{"id":9921,"date":"2025-11-25T18:17:11","date_gmt":"2025-11-25T16:17:11","guid":{"rendered":"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/"},"modified":"2026-10-20T12:24:43","modified_gmt":"2026-10-20T11:24:43","slug":"audio-video-gpu-servers","status":"publish","type":"page","link":"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/","title":{"rendered":"Audio \/ Video GPU Servers"},"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\/hero-mobile-solutions-valeria-dikonova.jpg\" srcset=\"https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova-90x300.jpg 90w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova-307x1024.jpg 307w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova-461x1536.jpg 461w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova-614x2048.jpg 614w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova-6x20.jpg 6w, https:\/\/upcloud.com\/media\/hero-mobile-solutions-valeria-dikonova.jpg 768w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"768\" height=\"2560\">\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\/hero-desktop-solutions-valeria-dikonova.jpg\" srcset=\"https:\/\/upcloud.com\/media\/hero-desktop-solutions-valeria-dikonova-300x232.jpg 300w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-valeria-dikonova-1024x792.jpg 1024w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-valeria-dikonova-768x594.jpg 768w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-valeria-dikonova-1536x1189.jpg 1536w, https:\/\/upcloud.com\/media\/hero-desktop-solutions-valeria-dikonova.jpg 1680w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1680\" height=\"1300\" style=\" object-position: 72.73% 5.84%;\" data-smartcrop-focus=\"[&quot;72.73&quot;,&quot;5.84&quot;]\">\n        <\/div>\n  \n  <div class=\"container\">\n\n    <div class=\"text-flow\">\n      <h1 id=\"content\">\n        GPU Cloud for Rendering &amp; Transcoding      <\/h1>\n\n              <p>Power through your most demanding video, audio, and 3D rendering projects with UpCloud&#8217;s NVIDIA L4, L40S, H100 &amp; B200 Cloud GPUs.<\/p>\n<p>Designed for studios, creators, and platforms, our service provides the raw GPU power needed for high-resolution rendering and transcoding, combined with a flexible, pay-as-you-go model that saves costs and scales with your project load.<\/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=\"#plans\" 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            7-day trial          <\/a>\n        <\/p>\n          <\/div>\n    \n    \n  <\/div>\n\n          \n          \n        <\/div>\n\n                  <div class=\"item\">\n            <p class=\"badge\">\n              Valeria Dikonova, Product Designer            <\/p>\n          <\/div>\n              <\/div>\n    \n          \n\n<ul class=\"hero-boxes items fluid\">\n      <li class=\"box\">\n\n      \n              <h2>\n          Pay-as-You-Render Model        <\/h2>\n      \n              <p>Our true hourly billing ensures you only pay for your actual GPU usage. This eliminates waste from idle resources and dramatically reduces costs for intermittent workloads, freeing you from the need to manage idle GPU hardware.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      \n              <h2>\n          Cost Optimization for Workloads        <\/h2>\n      \n              <p>You gain full control over your budget, reducing costs compared to fixed monthly plans by only paying when your workloads are actually running.<\/p>\n      \n    <\/li>\n      <li class=\"box\">\n\n      \n              <h2>\n          Predictable Costs        <\/h2>\n      \n              <p>Transparent hourly pricing, with no hidden fees &amp; zero-cost egress.<\/p>\n      \n    <\/li>\n  <\/ul>\n      <\/div>\n\n\n  \n<\/section>\n\n\n\n<section class=\"block block-product-tour-tabs has-background-color-gray-50\">\n  <div class=\"container\">\n\n          <div class=\"top-wrapper\">\n        \n        <div class=\"heading-wrapper\">\n\n                      <h2 class=\"\">\n              Unleash throughput for high-resolution media            <\/h2>\n          \n                          <div class=\"block-summary\">\n                <p>From cinematic rendering to high-volume video transcoding, UpCloud&#8217;s NVIDIA GPUs deliver the performance required for complex media tasks.<\/p>\n              <\/div>\n            \n                  <\/div>\n      <\/div>\n    \n    <div class=\"tablist\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Unleash throughput for high-resolution media\">\n      <div class=\"tab-list-box\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"dedicated-gpu-power-tab\"\n                  id=\"dedicated-gpu-power-tab-button\"\n                  class=\"tab-button\"\n                  >\n            Dedicated GPU power          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"reliable-performance-tab\"\n                  id=\"reliable-performance-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Reliable performance          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"audio-processing-tab\"\n                  id=\"audio-processing-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Audio Processing          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"dedicated-gpu-power-tab\"\n              aria-labelledby=\"dedicated-gpu-power\"\n              >\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/gpu-servers-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Dedicated GPU power                <\/h3>\n              \n              <p>Leverage the dedicated GPU power for high-resolution rendering and transcoding, ensuring your projects run smoothly and efficiently.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"reliable-performance-tab\"\n              aria-labelledby=\"reliable-performance\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Standout-performance-everywhere.png\" srcset=\"https:\/\/upcloud.com\/media\/Standout-performance-everywhere-300x219.png 300w, https:\/\/upcloud.com\/media\/Standout-performance-everywhere.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1002\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Reliable performance without compromise                <\/h3>\n              \n              <p>Our service is built on enterprise-grade infrastructure with redundancy at every level, delivering consistent performance and reliability for your video processing and 3D rendering needs. Focus on your creative work while we ensure your GPU resources are always available.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"audio-processing-tab\"\n              aria-labelledby=\"audio-processing\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Render, analyse &amp; transform UpCloud Audio\"\n      src=\"https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio-300x225.png 300w, https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio-768x577.png 768w, https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio.png 992w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"992\"\n        height=\"745\"\n                      \/>\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Audio Processing                <\/h3>\n              \n              <p>Remove noise, normalize loudness, encode to AAC or Opus, split dialogue and music when needed, GPU where it helps, CPU for the rest, &amp; optional ASR or TTS for transcripts and dubs.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n    <div class=\"accordion\" data-allow-multiple>\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-dedicated-gpu-power\"\n              id=\"accordion-button-dedicated-gpu-power\">\n              <span class=\"accordion-title\">\n                Dedicated GPU power<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=\"accordion-dedicated-gpu-power\"\n            role=\"region\"\n            aria-labelledby=\"accordion-dedicated-gpu-power\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/gpu-servers-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/gpu-servers-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Dedicated GPU power                <\/h2>\n\n                <p>Leverage the dedicated GPU power for high-resolution rendering and transcoding, ensuring your projects run smoothly and efficiently.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-reliable-performance\"\n              id=\"accordion-button-reliable-performance\">\n              <span class=\"accordion-title\">\n                Reliable performance<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=\"accordion-reliable-performance\"\n            role=\"region\"\n            aria-labelledby=\"accordion-reliable-performance\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Standout-performance-everywhere.png\" srcset=\"https:\/\/upcloud.com\/media\/Standout-performance-everywhere-300x219.png 300w, https:\/\/upcloud.com\/media\/Standout-performance-everywhere.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1002\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Reliable performance without compromise                <\/h2>\n\n                <p>Our service is built on enterprise-grade infrastructure with redundancy at every level, delivering consistent performance and reliability for your video processing and 3D rendering needs. Focus on your creative work while we ensure your GPU resources are always available.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-audio-processing\"\n              id=\"accordion-button-audio-processing\">\n              <span class=\"accordion-title\">\n                Audio Processing<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=\"accordion-audio-processing\"\n            role=\"region\"\n            aria-labelledby=\"accordion-audio-processing\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Render, analyse &amp; transform UpCloud Audio\"\n      src=\"https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio-300x225.png 300w, https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio-768x577.png 768w, https:\/\/upcloud.com\/media\/render-analyse-transform-upcloud-audio.png 992w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"992\"\n        height=\"745\"\n                      \/>\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Audio Processing                <\/h2>\n\n                <p>Remove noise, normalize loudness, encode to AAC or Opus, split dialogue and music when needed, GPU where it helps, CPU for the rest, &amp; optional ASR or TTS for transcripts and dubs.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\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          <\/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          <\/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-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                      <p class=\"kicker\">\n              Introducing GPU Spot Instances            <\/p>\n          \n                      <h2>\n              Get up to 25% off selected GPUs            <\/h2>\n          \n                      <div class=\"body-text\">\n              <p><span style=\"font-weight: 400\">Spot instances run on our spare capacity. If that capacity is needed elsewhere in our network, the instance will be terminated. But if your workloads are stateless, fault-tolerant, or can easily pause and resume, you&#8217;re getting top-tier GPU performance at a massive discount.<\/span><\/p>\n            <\/div>\n          \n          \n          \n                      <p class=\"button-wrapper\">\n              <a href=\"https:\/\/upcloud.com\/global\/docs\/products\/gpu-servers\/spot\/\" class=\"button\">\n                Read Documentation              <\/a>\n            <\/p>\n          \n          \n        <\/div>\n      \n              <div class=\"item media-flow\">\n                      <div class=\"image\">\n                  <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Intense workloads illustration\"\n      src=\"https:\/\/upcloud.com\/media\/intense-workloads-gray.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/intense-workloads-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/intense-workloads-gray.png 685w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"685\"\n        height=\"500\"\n                      \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section id=\"plans\" class=\"block block-pricing block-pricing-table has-background-color-brand-black\" id=\"configurations\">\n  <div class=\"container\">\n\n          <h2>GPU Server configurations<\/h2>\n    \n          <div class=\"tablist\" role=\"tablist\">\n\n                  <h2>Configurations<\/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=\"nvidia-l4\"\n              aria-selected=\"true\"\n              aria-controls=\"nvidia-l4-tab\"\n                            >\n              NVIDIA L4            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-l40s\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-l40s-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA L40S            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-rtx-6000\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-rtx-6000-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA RTX 6000            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-h100\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-h100-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA H100            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-b200\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-b200-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA B200            <\/button>\n                      <button\n              role=\"tab\"\n              class=\"tab-button theme-color-border-and-hover theme-color-text\"\n              id=\"nvidia-b300\"\n              aria-selected=\"false\"\n              aria-controls=\"nvidia-b300-tab\"\n              tabindex=\"-1\"              >\n              NVIDIA B300            <\/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=\"nvidia-l4-tab\"\n          aria-labelledby=\"nvidia-l4\"\n                    >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA L4<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 3 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            8 &#8211; 32                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            64 \u2013 384 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.68\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                                  <div class=\"overlay-show-more\">\n                    <button class=\"overlay-show-more-button\">\n                      See all options<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                    <\/button>\n                  <\/div>\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              8 cores<\/td>\n                                                          <td>                              64 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.68\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.69\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.82\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.83\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.96\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.97\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.10\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.11\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.39\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.40\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.53\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.54\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.67\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.68\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L4<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.95\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.96\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.13\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.14\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              20 cores\t<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.27\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L4<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.55\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.56\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-l40s-tab\"\n          aria-labelledby=\"nvidia-l40s\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA L40S<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 3 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            8 &#8211; 32                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            64 &#8211; 384 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.95\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                                  <div class=\"overlay-show-more\">\n                    <button class=\"overlay-show-more-button\">\n                      See all options<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                    <\/button>\n                  <\/div>\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              8 cores<\/td>\n                                                          <td>                              64 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.95\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.27\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.07\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.43\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.31\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.74\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.54\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.06\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              128 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.78\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.38\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.26\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.01\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.73\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.64\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA L40S<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.21\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              192 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.21\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.28\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              20 cores\t<\/td>\n                                                          <td>                              256 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.68\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.91\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              3 x NVIDIA L40S<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              384 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.16\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$5.54\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-rtx-6000-tab\"\n          aria-labelledby=\"nvidia-rtx-6000\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA RTX PRO 6000<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 \u2013 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 \u2013 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium AMD CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $0.99\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              16 cores<\/td>\n                                                          <td>                              80 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$0.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.88\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              32 cores<\/td>\n                                                          <td>                              160 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$1.98\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.76\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              64 cores<\/td>\n                                                          <td>                              320 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$3.97\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.52\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA RTX PRO 6000<\/td>\n                                                          <td>                              128 cores<\/td>\n                                                          <td>                              640 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.93\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$15.05\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-h100-tab\"\n          aria-labelledby=\"nvidia-h100\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA H100<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 &#8211; 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $2.06\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA H100<\/td>\n                                                          <td>                              12 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.06\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$2.50\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA H100<\/td>\n                                                          <td>                              24 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.12\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA H100<\/td>\n                                                          <td>                              48 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$8.23\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$9.98\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA H100<\/td>\n                                                          <td>                              96 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$16.47\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$19.96\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-b200-tab\"\n          aria-labelledby=\"nvidia-b200\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA B200<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            12 &#8211; 96                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 &#8211; 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $4.23\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA B200<\/td>\n                                                          <td>                              24 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$4.23\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$6.05\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA B200<\/td>\n                                                          <td>                              48 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$8.47\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$12.10\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA B200<\/td>\n                                                          <td>                              96 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$16.94\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$24.20\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA B200<\/td>\n                                                          <td>                              192 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$33.87\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$48.40\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\n                <\/div>\n              <\/div>\n            <\/div>\n\n          \n        <\/div>\n              <div\n          class=\"tab-content\"\n          tabindex=\"0\"\n          role=\"tabpanel\"\n          id=\"nvidia-b300-tab\"\n          aria-labelledby=\"nvidia-b300\"\n          hidden=\"\"          >\n\n                      <div class=\"items\">\n              <div class=\"tabpanel-summary\">\n                <h3>GPU Servers with NVIDIA B300<\/h3>\n\n                              <\/div>\n\n                              <div class=\"pricing-plan has-background-color-gradient-red-purple-diagonal\">\n                                      <div class=\"info-boxes\">\n                                              <div class=\"info-box\">\n                          <h4>\n                            GPUs                          <\/h4>\n\n                          <p>\n                            1 &#8211; 8 per server                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            CPU cores                          <\/h4>\n\n                          <p>\n                            28 \u2013 224                          <\/p>\n                        <\/div>\n                                              <div class=\"info-box\">\n                          <h4>\n                            Memory                          <\/h4>\n\n                          <p>\n                            240 \u2013 1920 GB                          <\/p>\n                        <\/div>\n                                          <\/div>\n                  \n                                      <div class=\"pricing-cta\">\n                      <div class=\"features\">\n                        <ul class=\"features-list\">\n                                                      <li>\n                              Premium Intel CPUs                            <\/li>\n                                                      <li>\n                              Up to 100k IOPS with MaxIOPS                            <\/li>\n                                                      <li>\n                              Choice of Block Storage                            <\/li>\n                                                  <\/ul>\n\n                        <ul class=\"features-list\">\n                                                      <li>\n                              1000 Mbps networking                            <\/li>\n                                                      <li>\n                              Zero egress fees                            <\/li>\n                                                      <li>\n                              99.999% SLA                            <\/li>\n                                                  <\/ul>\n                      <\/div>\n\n                      <div class=\"text-content\">\n                        <div class=\"item\">\n                                                      <p class=\"prefix\">\n                              Starting from                            <\/p>\n                          \n                                                      <p class=\"price\">\n                              $5.99\/hour                            <\/p>\n                          \n                                                  <\/div>\n\n                        <p class=\"button-wrapper\">\n                          <a class=\"button button-white\" href=\"https:\/\/signup.upcloud.com\/\">\n                            Sign up                          <\/a>\n                        <\/p>\n                      <\/div>\n                    <\/div>\n                                  <\/div>\n              \n              <div class=\"col col-table\">\n                \n                <div class=\"content-table\">\n                  <div class=\"content-table-inner\">\n                    <table class=\"is-scrollable \">\n\n                                              <thead>\n                          <tr>\n                                                          <th>GPU<\/th>\n                                                          <th>CPU cores<\/th>\n                                                          <th>RAM<\/th>\n                                                          <th>Spot Price<\/th>\n                                                          <th>Price<\/th>\n                                                      <\/tr>\n                        <\/thead>\n                      \n                      <tbody>\n                                                  <tr>\n                                                          <td>                              1 x NVIDIA B300<\/td>\n                                                          <td>                              28 cores<\/td>\n                                                          <td>                              240 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$5.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$7.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              2 x NVIDIA B300<\/td>\n                                                          <td>                              56 cores<\/td>\n                                                          <td>                              480 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$11.99\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$15.99\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              4 x NVIDIA B300<\/td>\n                                                          <td>                              112 cores<\/td>\n                                                          <td>                              960 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$23.98\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$31.97\/h<\/b><\/td>\n                                                      <\/tr>\n                                                  <tr>\n                                                          <td>                              8 x NVIDIA B300<\/td>\n                                                          <td>                              224 cores<\/td>\n                                                          <td>                              1920 GB\t<\/td>\n                                                          <td class=\"price-cell\">                              <b>$47.96\/h<\/b><\/td>\n                                                          <td class=\"price-cell\">                              <b>$63.94\/h<\/b><\/td>\n                                                      <\/tr>\n                                              <\/tbody>\n\n                    <\/table>\n                  <\/div>\n                <\/div>\n\n                <div class=\"footer\">\n                  <p>GPU Server plans are billed by the starting hour. Monthly prices are estimates based on a 30-day month. Prices exclude any applicable <a href=\"https:\/\/upcloud.com\/resources\/tutorials\/vat-gst-international-businesses\/\">local taxes<\/a>.<\/p>\n<p>All plans include zero-cost egress,\u00a0<a href=\"https:\/\/upcloud.com\/fair-transfer-policy\">Fair Transfer Policy<\/a>\u00a0applies.<\/p>\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-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          \n                      <h2>\n              Optimized for Media Workflows            <\/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 8V6H34.5V34H6.5V12H8.5V19H32.5V8H6.5ZM8.5 21V32H32.5V21H8.5ZM12.5 12.5H20.5V14.5H12.5V12.5ZM28.5 12.5H26.5V14.5H28.5V12.5ZM22.5 12.5H24.5V14.5H22.5V12.5ZM28.5 25.5V27.5H16.5V25.5H28.5ZM14.5 25.5H12.5V27.5H14.5V25.5Z\" fill=\"url(#paint0_linear_3008_11693)\"\/><defs><linearGradient id=\"paint0_linear_3008_11693\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            3x NVENC, 3x NVDEC, 4x NVJPEG          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Enables concurrent encoding, decoding, and image processing for high-volume media workflows<\/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 fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M33.5 6H9.5V8H31.5V32H11.5V25H7.5V27H9.5V32V32.9V34H33.5V6ZM28.5 15H14.5V13H28.5V15ZM24.5 20H14.5V18H24.5V20ZM11.5 22H9.5V20H7.5V18H11.5V22ZM7.5 13V11H11.5V15H9.5V13H7.5Z\" fill=\"url(#paint0_linear_3008_11831)\"\/><defs><linearGradient id=\"paint0_linear_3008_11831\" x1=\"33.5\" y1=\"33.9977\" x2=\"7.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Supports split-frame acceleration          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Efficiently process extremely high-resolution video by splitting frames across multiple GPUs.<\/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 fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M20.5 12.5V14.5H12.5V12.5H20.5ZM8.5 21H21.5V19H8.5V12H6.5V34H16.5V32H8.5V21ZM22.5 14.5H24.5V12.5H22.5V14.5ZM6.5 6V8H32.5V19H34.5V6H6.5ZM28.5 12.5H26.5V14.5H28.5V12.5ZM27 19C29.21 19 31 20.79 31 23C31 25.21 29.21 27 27 27C24.79 27 23 25.21 23 23C23 20.79 24.79 19 27 19ZM25 23C25 24.1 25.9 25 27 25C28.1 25 29 24.1 29 23C29 21.9 28.1 21 27 21C25.9 21 25 21.9 25 23ZM19.5 28V34H21.5V30H32.5V34H34.5V28H19.5Z\" fill=\"url(#paint0_linear_3008_11689)\"\/><defs><linearGradient id=\"paint0_linear_3008_11689\" x1=\"34.5\" y1=\"33.9977\" x2=\"6.5\" y2=\"33.9977\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#F52536\"\/><stop offset=\"0.586538\" stop-color=\"#7B00FF\"\/><\/linearGradient><\/defs><\/svg>\n\n                  <h3>\n            Hardware AV1 support          <\/h3>\n              <\/header>\n    \n          <div class=\"box-body\">\n        <p>Provides native, high-performance encoding for the next-generation AV1 video codec.<\/p>\n      <\/div>\n    \n  \n  \n<\/div>\n      \n    <\/div>\n    \n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-product-tour-tabs has-background-color-white\">\n  <div class=\"container\">\n\n          <div class=\"top-wrapper\">\n        \n        <div class=\"heading-wrapper\">\n\n                      <h2 class=\"\">\n              Scale on-demand, without limits            <\/h2>\n          \n                          <div class=\"block-summary\">\n                <p>Media projects often have fluctuating demands. Our flexible Cloud GPU server plans allow you to scale your resources instantly to match your project&#8217;s needs.<\/p>\n              <\/div>\n            \n                  <\/div>\n      <\/div>\n    \n    <div class=\"tablist\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Scale on-demand, without limits\">\n      <div class=\"tab-list-box\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"accessible-flexible-tab\"\n                  id=\"accessible-flexible-tab-button\"\n                  class=\"tab-button\"\n                  >\n            Accessible &amp; flexible          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"seamless-scaling-tab\"\n                  id=\"seamless-scaling-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Seamless Scaling           <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"zero-lock-in-tab\"\n                  id=\"zero-lock-in-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Zero lock-in          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"accessible-flexible-tab\"\n              aria-labelledby=\"accessible-flexible\"\n              >\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/why-upcloud-gray.png\" srcset=\"https:\/\/upcloud.com\/media\/why-upcloud-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/why-upcloud-gray.png 685w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"685\" height=\"500\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Accessible &amp; flexible                <\/h3>\n              \n              <p>Start immediately without upfront commitments or complex contracts &amp; spin up GPU resources precisely when you need them.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"seamless-scaling-tab\"\n              aria-labelledby=\"seamless-scaling\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Data trail background with UpCloud logo\"\n      src=\"https:\/\/upcloud.com\/media\/cover-2.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/cover-2-300x169.png 300w, https:\/\/upcloud.com\/media\/cover-2-1024x576.png 1024w, https:\/\/upcloud.com\/media\/cover-2-768x432.png 768w, https:\/\/upcloud.com\/media\/cover-2.png 1921w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1921\"\n        height=\"1080\"\n                      \/>\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Scales with project load                <\/h3>\n              \n              <p>Easily scale your GPU resources up or down based on actual demand, making it perfect for studios and creative teams looking to optimize their infrastructure costs and adapt to changing project requirements.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"zero-lock-in-tab\"\n              aria-labelledby=\"zero-lock-in\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Certification not required.\"\n      src=\"https:\/\/upcloud.com\/media\/no-certificatiion-needed.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/no-certificatiion-needed-300x288.png 300w, https:\/\/upcloud.com\/media\/no-certificatiion-needed.png 671w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"671\"\n        height=\"644\"\n                      \/>\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Zero lock-in                <\/h3>\n              \n              <p>Benefit from instant start capabilities and freedom from fixed billing. Many providers still require fixed-month billing or pre-allocated GPU blocks, but UpCloud is built for agile development and dynamic project cycles.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n    <div class=\"accordion\" data-allow-multiple>\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-accessible-flexible\"\n              id=\"accordion-button-accessible-flexible\">\n              <span class=\"accordion-title\">\n                Accessible &amp; flexible<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=\"accordion-accessible-flexible\"\n            role=\"region\"\n            aria-labelledby=\"accordion-accessible-flexible\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/why-upcloud-gray.png\" srcset=\"https:\/\/upcloud.com\/media\/why-upcloud-gray-300x219.png 300w, https:\/\/upcloud.com\/media\/why-upcloud-gray.png 685w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"685\" height=\"500\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Accessible &amp; flexible                <\/h2>\n\n                <p>Start immediately without upfront commitments or complex contracts &amp; spin up GPU resources precisely when you need them.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-seamless-scaling\"\n              id=\"accordion-button-seamless-scaling\">\n              <span class=\"accordion-title\">\n                Seamless Scaling <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=\"accordion-seamless-scaling\"\n            role=\"region\"\n            aria-labelledby=\"accordion-seamless-scaling\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Data trail background with UpCloud logo\"\n      src=\"https:\/\/upcloud.com\/media\/cover-2.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/cover-2-300x169.png 300w, https:\/\/upcloud.com\/media\/cover-2-1024x576.png 1024w, https:\/\/upcloud.com\/media\/cover-2-768x432.png 768w, https:\/\/upcloud.com\/media\/cover-2.png 1921w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1921\"\n        height=\"1080\"\n                      \/>\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Scales with project load                <\/h2>\n\n                <p>Easily scale your GPU resources up or down based on actual demand, making it perfect for studios and creative teams looking to optimize their infrastructure costs and adapt to changing project requirements.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-zero-lock-in\"\n              id=\"accordion-button-zero-lock-in\">\n              <span class=\"accordion-title\">\n                Zero lock-in<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=\"accordion-zero-lock-in\"\n            role=\"region\"\n            aria-labelledby=\"accordion-zero-lock-in\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\"\n      alt=\"Certification not required.\"\n      src=\"https:\/\/upcloud.com\/media\/no-certificatiion-needed.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/no-certificatiion-needed-300x288.png 300w, https:\/\/upcloud.com\/media\/no-certificatiion-needed.png 671w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"671\"\n        height=\"644\"\n                      \/>\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Zero lock-in                <\/h2>\n\n                <p>Benefit from instant start capabilities and freedom from fixed billing. Many providers still require fixed-month billing or pre-allocated GPU blocks, but UpCloud is built for agile development and dynamic project cycles.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n          <\/div>\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 GPU 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 GPU Servers offer a range of GPU models with the unique ability to scale the server and GPUs as needed.<br \/>\nStart with a smaller card for development purposes, then migrate to use more powerful cards for production use, or vice-versa, all without needing to reinstalling the server or losing any data.<br \/>\nIt&#8217;s as easy as shutting down the server, changing the plan and powering the server back up again!<\/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 no-image has-background-color- \">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Save on your monthly bills with Zero-cost egress<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Forget unpredictable network bills at the end of the month. With zero-cost egress, you\u2019ll <b>never see a surprise bill for transfer usage<\/b>.<\/p>\n<p><b>Never pay for network transfer<\/b>, even when you scale up, you can redirect savings towards accelerating your business growth.<\/p>\n\n        \n                <div class=\"cta-links\">\n                      <p class=\"button-wrapper\">\n              <a class=\"button button-white\" href=\"https:\/\/upcloud.com\/global\/products\/zero-cost-egress\/\">\n                Zero-cost egress              <\/a>\n            <\/p>\n          \n          \n                  <\/div>\n        \n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-product-tour-tabs has-background-color-white\">\n  <div class=\"container\">\n\n          <div class=\"top-wrapper\">\n        \n        <div class=\"heading-wrapper\">\n\n                      <h2 class=\"\">\n              Build your complete media production stack            <\/h2>\n          \n                          <div class=\"block-summary\">\n                <p>Seamlessly integrate GPU power with our high-performance ecosystem to create a robust and efficient workflow for your media projects.<\/p>\n              <\/div>\n            \n                  <\/div>\n      <\/div>\n    \n    <div class=\"tablist\" role=\"tablist\" aria-orientation=\"horizontal\" aria-label=\"Build your complete media production stack\">\n      <div class=\"tab-list-box\">\n                  <button role=\"tab\"\n                  aria-selected=\"true\"\n                  aria-controls=\"epyc-hardware-tab\"\n                  id=\"epyc-hardware-tab-button\"\n                  class=\"tab-button\"\n                  >\n            EPYC Hardware          <\/button>\n                  <button role=\"tab\"\n                  aria-selected=\"false\"\n                  aria-controls=\"object-storage-tab\"\n                  id=\"object-storage-tab-button\"\n                  class=\"tab-button\"\n                  tabindex=\"-1\">\n            Object Storage          <\/button>\n              <\/div>\n    <\/div>\n\n    <div class=\"tabpanels\">\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"epyc-hardware-tab\"\n              aria-labelledby=\"epyc-hardware\"\n              >\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\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                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  Powerful compute with AMD EPYC Servers                <\/h3>\n              \n              <p>You can\u2019t have GPUs without a server. Combine GPU servers with our state-of-the-art, high-performance AMD EPYC hardware cloud servers for a complete, balanced architecture. Conquer massive parallel jobs and general tasks without compromise in a single architecture.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n              <div tabindex=\"0\"\n              role=\"tabpanel\"\n              id=\"object-storage-tab\"\n              aria-labelledby=\"object-storage\"\n              hidden=\"\">\n          <div class=\"tab-content has-image \">\n            <div class=\"media\">\n                              <div class=\"image image-background\" >\n                      <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                    <\/div>\n                          <\/div>\n\n            <div class=\"content\">\n                              <h3>\n                  High-speed Object Storage for assets                <\/h3>\n              \n              <p>Fuel your workloads with our high-speed Object Storage. It&#8217;s ideal for storing large video files, 3D assets, and other immutable data. Designed for massive datasets, it ensures your servers remain productive with stateless and concurrent access from any number of hosts, and built-in object versioning.<\/p>\n\n                          <\/div>\n          <\/div>\n        <\/div>\n          <\/div>\n\n    <div class=\"accordion\" data-allow-multiple>\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-epyc-hardware\"\n              id=\"accordion-button-epyc-hardware\">\n              <span class=\"accordion-title\">\n                EPYC Hardware<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=\"accordion-epyc-hardware\"\n            role=\"region\"\n            aria-labelledby=\"accordion-epyc-hardware\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\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                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  Powerful compute with AMD EPYC Servers                <\/h2>\n\n                <p>You can\u2019t have GPUs without a server. Combine GPU servers with our state-of-the-art, high-performance AMD EPYC hardware cloud servers for a complete, balanced architecture. Conquer massive parallel jobs and general tasks without compromise in a single architecture.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n              <div class=\"accordion-item\">\n          <h3>\n            <button\n              aria-expanded=\"false\"\n              class=\"accordion-trigger\"\n              aria-controls=\"accordion-object-storage\"\n              id=\"accordion-button-object-storage\">\n              <span class=\"accordion-title\">\n                Object Storage<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=\"accordion-object-storage\"\n            role=\"region\"\n            aria-labelledby=\"accordion-object-storage\"\n            class=\"accordion-panel\"\n            hidden=\"\">\n            <div class=\"tab-content has-image \">\n              <div class=\"media\">\n                                  <div class=\"image image-background\" >\n                        <img decoding=\"async\" loading=\"lazy\" alt=\"-\" src=\"https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x.png\" srcset=\"https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-300x219.png 300w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-1024x747.png 1024w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x-768x561.png 768w, https:\/\/upcloud.com\/media\/Object-Block-Storage-gray@2x.png 1370w\" sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\" width=\"1370\" height=\"1000\">\n                      <\/div>\n                              <\/div>\n\n              <div class=\"content\">\n                <h2>\n                  High-speed Object Storage for assets                <\/h2>\n\n                <p>Fuel your workloads with our high-speed Object Storage. It&#8217;s ideal for storing large video files, 3D assets, and other immutable data. Designed for massive datasets, it ensures your servers remain productive with stateless and concurrent access from any number of hosts, and built-in object versioning.<\/p>\n\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n\n          <\/div>\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-image-content has-background-color-gray-50\">\n  <div class=\"container\">\n    <div class=\"items image-right column-layout-asymmetric \">\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\"\n      alt=\"100% renewable energy - Finland, Helsinki, UpCloud.com\"\n      src=\"https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1.png\"\n              srcset=\"https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1-300x202.png 300w, https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1-1024x688.png 1024w, https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1-768x516.png 768w, https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1-1536x1032.png 1536w, https:\/\/upcloud.com\/media\/100-renewable-energy-fi-hel1.png 1545w\"\n        sizes=\"auto, (max-width: 768px) 100vw, (max-width: 1200px) 50vw, 100vw\"\n                    width=\"1545\"\n        height=\"1038\"\n                      \/>\n                <\/div>\n          \n                  <\/div>\n          <\/div>\n\n\n  <\/div>\n<\/section>\n\n\n\n<section class=\"block block-cta is-content-column no-image has-background-color-brand-black has-gradient-gradient-dark-red-purple-diagonal\">\n  <div class=\"container\">\n    <div class=\"wrapper-main\">\n\n      \n      <h2>Ready to accelerate your rendering and transcoding?<\/h2>\n\n      <div class=\"wrapper-content\">\n        <p>Gain powerful, cost-effective GPU computing for your media projects today.<\/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                Deploy your L40S GPU now              <\/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-gray-50 has-panel-dividers\">\n  <div class=\"container\">\n    <div class=\"items\">\n\n      <div class=\"col\">\n                  <p class=\"prefix\">\n            GPU FAQ          <\/p>\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-is-a-gpu-server\"\n                id=\"accordion-what-is-a-gpu-server\">\n                  <span class=\"accordion-title\">\n                    What is a GPU 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-a-gpu-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-a-gpu-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">A GPU server is a<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/cloud-servers\/\"> <span style=\"font-weight: 400\">cloud server<\/span><\/a><span style=\"font-weight: 400\"> equipped with a dedicated graphics processing unit alongside its CPU, memory and storage. While originally designed for rendering graphics, GPUs excel at parallel processing, performing thousands of calculations simultaneously. This makes them well suited to workloads like AI model training, machine learning inference, video transcoding and scientific computing, where the same operation runs across huge amounts of data at once.<\/span><\/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-server-and-a-regular-cloud-server\"\n                id=\"accordion-what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\">\n                  <span class=\"accordion-title\">\n                    What is the difference between a GPU server and a regular 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-server-and-a-regular-cloud-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-the-difference-between-a-gpu-server-and-a-regular-cloud-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">A regular cloud server relies on CPUs, which handle a wide range of tasks sequentially and are ideal for general workloads like web hosting, databases and applications. A GPU server adds a graphics processor with thousands of smaller cores built for parallel work. For tasks like training neural networks or processing video, a GPU can be orders of magnitude faster than a CPU alone. Many teams run both, using<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/cloud-servers\/\"> <span style=\"font-weight: 400\">Cloud Servers<\/span><\/a><span style=\"font-weight: 400\"> for their applications and GPU Servers for compute-heavy jobs, connected over the same<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/software-defined-networking\/\"> <span style=\"font-weight: 400\">private network<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/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-are-gpu-servers-used-for\"\n                id=\"accordion-what-are-gpu-servers-used-for\">\n                  <span class=\"accordion-title\">\n                    What are GPU servers used for?<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-are-gpu-servers-used-for\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-are-gpu-servers-used-for\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Common uses include training and fine-tuning machine learning models, running inference for AI applications like chatbots and recommendation engines, video transcoding and streaming, 3D rendering, and scientific simulations. Generative AI has driven much of the recent demand, from serving large language models to image and video generation. See our<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/\"> <span style=\"font-weight: 400\">AI\/ML solutions<\/span><\/a><span style=\"font-weight: 400\"> and<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/\"> <span style=\"font-weight: 400\">Audio\/Video solutions<\/span><\/a><span style=\"font-weight: 400\"> pages for detail on specific workloads.A<\/span><\/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=\"do-i-need-a-gpu-server-to-run-ai-models\"\n                id=\"accordion-do-i-need-a-gpu-server-to-run-ai-models\">\n                  <span class=\"accordion-title\">\n                    Do I need a GPU server to run AI models?<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=\"do-i-need-a-gpu-server-to-run-ai-models\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-need-a-gpu-server-to-run-ai-models\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">For small models and light experimentation, a CPU can be enough. But for training models of any real size, or serving inference at production speed, a GPU is effectively essential. Even running open-weight models like Llama or Mistral locally becomes impractical on CPU beyond the smallest sizes. A single L4 or L40S server is a sensible starting point for most inference workloads, and you can scale up from there. Our<\/span><a href=\"https:\/\/upcloud.com\/global\/resources\/tutorials\/running-llms-on-upcloud-gpus-with-ollama\/\"> <span style=\"font-weight: 400\">Ollama tutorial<\/span><\/a><span style=\"font-weight: 400\"> shows how to get a model running in under an hour.<\/span><\/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-rent-a-gpu-server-by-the-hour\"\n                id=\"accordion-can-i-rent-a-gpu-server-by-the-hour\">\n                  <span class=\"accordion-title\">\n                    Can I rent a GPU server by the hour?<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-rent-a-gpu-server-by-the-hour\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-rent-a-gpu-server-by-the-hour\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes. GPU Servers are billed hourly with no long-term commitment, so you can spin one up for a training run and delete it when finished. For maximum savings on interruptible workloads, spot pricing offers the same hardware at a significant discount. Monthly costs are capped at 28 days of usage, so a server running all month never costs more than the listed monthly price.<\/span><\/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=\"which-gpu-model-should-i-choose\"\n                id=\"accordion-which-gpu-model-should-i-choose\">\n                  <span class=\"accordion-title\">\n                    Which GPU model should I choose?<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=\"which-gpu-model-should-i-choose\"\n              role=\"region\"\n              aria-labelledby=\"accordion-which-gpu-model-should-i-choose\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">It depends on the workload. The NVIDIA L4 is the most cost-effective option for AI inference, video transcoding and edge deployments. The L40S is a versatile all-rounder suited to generative AI, mid-scale model training and 3D rendering. The H100 handles high-traffic inference and large model training, while the B200 is built for the largest jobs, including trillion-parameter models. You can also switch between GPU models later by shutting down the server and changing the plan, so you are not locked into your first choice.<\/span><\/p>\n<p><span style=\"font-weight: 400\">For more guidance, see our<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/ai-ml-gpu-server-solutions\/\"> <span style=\"font-weight: 400\">AI\/ML GPU solutions<\/span><\/a><span style=\"font-weight: 400\"> and<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/audio-video-gpu-servers\/\"> <span style=\"font-weight: 400\">Audio\/Video GPU solutions<\/span><\/a><span style=\"font-weight: 400\"> pages.<\/span><\/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=\"where-are-your-gpu-servers-hosted\"\n                id=\"accordion-where-are-your-gpu-servers-hosted\">\n                  <span class=\"accordion-title\">\n                    Where are your GPU Servers hosted?<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=\"where-are-your-gpu-servers-hosted\"\n              role=\"region\"\n              aria-labelledby=\"accordion-where-are-your-gpu-servers-hosted\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">All GPU Server plans run in our data center in Helsinki, Finland. The facility is powered entirely by renewable energy and recovers up to 90% of waste heat, which is fed into Helsinki&#8217;s district heating network. Read more about our approach on the<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/european-cloud\/\"> <span style=\"font-weight: 400\">EU Sovereign Cloud<\/span><\/a><span style=\"font-weight: 400\"> page or explore our<\/span><a href=\"https:\/\/upcloud.com\/global\/data-centers\/\"> <span style=\"font-weight: 400\">data centers<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/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-quickly-can-i-get-started-deploy-a-gpu\"\n                id=\"accordion-how-quickly-can-i-get-started-deploy-a-gpu\">\n                  <span class=\"accordion-title\">\n                    How quickly can I get started\/ deploy a GPU?<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-quickly-can-i-get-started-deploy-a-gpu\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-quickly-can-i-get-started-deploy-a-gpu\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU Servers deploy in just a few minutes through the control panel or<\/span><a href=\"https:\/\/developers.upcloud.com\/\"> <span style=\"font-weight: 400\">API<\/span><\/a><span style=\"font-weight: 400\">. Our AI\/ML-ready Ubuntu template comes with NVIDIA drivers and tooling pre-installed, so you can go from deployment to running workloads without manual setup. If you want a practical walkthrough, our tutorial on<\/span><a href=\"https:\/\/upcloud.com\/global\/resources\/tutorials\/running-llms-on-upcloud-gpus-with-ollama\/\"> <span style=\"font-weight: 400\">running LLMs with Ollama<\/span><\/a><span style=\"font-weight: 400\"> takes you from a fresh server to inference on an open-weight model.<\/span><\/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=\"do-gpu-servers-work-with-kubernetes\"\n                id=\"accordion-do-gpu-servers-work-with-kubernetes\">\n                  <span class=\"accordion-title\">\n                    Do GPU Servers work with Kubernetes?<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=\"do-gpu-servers-work-with-kubernetes\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-gpu-servers-work-with-kubernetes\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU Servers can be attached to your infrastructure alongside our other products and connected over<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/software-defined-networking\/\"> <span style=\"font-weight: 400\">SDN private networks<\/span><\/a><span style=\"font-weight: 400\">. If you are orchestrating containerised workloads, see<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/managed-kubernetes\/\"> <span style=\"font-weight: 400\">Managed Kubernetes<\/span><\/a><span style=\"font-weight: 400\"> for running clusters alongside your GPU capacity.<\/span><\/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=\"do-i-need-to-install-nvidia-drivers-myself\"\n                id=\"accordion-do-i-need-to-install-nvidia-drivers-myself\">\n                  <span class=\"accordion-title\">\n                    Do I need to install NVIDIA drivers myself?<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=\"do-i-need-to-install-nvidia-drivers-myself\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-need-to-install-nvidia-drivers-myself\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">By using our AI\/ML-ready GPU Ubuntu template, the necessary NVIDIA drivers are pre-installed. If you choose another operating system, you will need to manually install the appropriate NVIDIA drivers and CUDA toolkit to enable GPU functionality.Q<\/span><\/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=\"do-i-pay-for-data-transfer-at-upcloud\"\n                id=\"accordion-do-i-pay-for-data-transfer-at-upcloud\">\n                  <span class=\"accordion-title\">\n                    Do I pay for data transfer at UpCloud?<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=\"do-i-pay-for-data-transfer-at-upcloud\"\n              role=\"region\"\n              aria-labelledby=\"accordion-do-i-pay-for-data-transfer-at-upcloud\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">No. All GPU Server plans include<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/zero-cost-egress\/\"> <span style=\"font-weight: 400\">zero-cost egress<\/span><\/a><span style=\"font-weight: 400\">, so there are no charges for outbound data transfer. This matters for AI workloads where moving datasets, model weights and inference results in and out of the cloud can otherwise become a significant cost.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">Our<\/span><a href=\"https:\/\/upcloud.com\/global\/fair-transfer-policy\"> <span style=\"font-weight: 400\">Fair Transfer Policy<\/span><\/a><span style=\"font-weight: 400\"> applies.<\/span><\/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-do-multi-gpu-servers-work\"\n                id=\"accordion-how-do-multi-gpu-servers-work\">\n                  <span class=\"accordion-title\">\n                    How do multi-GPU servers 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-do-multi-gpu-servers-work\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-do-multi-gpu-servers-work\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Multi-GPU servers are equipped with more than one dedicated GPU. All GPUs are exposed to your server via PCIe passthrough, allowing you to utilize them for parallel processing, distributed training, or other multi-GPU workloads. You can verify the available GPUs using the nvidia-smi tool.<\/span><\/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=\"is-the-gpu-passthrough-exclusive-to-my-server\"\n                id=\"accordion-is-the-gpu-passthrough-exclusive-to-my-server\">\n                  <span class=\"accordion-title\">\n                    Is the GPU passthrough exclusive to my 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=\"is-the-gpu-passthrough-exclusive-to-my-server\"\n              role=\"region\"\n              aria-labelledby=\"accordion-is-the-gpu-passthrough-exclusive-to-my-server\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes, each GPU is dedicated to a single server and is not shared with other customers. This ensures consistent performance and security for your workloads.<\/span><\/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-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n                id=\"accordion-how-do-i-select-the-right-gpu-for-my-ai-ml-workload\">\n                  <span class=\"accordion-title\">\n                    How do I select the right GPU for my AI\/ML workload?<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-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-do-i-select-the-right-gpu-for-my-ai-ml-workload\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Our advice is to match the GPU to the job.\u00a0 You can find a great comparison between our GPUs <a title=\"GPU Specifications\" href=\"https:\/\/upcloud.com\/global\/products\/gpu-servers\/#specs\">&gt;here&lt;<\/a><\/span><\/p>\n<ul class=\"wysiwyg\">\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">For inference on small to mid-sized models, the L4 offers the best price to performance.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The L40S steps up to generative AI, fine-tuning and mid-scale training.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The H100 suits large model training and high-throughput inference<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">The B200 is for the most demanding jobs, including training and serving the largest models.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">Memory is usually the deciding factor: your model weights, plus overhead, need to fit in GPU memory for inference, and training needs considerably more. If in doubt, start smaller. You can shut down and switch to a bigger GPU without reinstalling.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Beyond the GPU itself, consider how you deploy it.<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/gpu-servers\/\"> <span style=\"font-weight: 400\">GPU Servers<\/span><\/a><span style=\"font-weight: 400\"> on hourly billing suit most teams,<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/managed-kubernetes\/\"> <span style=\"font-weight: 400\">Managed Kubernetes<\/span><\/a><span style=\"font-weight: 400\"> works for containerised workloads across multiple nodes, and<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/private-cloud-gpus\/\"> <span style=\"font-weight: 400\">Private Cloud GPUs<\/span><\/a><span style=\"font-weight: 400\"> provide dedicated hardware for organisations with strict compliance or isolation requirements.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">If you are unsure, start with a single GPU Server and<\/span><a href=\"https:\/\/upcloud.com\/global\/contact\/\"> <span style=\"font-weight: 400\">contact our sales team<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/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-gpu-servers-are-billed-when-shut-down\"\n                id=\"accordion-how-gpu-servers-are-billed-when-shut-down\">\n                  <span class=\"accordion-title\">\n                    How GPU Servers are billed when shut down?<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-gpu-servers-are-billed-when-shut-down\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-gpu-servers-are-billed-when-shut-down\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <div class=\"c-message_kit__gutter\">\n<div class=\"c-message_kit__gutter__right\" role=\"presentation\" data-qa=\"message_content\">\n<div class=\"c-message_kit__blocks c-message_kit__blocks--rich_text\">\n<div class=\"c-message__message_blocks c-message__message_blocks--rich_text\" data-qa=\"message-text\">\n<div class=\"p-block_kit_renderer\" data-qa=\"block-kit-renderer\">\n<div class=\"p-block_kit_renderer__block_wrapper p-block_kit_renderer__block_wrapper--first\">\n<div class=\"p-rich_text_block\" dir=\"auto\">\n<div class=\"p-rich_text_section\">\n<p>GPU Server plans are only billed when the server is powered on.<\/p>\n<p>However, attached block storages and public IPv4 addresses are reserved and thus billed even when the server is shut down.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\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-gpu-spot-pricing-work\"\n                id=\"accordion-how-does-gpu-spot-pricing-work\">\n                  <span class=\"accordion-title\">\n                    How does GPU spot 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-gpu-spot-pricing-work\"\n              role=\"region\"\n              aria-labelledby=\"accordion-how-does-gpu-spot-pricing-work\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p>Spot pricing is good for time-insensitive workloads, sold at a discount. A spot instance may be terminated at any given time. Read more at <span><a href=\"https:\/\/upcloud.com\/global\/docs\/products\/gpu-servers\/spot\/\" target=\"_blank\" rel=\"noopener\">GPU Server Spot pricing documentation.<\/a><\/span><\/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-gpu-virtualization\"\n                id=\"accordion-what-is-gpu-virtualization\">\n                  <span class=\"accordion-title\">\n                    What is GPU virtualization?<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-gpu-virtualization\"\n              role=\"region\"\n              aria-labelledby=\"accordion-what-is-gpu-virtualization\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">GPU virtualization is how a physical GPU is made available to virtual servers. There are two main approaches. Shared virtualization splits one GPU between multiple customers, which lowers cost but means unpredictable performance. Passthrough gives a virtual server direct, exclusive access to the physical GPU. UpCloud GPU Servers use passthrough, so the full performance of the GPU is yours alone, with no sharing and no contention from other tenants. You get bare-metal GPU performance combined with the flexibility of a cloud server.<\/span><\/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-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n                id=\"accordion-can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\">\n                  <span class=\"accordion-title\">\n                    Can I get dedicated GPU infrastructure in a private environment?<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-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n              role=\"region\"\n              aria-labelledby=\"accordion-can-i-get-dedicated-gpu-infrastructure-in-a-private-environment\"\n              class=\"accordion-panel\"\n              hidden=\"\">\n              <div>\n                <p><span style=\"font-weight: 400\">Yes. If you need isolated infrastructure for compliance or security reasons,<\/span><a href=\"https:\/\/upcloud.com\/global\/products\/private-cloud-gpus\/\"> <span style=\"font-weight: 400\">Private Cloud GPUs<\/span><\/a><span style=\"font-weight: 400\"> provide dedicated GPU hardware within your own private cloud environment. This suits organisations with strict data handling requirements, including<\/span><a href=\"https:\/\/upcloud.com\/global\/solutions\/public-sector\/\"> <span style=\"font-weight: 400\">public sector<\/span><\/a><span style=\"font-weight: 400\"> and regulated industries.<\/span><\/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","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":78068,"parent":1099,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"48196,57336,53092","_relevanssi_noindex_reason":"","footnotes":""},"class_list":["post-9921","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/comments?post=9921"}],"version-history":[{"count":3,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9921\/revisions"}],"predecessor-version":[{"id":9931,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/9921\/revisions\/9931"}],"up":[{"embeddable":true,"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/pages\/1099"}],"wp:attachment":[{"href":"https:\/\/upcloud.com\/global\/wp-json\/wp\/v2\/media?parent=9921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}