<\/p>\n\n      \n      \n    <\/div>\n\n      <\/div>\n<\/div>\n              \n<div tabindex=\"0\"\n      role=\"tabpanel\"\n      id=\"future-proof-tab\"\n      aria-labelledby=\"future-proof\"\n      hidden=\"\">\n  <div class=\"tab-content\">\n\n          <div class=\"image image-background\">\n            <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Features-hosting-providers-need-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n          <\/div>\n\n      \n    <div class=\"content\">\n      <h3>\n        Predictable, sustainable, and scalable      <\/h3>\n\n      <p>Build your AI infrastructure on a foundation of financial predictability. With our Private Cloud GPU solution, you get dedicated NVIDIA Data Centre GPUs and compute hosts for a fixed monthly price, eliminating surprise costs and allowing for clear budget forecasting.<\/p>\n<p><strong>Predictable monthly pricing:<\/strong> Secure your dedicated hardware, including GPUs, for a flat monthly fee, ensuring your budget is always under control.<\/p>\n<p><strong>100% renewable energy:<\/strong> Run your most demanding tasks sustainably.<\/p>\n\n      \n      \n    <\/div>\n\n      <\/div>\n<\/div>\n              \n<div tabindex=\"0\"\n      role=\"tabpanel\"\n      id=\"zero-egress-tab\"\n      aria-labelledby=\"zero-egress\"\n      hidden=\"\">\n  <div class=\"tab-content\">\n\n          <div class=\"image image-background\">\n            <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Zero-Cost-Egress-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Zero-Cost-Egress-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Zero-Cost-Egress-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Zero-Cost-Egress-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Zero-Cost-Egress-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n          <\/div>\n\n      \n    <div class=\"content\">\n      <h3>\n        Zero Egress fees      <\/h3>\n\n      <p>The true cost of a cloud platform often lies in hidden fees, and data transfer charges are the most notorious. At UpCloud, we believe your data belongs to you. Move terabytes of training data, large language models, and finished renderings in and out of your Private Cloud GPU environment as needed, without ever paying egress fees.<\/p>\n<p><strong>Zero Egress fees:<\/strong> All data transfer is free, giving you the freedom to move your data wherever it needs to go.<\/p>\n<p><strong>True cost predictability:<\/strong> Eliminate the risk of surprise data transfer bills, reinforcing a transparent and predictable monthly cost.<\/p>\n<p><strong>Freedom for large datasets:<\/strong> Ideal for AI\/ML and HPC workloads that require frequent movement of large datasets, without financial penalty.<\/p>\n\n      \n      \n    <\/div>\n\n      <\/div>\n<\/div>\n          <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section id=\"models\" class=\"block block-two-column-content-boxes has-background-color-gray-50\">\n  <div class=\"container\">\n\n          <h2 class=\"\">\n        GPU Server Hardware      <\/h2>\n    \n    <div class=\"items\">\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA L4          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA L4\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l4.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Cost-effective AI Inference, High-throughput Video Processing, and Edge AI deployments. Optimized for low-latency, energy-efficient operations.<\/p>\n<p>The NVIDIA L4 Tensor Core GPU powered by the NVIDIA Ada Lovelace architecture delivers universal, energy-efficient acceleration for video, AI, visual computing, graphics, virtualization, and more.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA L40S          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA L40s\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-l40s.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Generative AI, Mid-to-Large Scale AI Model Training and Inference, Real-time 3D Rendering, Virtual Production, and High-Performance Computing (HPC) simulations.<\/p>\n<p>The NVIDIA L40S GPU is the most powerful universal GPU for the cloud, delivering end-to-end acceleration for the next generation of AI-enabled applications.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA RTX PRO 6000 Blackwell Server (Coming soon)          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA RTX PRO 6000 Blackwell Server\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-rtx-pro-6000-blackwell-server.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"50\" data-end=\"185\">Agentic and Generative AI, LLM Inference, AI-Driven Rendering, 3D Graphics, Video Processing, Scientific Computing, and Data Analytics.<\/p>\n<p data-start=\"187\" data-end=\"619\" data-is-last-node=\"\" data-is-only-node=\"\">The NVIDIA RTX PRO 6000 Blackwell Server Edition delivers powerful AI and visual computing performance for demanding enterprise workloads. Powered by the NVIDIA Blackwell architecture and equipped with 96 GB of GDDR7 memory, it accelerates complex AI models, photorealistic rendering, simulations, and data-intensive workflows.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA H100          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud H100 GPU Server\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-300x300.png 300w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-1024x1024.png 1024w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-150x150.png 150w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server-768x768.png 768w, https:\/\/upcloud.com\/media\/upcloud-h100-gpu-server.png 1080w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1080\"\n        height=\"1080\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>The NVIDIA H100 GPU delivers exceptional performance, scalability, and security for every workload. H100 uses breakthrough innovations based on the NVIDIA Hopper\u2122 architecture to deliver industry-leading conversational AI, speeding up large language models (LLMs) by 30X.<\/p>\n<p>H100 also includes a dedicated Transformer Engine to solve trillion-parameter language models.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA B200          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA B200\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-b200.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p>Generative AI, Large-Scale AI Model Training and Inference (LLMs), High-Performance Computing (HPC) simulations, Scientific Computing, and Data Analytics.<\/p>\n<p>The NVIDIA B200 GPU, powered by the Blackwell architecture, is the world\u2019s most powerful AI chip, designed to power a new era of computing with up to 4x faster training and 30x faster inference than previous generations.<\/p>\n          <\/div>\n\n        <\/div>\n              <div class=\"item\">\n\n          <h3>\n            NVIDIA B300 (Coming soon)          <\/h3>\n\n          <div class=\"image-flow\">\n                <img decoding=\"async\" loading=\"lazy\"\n      alt=\"UpCloud GPU NVIDIA H200\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-300x295.png 300w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-1024x1008.png 1024w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200-768x756.png 768w, https:\/\/upcloud.com\/media\/upcloud-gpu-nvidia-h200.png 1180w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1180\"\n        height=\"1161\"\n                      \/>\n              <\/div>\n\n          <div class=\"content\">\n            <p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"575\" data-end=\"753\">Advanced AI Reasoning, Large-Scale AI Model Training and Inference, Agentic and Multimodal AI, High-Performance Computing (HPC), Scientific Computing, and AI Factory deployments.<\/p>\n<p data-start=\"755\" data-end=\"1199\" data-is-last-node=\"\" data-is-only-node=\"\">The NVIDIA B300 GPU, powered by the Blackwell Ultra architecture, is designed for the next generation of AI reasoning and large-scale accelerated computing. With up to 288 GB of HBM3e memory and 8 TB\/s of memory bandwidth, B300 delivers 1.5x greater dense FP4 performance and 2x higher attention performance than B200, accelerating long-context models, complex inference, and training at data-center scale.<\/p>\n          <\/div>\n\n        <\/div>\n          <\/div>\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-column no-image has-background-color-gray-50 has-gradient-gradient-purple-and-rust\">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Reserve Dedicated GPU Clusters<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Reserve your NVIDIA B200 and B300 Dedicated GPU Clusters with 8, 16, 32, or 64-node configurations in UpCloud\u2019s upcoming flagship Nordic AI data center.<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/upcloud.com\/global\/solutions\/dedicated-gpu-clusters\/\">\n                VIEW CLUSTER OPTIONS              <\/a>\n            <\/p>\n          \n                      <p class=\"button-wrapper\">\n              <a class=\"button button-ghost-white\" href=\"https:\/\/upcloud.com\/global\/solutions\/dedicated-gpu-clusters\/#Contact\">\n                Reserve now              <\/a>\n            <\/p>\n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-icon-content-columns has-background-color-brand-black\">\n  <div class=\"container\">\n\n          <header class=\"block-header has-centered-text\">\n\n        <div class=\"text-flow\">\n\n                      <p class=\"kicker\" aria-describedby=\"multi-workload-acceleration\">\n              Built for modern demands            <\/p>\n          \n                      <h2>\n              Multi-workload acceleration            <\/h2>\n          \n          \n        <\/div>\n\n            \n      <\/header>\n          \n    <div class=\"items fluid items-three\">\n\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M6.5 10V8H34.5V27H6.5V14.03H8.5V25H32.5V10H6.5ZM19.3808 21.4898L15.0508 17.1598L16.4608 15.7398L19.3808 18.6598L24.5408 13.5098L25.9508 14.9198L19.3808 21.4898ZM14 31V33H27V31H14Z\" fill=\"url(#paint0_linear_3008_11646)\"\/><defs><linearGradient id=\"paint0_linear_3008_11646\" x1=\"34.5\" y1=\"32.9979\" x2=\"6.5\" y2=\"32.9979\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Render, analyze &amp; transform          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Supercharge your visual data workflows. From high-resolution video transcoding and analysis to advanced image recognition and manipulation, these GPUs provide the massive parallel processing power for demanding media tasks, accelerating production and enabling new creative possibilities.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M26.1287 9.36375C30.3687 13.6038 30.6087 20.3738 26.7987 24.8838L34.4688 32.5538L33.0588 33.9638L23.9688 24.8738C24.2288 24.6638 24.4788 24.4538 24.7188 24.2138C24.9587 23.9738 25.1788 23.7238 25.3888 23.4738C28.3988 19.7538 28.1787 14.2438 24.7188 10.7838C21.0087 7.07375 14.9788 7.08375 11.2788 10.7838C7.57875 14.4838 7.56875 20.5138 11.2788 24.2238C13.8488 26.7938 17.7388 27.6838 21.1688 26.4638L21.8288 28.3538C17.6788 29.8138 12.9788 28.7537 9.86875 25.6338C5.37875 21.1438 5.37875 13.8538 9.85875 9.36375C14.3388 4.87375 21.6388 4.88375 26.1287 9.36375Z\" fill=\"url(#paint0_linear_3008_11701)\"\/><defs><linearGradient id=\"paint0_linear_3008_11701\" x1=\"34.4687\" y1=\"33.9614\" x2=\"6.5\" y2=\"33.9614\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Instant insights          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Unlock real-time insights with our NVIDIA GPUs. Significantly accelerate the deployment of trained machine learning models, delivering low-latency inference for faster, more responsive AI-driven experiences.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n              \n<div class=\"box has-border has-gradient-border icon-heading-inline\">\n\n  \n    \n          <header>\n        <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M28.3625 17.51C24.9825 17.51 22.2225 20.26 22.2225 23.65H24.2525C24.2525 21.39 26.0925 19.54 28.3625 19.54C30.6325 19.54 32.4725 21.38 32.4725 23.65C32.4725 25.92 30.6325 27.76 28.3625 27.76H15.8925C13.9225 27.76 12.0725 26.99 10.6825 25.6C7.8125 22.73 7.8125 18.06 10.6825 15.18C13.5525 12.31 18.2325 12.31 21.1025 15.18C21.5925 15.67 21.9925 16.22 22.3225 16.81C22.8325 16.36 23.3925 15.97 24.0025 15.64C23.6025 14.95 23.1125 14.31 22.5425 13.74C18.8725 10.08 12.9125 10.09 9.2525 13.75C5.5825 17.41 5.5825 23.37 9.2525 27.03C11.0125 28.79 13.3425 29.76 15.8325 29.78H28.3725C31.7525 29.78 34.5125 27.03 34.5125 23.64C34.5125 20.25 31.7625 17.5 28.3725 17.5L28.3625 17.51Z\" fill=\"url(#paint0_linear_3008_11893)\"\/><defs><linearGradient id=\"paint0_linear_3008_11893\" x1=\"34.5125\" y1=\"29.7785\" x2=\"6.5\" y2=\"29.7785\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Smarter language, fast!          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Accelerate the understanding and generation of human language. These GPUs significantly speed up natural language processing (NLP) tasks like sentiment analysis, text summarization, and conversational AI, empowering you to build more sophisticated and efficient language-based applications faster.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n      \n    <\/div>\n    \n  <\/div>\n<\/section>\n\n\n\n<section id=\"Pricing\" class=\"block block-pricing block-pricing-boxes has-background-color-brand-black\" id=\"pricing\">\n  <div class=\"container\">\n\n          <h2>Private Cloud GPU Pricing<\/h2>\n    \n          <div class=\"tablist\" role=\"tablist\">\n\n                  <h2>AI-Ready Private Cloud<\/h2>\n        \n        <div class=\"tab-list-box\">\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"l4-gpu-nodes\"\n              aria-selected=\"true\"\n              aria-controls=\"l4-gpu-nodes-tab\"\n                            >\n              L4 GPU nodes            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"l40s-gpu-nodes\"\n              aria-selected=\"false\"\n              aria-controls=\"l40s-gpu-nodes-tab\"\n              tabindex=\"-1\"              >\n              L40S GPU nodes            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"h200-nvl-gpu-nodes\"\n              aria-selected=\"false\"\n              aria-controls=\"h200-nvl-gpu-nodes-tab\"\n              tabindex=\"-1\"              >\n              H200 NVL GPU nodes            <\/button>\n          \n                  <\/div>\n\n      <\/div>\n    \n    <div class=\"tabpanels\">\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"l4-gpu-nodes-tab\"\n          aria-labelledby=\"l4-gpu-nodes\"\n                    >\n\n          \n            <header>\n                              <h2>L4 GPU nodes<\/h2>\n              \n              <div class=\"description\">\n                <h3><a href=\"#Contact\">Contact us for a quote<\/a><\/h3>\n              <\/div>\n            <\/header>\n\n            <div class=\"items fluid\">\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>1x GPU per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L4<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>1 x NVIDIA L4 GPU accelerator<\/p>\n<p>24GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1 GPU VM<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>2x GPUs per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L4<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>2 x NVIDIA L4 GPU accelerators<\/p>\n<p>24GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1-2 GPU VMs<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>3x GPUs per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L4<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>3 x NVIDIA L4 GPU accelerators<\/p>\n<p>24GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1-3 GPU VMs<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n                          <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"l40s-gpu-nodes-tab\"\n          aria-labelledby=\"l40s-gpu-nodes\"\n          hidden=\"\"          >\n\n          \n            <header>\n                              <h2>L40S GPU nodes<\/h2>\n              \n              <div class=\"description\">\n                <h3><a href=\"#Contact\">Contact us for a quote<\/a><\/h3>\n              <\/div>\n            <\/header>\n\n            <div class=\"items fluid\">\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>1x GPU per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L40S<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>1 x NVIDIA L40S GPU accelerator<\/p>\n<p>48GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1 GPU VM<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>2x GPUs per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L40S<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>2 x NVIDIA L40S GPU accelerators<\/p>\n<p>48GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1-2 GPU VMs<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>3x GPUs per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>L40S<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>3 x NVIDIA L40S GPU accelerators<\/p>\n<p>48GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1-3 GPU VMs<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n                          <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"h200-nvl-gpu-nodes-tab\"\n          aria-labelledby=\"h200-nvl-gpu-nodes\"\n          hidden=\"\"          >\n\n          \n            <header>\n                              <h2>H200 NVL GPU nodes<\/h2>\n              \n              <div class=\"description\">\n                <h3><a href=\"#Contact\">Contact us for a quote<\/a><\/h3>\n              <\/div>\n            <\/header>\n\n            <div class=\"items fluid\">\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>1x GPU per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>H200<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>1 x NVIDIA H200 NVL GPU accelerator<\/p>\n<p>141GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1 GPU VM<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n              \n                <div class=\"box has-background-color-gray-50  center-text\">\n\n                  <header class=\"header\">\n\n                    \n                    <h3>2x GPUs per node<\/h3>\n                                      <\/header>\n\n                  <div class=\"pricing\">\n                    <div class=\"price\">\n                      <p>H200<\/p>\n                    <\/div>\n                    <div class=\"price-context\">\n                      <p>NVIDIA<\/p>\n                    <\/div>\n                  <\/div>\n\n                                      <div class=\"pricing-summary\">\n                      <p>AMD EPYC 9575F<\/p>\n<p>64 CPU cores \/ 128 threads<\/p>\n<p>1280 GB memory<\/p>\n<p>2 x NVIDIA H200 NVL GPU accelerators<\/p>\n<p>141GB GPU Memory<\/p>\n<p>Up to 350 VMs, including 1-2 GPU VMs<\/p>\n                    <\/div>\n                  \n                  \n                  \n                <\/div>\n                          <\/div>\n\n          \n        <\/div>\n          <\/div>\n\n    \n  <\/div>\n<\/section>\n\n\n\n<section id=\"Contact\" class=\"block block-form has-background-image\"\">\n\n      <div class=\"image image-background image-background-layer image-background-mobile\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Hero image for the mobile version of UpCloud&#039;s website\"\n      src=\"https:\/\/upcloud.com\/media\/Hero-Mobile-Company.jpg\"\n              srcset=\"https:\/\/upcloud.com\/media\/Hero-Mobile-Company-186x300.jpg 186w, https:\/\/upcloud.com\/media\/Hero-Mobile-Company-634x1024.jpg 634w, https:\/\/upcloud.com\/media\/Hero-Mobile-Company-12x20.jpg 12w, https:\/\/upcloud.com\/media\/Hero-Mobile-Company.jpg 768w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"768\"\n        height=\"1240\"\n                      \/>\n        <\/div>\n  \n      <div class=\"image image-background image-background-layer image-background-desktop \">\n          <img decoding=\"async\" class=\"wpsmartcrop-image\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/cloudscapes-1.png\" srcset=\"https:\/\/upcloud.com\/media\/cloudscapes-1-300x232.png 300w, https:\/\/upcloud.com\/media\/cloudscapes-1.png 1680w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1680\" height=\"1300\" style=\" object-position: 49.87% 6.36%;\" data-smartcrop-focus=\"[&quot;49.87&quot;,&quot;6.36&quot;]\">\n        <\/div>\n  \n  <div class=\"container\">\n\n    <div class=\"block-header\">\n\n      \n              <h2>Get in touch<\/h2>\n      \n    <\/div>\n\n    <div class=\"items\">\n      <div class=\"item\">\n\n                  <div class=\"block-summary\">\n                          <p>Contact our cloud engineers to get your Private GPU Cloud deployed.<\/p>\n                      <\/div>\n        \n        \n        \n      <\/div>\n\n      <div class=\"item\">\n        <div class=\"form-wrapper\">\n          <script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js-eu1.hsforms.net\/forms\/embed\/v2.js\"><\/script>\r\n<script>\r\n  hbspt.forms.create({\r\n    portalId: \"6435916\",\r\n    formId: \"6672c10b-8a2b-4a8a-93b5-f24ceeb51494\",\r\n    region: \"eu1\"\r\n  });\r\n<\/script>        <\/div>\n      <\/div>\n    <\/div>\n\n  <\/div>\n<\/section>\n\n\n\n<section id=\"specs\" class=\"block block-pricing block-pricing-table has-background-color-brand-black\" id=\"\">\n  <div class=\"container\">\n\n          <h2>Compare the models<\/h2>\n    \n    \n    <div class=\"tabpanels\">\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"gpu-model-specifications-tab\"\n          aria-labelledby=\"gpu-model-specifications\"\n                    >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Model Specifications<\/h3>\n\n                                  <div class=\"items\">\n                    <div class=\"item\">\n                      <p>UpCloud&#8217;s Dedicated GPU Servers offer a range of GPU models with the unique ability to scale the server and GPUs as needed.<\/p>\n                    <\/div>\n\n                                      <\/div>\n                              <\/div>\n\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable dark-mode\">\n\n                                              <thead>\n                          <tr>\n                                                          <th><\/th>\n                                                          <th>NVIDIA L4<\/th>\n                                                          <th>NVIDIA L40S<\/th>\n                                                          <th>NVIDIA RTX PRO 6000 Blackwell Server Edition<\/th>\n                                                          <th>NVIDIA H100<\/th>\n                                                          <th>NVIDIA B200<\/th>\n                                                          <th>NVIDIA B300<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              <b>Primary use case<\/b><\/td>\n                                                          <td>                              Energy-efficient accelerator for AI inference, <br>video transcoding, graphics\/VDI <br>and edge deployments<\/td>\n                                                          <td>                              Multi-workload \u201cuniversal\u201d GPU \u2013 GenAI,<br> LLM training &amp; inference, 3D graphics, <br>rendering, video<\/td>\n                                                          <td>                              Agentic and generative AI, <br> 3D rendering, visual computing, <br>video processing, scientific computing <br>and data analytics<\/td>\n                                                          <td>                              High-traffic inference, <br>massive batch processing <br>and large-model training<\/td>\n                                                          <td>                              Trillion-parameter model inference,<br> model training, running complex<br> models in real-time<\/td>\n                                                          <td>                              Advanced AI reasoning, large-scale <br>model training and inference, <br>agentic and multimodal AI, HPC <br>and AI factory workloads<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Architecture<\/b><\/td>\n                                                          <td>                              Ada Lovelace<\/td>\n                                                          <td>                              Ada Lovelace<\/td>\n                                                          <td>                              Blackwell<\/td>\n                                                          <td>                              Hopper<\/td>\n                                                          <td>                              Blackwell<\/td>\n                                                          <td>                              Blackwell <b>Ultra<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>GPU Memory<\/b><\/td>\n                                                          <td>                              24GB GDDR6<\/td>\n                                                          <td>                              48GB GDDR6<\/td>\n                                                          <td>                              96GB GDDR7<\/td>\n                                                          <td>                              80GB HBM3e<\/td>\n                                                          <td>                              180GB HBM3e<\/td>\n                                                          <td>                              288GB HBM3e<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Memory Bandwidth<\/b><\/td>\n                                                          <td>                              300GB\/s<\/td>\n                                                          <td>                              864GB\/s<\/td>\n                                                          <td>                              1.6TB\/s<\/td>\n                                                          <td>                              3.35TB\/s<\/td>\n                                                          <td>                              8.0TB\/s<\/td>\n                                                          <td>                              8.0TB\/s<\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              <b>Peak compute<\/b><\/td>\n                                                          <td>                              FP32 30.3 TFLOPS <br>FP8 Tensor 0.48 PFLOPS<\/td>\n                                                          <td>                              FP32 91.6 TFLOPS<br>FP8 Tensor 1.46 PFLOPS<\/td>\n                                                          <td>                              FP32 120 TFLOPS <br>\nFP8 Tensor 2.00 PFLOPS<\/td>\n                                                          <td>                              FP32 67 TFLOPS<br>\nFP8 Tensor 3.90 PFLOPS<\/td>\n                                                          <td>                              FP32 74.45 TFLOPS<br>\nFP8 Tensor 9.00 PFLOPS<\/td>\n                                                          <td>                              FP8 Tensor 9.00 PFLOPS<br>\nFP4 Tensor 18.00 PFLOPS<\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                                  <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n          <\/div>\n\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-side has-background-image has-background-color- \">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n              <div class=\"image image-background image-background-layer\">\n              <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg.jpg\" srcset=\"https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg-300x232.jpg 300w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg-1024x792.jpg 1024w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg-768x594.jpg 768w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg-1536x1189.jpg 1536w, https:\/\/upcloud.com\/media\/sites\/3\/upcloud-hero-resources-desktop-bg.jpg 1680w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1680\" height=\"1300\" \/>\n            <\/div>\n      \n      <h2>Develop AI without giving up control <\/h2>\n\n      <div class=\"wrapper-content\">\n        <p><span style=\"font-weight: 400\">With our GPU servers, you keep full control over your data, your models, and your infrastructure.<\/span><\/p>\n<p><strong>Privacy-first by design<\/strong>: Hosted in Finland, your AI workloads stay in GDPR-compliant data centers with strong jurisdictional protections.<\/p>\n<p><strong>Open-source aligned<\/strong>: Whether you\u2019re fine-tuning LLaMA, deploying open-source LLMs, or building on PyTorch etc, our infrastructure doesn\u2019t impose restrictions or hidden service layers.<\/p>\n<p><strong>No platform dependencies<\/strong>: Unlike hyperscalers, we don\u2019t force you into proprietary ML platforms or opaque orchestration layers.<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                Sign up today              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-left column-layout-balanced align-center\">\n              <div class=\"item text-flow\">\n          \n                      <h2>\n              Sustainable media processing            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p>Innovate responsibly. Our Helsinki data center routes excess heat generated from our GPUs directly into the city&#8217;s district heating network. This makes our GPU offering in Helsinki one of the most environmentally friendly options on the market, contributing to a greener future while powering your creative endeavors.<\/p>\n<p><b>Our Helsinki data center is powered by 100% renewables<\/b> and routes excess heat generated from our GPUs into the city&#8217;s district heating network. This makes our GPU offering in Helsinki one of the most environmentally friendly options on the market, contributing to a greener future while powering your AI.<\/p>\n            <\/div>\n          \n          \n          \n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/sites\/3\/100-renewable-energy-fi-hel1-768x516-1.png\" srcset=\"https:\/\/upcloud.com\/media\/sites\/3\/100-renewable-energy-fi-hel1-768x516-1-300x202.png 300w, https:\/\/upcloud.com\/media\/sites\/3\/100-renewable-energy-fi-hel1-768x516-1.png 768w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"768\" height=\"516\" \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-brand-black\">\n  <div class=\"container\">\n    <div class=\"items image-right column-layout-asymmetric align-center\">\n              <div class=\"item text-flow\">\n          \n                      <h2>\n              Pioneering Sovereign AI in Europe with Cloud2            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p>Responding to market demands, Cloud2 recognized the need for robust, European-centric infrastructure capabilities, with geopolitical shifts further intensifying the demand for trusted alternatives to US-based clouds and services.<\/p>\n<p><i>\u201cOrganizations across Europe are specifically seeking a fully European AI solution they can confidently rely on, which prioritises data security and sovereignty. These demands extend to include a predictable, transparent cost model for scaling AI agents and LLM workloads in production.&#8221;<\/i><br \/>\n&#8211; <b>Jarno Lepist\u00f6, Director of AI &amp; Automation at Cloud2<\/b><\/p>\n<p><a href=\"https:\/\/upcloud.com\/global\/case-studies\/pioneering-sovereign-ai-in-europe-with-cloud2\/\">Read full case study<\/a><\/p>\n            <\/div>\n          \n          \n          \n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Cloud2 logo small.\"\n      src=\"https:\/\/upcloud.com\/media\/cloud2-logo-small.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/cloud2-logo-small.png 245w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"245\"\n        height=\"194\"\n                      \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section  class=\"block block-logo-carousel has-background-color-brand-black is-monochromatic   \">\n\n  \n    <div class=\"container\">\n\n              <h2>\n          10 000+ teams going global with UpCloud        <\/h2>\n      \n      <div class=\"items fluid\">\n                  <img decoding=\"async\" width=\"300\" height=\"75\" src=\"https:\/\/upcloud.com\/media\/UNICEF-300x75.png\" class=\"logo logo-46509\" alt=\"-\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/UNICEF-300x75.png 300w, https:\/\/upcloud.com\/media\/UNICEF-1024x256.png 1024w, https:\/\/upcloud.com\/media\/UNICEF-768x192.png 768w, https:\/\/upcloud.com\/media\/UNICEF-1536x384.png 1536w, https:\/\/upcloud.com\/media\/UNICEF-20x5.png 20w, https:\/\/upcloud.com\/media\/UNICEF.png 2000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\">                  <img decoding=\"async\" width=\"300\" height=\"86\" src=\"https:\/\/upcloud.com\/media\/hosted-power-logo-1-2-300x86.png\" class=\"logo logo-12655\" alt=\"cloud provider\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/hosted-power-logo-1-2-300x86.png 300w, https:\/\/upcloud.com\/media\/hosted-power-logo-1-2-20x6.png 20w, https:\/\/upcloud.com\/media\/hosted-power-logo-1-2.png 555w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>                  <img decoding=\"async\" width=\"300\" height=\"119\" src=\"https:\/\/upcloud.com\/media\/Telia-Logo-1-300x119.png\" class=\"logo logo-42406\" alt=\"-\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/Telia-Logo-1-300x119.png 300w, https:\/\/upcloud.com\/media\/Telia-Logo-1-768x303.png 768w, https:\/\/upcloud.com\/media\/Telia-Logo-1-20x8.png 20w, https:\/\/upcloud.com\/media\/Telia-Logo-1.png 800w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\">                  <img decoding=\"async\" width=\"300\" height=\"80\" src=\"https:\/\/upcloud.com\/media\/Elastisys-logo_long_midnight-300x80.png\" class=\"logo logo-39217\" alt=\"Elastisys\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/Elastisys-logo_long_midnight-300x80.png 300w, https:\/\/upcloud.com\/media\/Elastisys-logo_long_midnight-768x204.png 768w, https:\/\/upcloud.com\/media\/Elastisys-logo_long_midnight-20x5.png 20w, https:\/\/upcloud.com\/media\/Elastisys-logo_long_midnight-e1739370468208.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>                  <img decoding=\"async\" width=\"300\" height=\"47\" src=\"https:\/\/upcloud.com\/media\/LeadDesk-logo-300x47.png\" class=\"logo logo-32074\" alt=\"LeadDesk logo\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/LeadDesk-logo-300x47.png 300w, https:\/\/upcloud.com\/media\/LeadDesk-logo-20x3.png 20w, https:\/\/upcloud.com\/media\/LeadDesk-logo.png 528w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>                  <img decoding=\"async\" width=\"300\" height=\"74\" src=\"https:\/\/upcloud.com\/media\/aiven-logo-2-300x74.png\" class=\"logo logo-25019\" alt=\"Aiven - Database in the cloud\" loading=\"lazy\" srcset=\"https:\/\/upcloud.com\/media\/aiven-logo-2-300x74.png 300w, https:\/\/upcloud.com\/media\/aiven-logo-2-768x190.png 768w, https:\/\/upcloud.com\/media\/aiven-logo-2-20x5.png 20w, https:\/\/upcloud.com\/media\/aiven-logo-2.png 928w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/>              <\/div>\n\n      \n    <\/div>\n\n  \n<\/section>\n\n\n\n<section class=\"block block-cta is-content-column no-image has-background-color-white has-gradient-gradient-dark-red-purple-diagonal\">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Ready to combine world-class performance with unmatched privacy?<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Our experts are ready to help you design a custom Private Cloud GPU environment tailored to your specific needs.<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"#contact\">\n                Schedule Consultation              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section id=\"faq\" class=\"block block-accordion is-layout-two-column has-background-color-white has-panel-dividers\">\n  <div class=\"container\">\n    <div class=\"items\">\n\n      <div class=\"col\">\n        \n                  <h2 class=\"\">\n            Frequently Asked Questions          <\/h2>\n        \n              <\/div>\n\n      <div class=\"wrapper\">\n        \n        <div class=\"accordion\" data-allow-toggle>\n                                <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-gpu-models-do-you-offer\"\n                id=\"accordion-what-gpu-models-do-you-offer\">\n                  <span class=\"accordion-title\">\n                    What GPU models do you offer?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-gpu-models-do-you-offer\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-gpu-models-do-you-offer\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>We currently offer the following NVIDIA GPU models: L4, L40S, and H200 &amp; B200.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-is-the-difference-between-a-gpu-private-cloud-host-and-a-gpu-cloud-server\"\n                id=\"accordion-what-is-the-difference-between-a-gpu-private-cloud-host-and-a-gpu-cloud-server\">\n                  <span class=\"accordion-title\">\n                    What is the difference between a GPU Private Cloud host and a GPU Cloud Server? <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-is-the-difference-between-a-gpu-private-cloud-host-and-a-gpu-cloud-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-the-difference-between-a-gpu-private-cloud-host-and-a-gpu-cloud-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Our Private GPU solution places our powerful GPU servers within a completely isolated Private Cloud infrastructure. This means all your resources (compute, storage, and networking) are dedicated to you and physically separate from other customers, offering an even higher level of security and control.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"how-does-the-pricing-work\"\n                id=\"accordion-how-does-the-pricing-work\">\n                  <span class=\"accordion-title\">\n                    How does the pricing work? <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"how-does-the-pricing-work\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-does-the-pricing-work\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Pricing is designed for predictability. Pricing includes all your dedicated Private Cloud infrastructure for a fixed monthly price.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"can-i-integrate-this-with-a-public-cloud\"\n                id=\"accordion-can-i-integrate-this-with-a-public-cloud\">\n                  <span class=\"accordion-title\">\n                    Can I integrate this with a public cloud?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"can-i-integrate-this-with-a-public-cloud\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-integrate-this-with-a-public-cloud\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Yes, our Private Cloud solutions, including Private GPU hosts, can be configured as part of a hybrid cloud environment, allowing you to combine the security of the Private Cloud with the flexibility of Public Cloud.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"what-kind-of-support-is-included\"\n                id=\"accordion-what-kind-of-support-is-included\">\n                  <span class=\"accordion-title\">\n                    What kind of support is included? <svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"what-kind-of-support-is-included\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-kind-of-support-is-included\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>All our products come with our renowned, personalized 24\/7 customer support. For Private GPU clients, we offer dedicated assistance to help you configure and manage your environment effectively.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"are-there-any-hidden-data-transfer-fees\"\n                id=\"accordion-are-there-any-hidden-data-transfer-fees\">\n                  <span class=\"accordion-title\">\n                    Are there any hidden data transfer fees?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"are-there-any-hidden-data-transfer-fees\"\n              role=\"region\"\n              aria-labelledby=\"accordion-are-there-any-hidden-data-transfer-fees\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>No. We believe your data is yours. All UpCloud plans, including Private GPU, come with zero egress fees, so you can move your data as needed without financial penalty.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"can-i-combine-gpu-enabled-private-cloud-with-the-non-gpu-private-cloud-nodes\"\n                id=\"accordion-can-i-combine-gpu-enabled-private-cloud-with-the-non-gpu-private-cloud-nodes\">\n                  <span class=\"accordion-title\">\n                    Can I combine GPU enabled Private Cloud with the non-GPU Private Cloud nodes?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"can-i-combine-gpu-enabled-private-cloud-with-the-non-gpu-private-cloud-nodes\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-combine-gpu-enabled-private-cloud-with-the-non-gpu-private-cloud-nodes\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Yes, you can have any combination of <a href=\"https:\/\/upcloud.com\/global\/products\/private-cloud\/\">Private Cloud<\/a> and GPU-enabled Private Cloud hosts as needed.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                                  <div class=\"accordion-item\">\n            <h3>\n              <button\n                aria-expanded=\"false\"\n                class=\"accordion-trigger\"\n                aria-controls=\"can-i-run-non-gpu-workloads-on-private-cloud-gpu-hosts\"\n                id=\"accordion-can-i-run-non-gpu-workloads-on-private-cloud-gpu-hosts\">\n                  <span class=\"accordion-title\">\n                    Can I run non-GPU workloads on Private Cloud GPU hosts?<svg aria-hidden=\"true\" width=\"41\" height=\"40\" viewBox=\"0 0 41 40\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M34.4207 13.7783L20.2777 27.9213L6.13672 13.7793V13.7773L7.55072 12.3643L20.2777 25.0923L33.0067 12.3643L34.4207 13.7783Z\" fill=\"currentColor\"\/>\n<\/svg>\n                  <\/span>\n              <\/button>\n            <\/h3>\n\n            <div\n              id=\"can-i-run-non-gpu-workloads-on-private-cloud-gpu-hosts\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-run-non-gpu-workloads-on-private-cloud-gpu-hosts\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Yes, of course. It&#8217;s entirely up to you how you wish to allocate the CPU and memory between GPU-enabled Cloud Servers and non-GPU-equipped Cloud Servers.<\/p>\n\n                \n                \n              <\/div> <!-- .content-table-inner -->\n            <\/div> <!-- .accordion-panel -->\n          <\/div> <!-- .accordion-item -->\n\n                    <\/div> <!-- .accordion -->\n      <\/div>  <!-- .wrapper -->\n    <\/div> <!-- .items -->\n  <\/div> <!-- .container -->\n<\/section>\n\n\n\n<section class=\"block block-blog-upsells has-background-color-gray-50 card-carousel\">\n  <div class=\"container\">\n\n    <header class=\"block-header\">\n\n      \n      \n                  <h2>\n            Recent UpCloud blogs          <\/h2>\n        \n      \n\n      \n    <\/header>\n\n    \n          <div class=\"swiper-container swiper-container-upsell-carousel\">\n        <div class=\"swiper-wrapper carousel-list\">\n          \n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"0\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/meet-our-new-public-api-docs\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Announcements<\/li>\n              <li class=\"post-category\">People<\/li>\n              <li class=\"post-category\">Vision and culture<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Thumbnail for: UpCloud Blog - Meet our new Public API docs\"\n      src=\"https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2-300x161.png 300w, https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2-1024x550.png 1024w, https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2-768x412.png 768w, https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2-1536x824.png 1536w, https:\/\/upcloud.com\/media\/upcloud-blog-meet-our-new-public-api-docs-v2-2048x1099.png 2048w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"2400\"\n        height=\"1288\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      September 18, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      4 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/meet-our-new-public-api-docs\/\">\n      Meet Our New Public API Docs    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">William Barlow<\/p>\n                      <p class=\"author-desc\">Senior Product Marketing Manager<\/p>\n                  <\/div>\n      \n              <ul class=\"post-tags\">\n                      <li class=\"post-tag\">API Docs<\/li>\n                      <li class=\"post-tag\">cloud services<\/li>\n                      <li class=\"post-tag\">eu cloud<\/li>\n                      <li class=\"post-tag\">European cloud<\/li>\n                  <\/ul>\n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"1\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/what-you-get-when-you-choose-upclouds-managed-databases\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Data &amp; Databases<\/li>\n              <li class=\"post-category\">Data Sovereignty<\/li>\n              <li class=\"post-category\">UpCloud Insights<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/what-you-get-when-you-choose-upcloud-managed-databases.png\" srcset=\"https:\/\/upcloud.com\/media\/what-you-get-when-you-choose-upcloud-managed-databases-300x157.png 300w, https:\/\/upcloud.com\/media\/what-you-get-when-you-choose-upcloud-managed-databases-1024x536.png 1024w, https:\/\/upcloud.com\/media\/what-you-get-when-you-choose-upcloud-managed-databases-768x402.png 768w, https:\/\/upcloud.com\/media\/what-you-get-when-you-choose-upcloud-managed-databases.png 1200w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1200\" height=\"628\">\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      September 9, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      10 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/what-you-get-when-you-choose-upclouds-managed-databases\/\">\n      What You Get When You Choose UpCloud\u2019s Managed Databases    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Pawel Piwosz<\/p>\n                      <p class=\"author-desc\">Developer Advocate at UpCloud.\r\nDocker Captain, Team Topologies Ambassador, CD Foundation Ambassador.<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"2\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/upcloud-appoints-claudio-camacho-chief-marketing-officer-accelerate-global-growth\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Announcements<\/li>\n              <li class=\"post-category\">People<\/li>\n              <li class=\"post-category\">Vision and culture<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Welcoming Claudio as UpCloud&#039;s new CMO.\"\n      src=\"https:\/\/upcloud.com\/media\/claudio-camacho-cmo-appointment.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/claudio-camacho-cmo-appointment-300x161.png 300w, https:\/\/upcloud.com\/media\/claudio-camacho-cmo-appointment-1024x550.png 1024w, https:\/\/upcloud.com\/media\/claudio-camacho-cmo-appointment-768x412.png 768w, https:\/\/upcloud.com\/media\/claudio-camacho-cmo-appointment.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"644\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      August 27, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      2 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/upcloud-appoints-claudio-camacho-chief-marketing-officer-accelerate-global-growth\/\">\n      UpCloud Appoints Claudio Camacho as Chief Marketing Officer to Accelerate Global Growth    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Artur Wikstr\u00f6m<\/p>\n                      <p class=\"author-desc\">Growth Marketing Specialist<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"3\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/flexible-scaling-affordable-zero-hidden-fees-updated-managed-database-plans\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Product Updates<\/li>\n              <li class=\"post-category\">Announcements<\/li>\n              <li class=\"post-category\">Cloud Infrastructure<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Our Updated Managed Database Plans\"\n      src=\"https:\/\/upcloud.com\/media\/our-updated-managed-database-plans.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/our-updated-managed-database-plans-300x161.png 300w, https:\/\/upcloud.com\/media\/our-updated-managed-database-plans-1024x550.png 1024w, https:\/\/upcloud.com\/media\/our-updated-managed-database-plans-768x412.png 768w, https:\/\/upcloud.com\/media\/our-updated-managed-database-plans.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"644\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      August 18, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      3 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/flexible-scaling-affordable-zero-hidden-fees-updated-managed-database-plans\/\">\n      Flexible Scaling, Affordable HA, and Zero Hidden Fees \u2013 Our Updated Managed Database Plans    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">William Barlow<\/p>\n                      <p class=\"author-desc\">Senior Product Marketing Manager<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"4\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/what-are-managed-databases-when-to-use\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Data &amp; Databases<\/li>\n              <li class=\"post-category\">Cloud Infrastructure<\/li>\n              <li class=\"post-category\">Data Security<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"What Are Managed Databases, and When to Use Them\"\n      src=\"https:\/\/upcloud.com\/media\/what-managed-databases.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/what-managed-databases-300x161.png 300w, https:\/\/upcloud.com\/media\/what-managed-databases-1024x550.png 1024w, https:\/\/upcloud.com\/media\/what-managed-databases-768x412.png 768w, https:\/\/upcloud.com\/media\/what-managed-databases.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"644\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      July 31, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      8 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/what-are-managed-databases-when-to-use\/\">\n      What Are Managed Databases, and When to Use Them    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Pawel Piwosz<\/p>\n                      <p class=\"author-desc\">Developer Advocate at UpCloud.\r\nDocker Captain, Team Topologies Ambassador, CD Foundation Ambassador.<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"5\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/data-transfer-fees-biggest-risk-your-server-bills\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Data Sovereignty<\/li>\n              <li class=\"post-category\">Cloud Infrastructure<\/li>\n              <li class=\"post-category\">Cost Optimization<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Why Data Transfer Fees Are the Biggest Risk to Your Server Bills\"\n      src=\"https:\/\/upcloud.com\/media\/data-transfer-fees-risk.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/data-transfer-fees-risk-300x161.png 300w, https:\/\/upcloud.com\/media\/data-transfer-fees-risk-1024x550.png 1024w, https:\/\/upcloud.com\/media\/data-transfer-fees-risk-768x412.png 768w, https:\/\/upcloud.com\/media\/data-transfer-fees-risk.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"644\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      July 9, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      5 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/data-transfer-fees-biggest-risk-your-server-bills\/\">\n      Why Data Transfer Fees Are the Biggest Risk to Your Server Bills    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">William Barlow<\/p>\n                      <p class=\"author-desc\">Senior Product Marketing Manager<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"6\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/upcloud-appoints-founder-joel-pihlajamaa-chief-executive-officer\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Announcements<\/li>\n              <li class=\"post-category\">People<\/li>\n              <li class=\"post-category\">Vision and culture<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Picture for blog post about Joel being appointed as CEO, July 2026\"\n      src=\"https:\/\/upcloud.com\/media\/joel-ceo-announcement-post.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/joel-ceo-announcement-post-300x161.png 300w, https:\/\/upcloud.com\/media\/joel-ceo-announcement-post-1024x550.png 1024w, https:\/\/upcloud.com\/media\/joel-ceo-announcement-post-768x412.png 768w, https:\/\/upcloud.com\/media\/joel-ceo-announcement-post.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"644\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      July 2, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      2 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/upcloud-appoints-founder-joel-pihlajamaa-chief-executive-officer\/\">\n      UpCloud Appoints Founder Joel Pihlajamaa as Chief Executive Officer    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Artur Wikstr\u00f6m<\/p>\n                      <p class=\"author-desc\">Growth Marketing Specialist<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"7\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/which-gpu-model-should-you-choose-and-why\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Comparisons<\/li>\n              <li class=\"post-category\">Cost Optimization<\/li>\n              <li class=\"post-category\">GPUs<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Which GPU Model Should You Choose and Why?\"\n      src=\"https:\/\/upcloud.com\/media\/which-gpu-model-choose.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/which-gpu-model-choose-300x157.png 300w, https:\/\/upcloud.com\/media\/which-gpu-model-choose-1024x536.png 1024w, https:\/\/upcloud.com\/media\/which-gpu-model-choose-768x402.png 768w, https:\/\/upcloud.com\/media\/which-gpu-model-choose.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"628\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      June 25, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      8 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/which-gpu-model-should-you-choose-and-why\/\">\n      Which GPU Model Should You Choose and Why?    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Pawel Piwosz<\/p>\n                      <p class=\"author-desc\">Developer Advocate at UpCloud.\r\nDocker Captain, Team Topologies Ambassador, CD Foundation Ambassador.<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"8\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/when-your-team-should-consider-gpu-over-cpu\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Cloud Infrastructure<\/li>\n              <li class=\"post-category\">Comparisons<\/li>\n              <li class=\"post-category\">GPUs<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"When Your Team Should Consider GPU over CPU\"\n      src=\"https:\/\/upcloud.com\/media\/team-consider-gpu-over-cpu.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/team-consider-gpu-over-cpu-300x157.png 300w, https:\/\/upcloud.com\/media\/team-consider-gpu-over-cpu-1024x535.png 1024w, https:\/\/upcloud.com\/media\/team-consider-gpu-over-cpu-768x401.png 768w, https:\/\/upcloud.com\/media\/team-consider-gpu-over-cpu.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"627\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      June 19, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      9 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/when-your-team-should-consider-gpu-over-cpu\/\">\n      When Your Team Should Consider GPU over CPU    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Pawel Piwosz<\/p>\n                      <p class=\"author-desc\">Developer Advocate at UpCloud.\r\nDocker Captain, Team Topologies Ambassador, CD Foundation Ambassador.<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n\n<div class=\"item post-item post-item-blog has-gradient-border no-excerpts\"\n  data-index=\"9\">\n\n  <a href=\"https:\/\/upcloud.com\/global\/blog\/ai-search-postgresql-database-pgvector-extension\/\" class=\"global-link\" tabindex=\"-1\" aria-hidden=\"true\"><\/a>\n\n      <ul class=\"post-categories\">\n              <li class=\"post-category\">Long reads<\/li>\n              <li class=\"post-category\">Cloud Infrastructure<\/li>\n              <li class=\"post-category\">Open Source<\/li>\n          <\/ul>\n  \n      <div class=\"image\">\n          <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Bring AI Search to Your PostgreSQL Database with pgvector Extension\"\n      src=\"https:\/\/upcloud.com\/media\/postgresql-pgvector-blog.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/postgresql-pgvector-blog-300x157.png 300w, https:\/\/upcloud.com\/media\/postgresql-pgvector-blog-1024x535.png 1024w, https:\/\/upcloud.com\/media\/postgresql-pgvector-blog-768x401.png 768w, https:\/\/upcloud.com\/media\/postgresql-pgvector-blog.png 1200w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1200\"\n        height=\"627\"\n                      \/>\n        <\/div>\n  \n  <p class=\"post-meta\">\n\n    <span class=\"date\">\n      June 16, 2026    <\/span>\n\n    <span aria-hidden=\"true\"> \u00b7 <\/span>\n\n    <span class=\"read-time\">\n      5 min read\n    <\/span>\n\n  <\/p>\n\n  <h3>\n    <a class=\"no-gradient\" href=\"https:\/\/upcloud.com\/global\/blog\/ai-search-postgresql-database-pgvector-extension\/\">\n      Bring AI Search to Your PostgreSQL Database with pgvector Extension    <\/a>\n  <\/h3>\n\n  \n      <footer>\n\n              <div class=\"author\">\n          <p class=\"author-name\">Pawel Piwosz<\/p>\n                      <p class=\"author-desc\">Developer Advocate at UpCloud.\r\nDocker Captain, Team Topologies Ambassador, CD Foundation Ambassador.<\/p>\n                  <\/div>\n      \n      \n    <\/footer>\n  \n<\/div>\n       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