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Author: peterschmidt85

assets/images/social/blog/state-of-cloud-gpu-2025.png

@@ -18,6 +18,8 @@
         <link rel="prev" href="../probes/">
 
 
+        <link rel="next" href="../state-of-cloud-gpu-2025/">
+      
 
 
 

blog/digitalocean-and-amd-dev-cloud/index.html

@@ -3374,6 +3374,17 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
+        <li class="md-nav__item">
+  <a href="#the-state-of-cloud-gpus-in-2025-costs-performance-playbooks" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        The state of cloud GPUs in 2025: costs, performance, playbooks
+      
+    </span>
+  </a>
+  
+</li>
+      
         <li class="md-nav__item">
   <a href="#orchestrating-gpus-on-digitalocean-and-amd-developer-cloud" class="md-nav__link">
     <span class="md-ellipsis">
@@ -3471,17 +3482,6 @@
     </span>
   </a>
 
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#supporting-gpu-provisioning-and-orchestration-on-nebius" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Supporting GPU provisioning and orchestration on Nebius
-      
-    </span>
-  </a>
-  
 </li>
 
     </ul>
@@ -3747,6 +3747,17 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
+        <li class="md-nav__item">
+  <a href="#the-state-of-cloud-gpus-in-2025-costs-performance-playbooks" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        The state of cloud GPUs in 2025: costs, performance, playbooks
+      
+    </span>
+  </a>
+  
+</li>
+      
         <li class="md-nav__item">
   <a href="#orchestrating-gpus-on-digitalocean-and-amd-developer-cloud" class="md-nav__link">
     <span class="md-ellipsis">
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     </span>
   </a>
 
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#supporting-gpu-provisioning-and-orchestration-on-nebius" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Supporting GPU provisioning and orchestration on Nebius
-      
-    </span>
-  </a>
-  
 </li>
 
     </ul>
@@ -3881,6 +3881,43 @@ <h1 id="blog">Blog<a class="headerlink" href="#blog" title="Permanent link">&par
         <article class="md-post md-post--excerpt">
   <header class="md-post__header">
 
+    <div class="md-post__meta md-meta">
+      <ul class="md-meta__list">
+        <li class="md-meta__item">
+          <time datetime="2025-09-10 00:00:00+00:00">September 10, 2025</time></li>
+        
+        
+          
+          <li class="md-meta__item">
+            
+              7 min read
+            
+          </li>
+        
+        
+      </ul>
+      
+    </div>
+  </header>
+  <div class="md-post__content md-typeset">
+    <h2 id="the-state-of-cloud-gpus-in-2025-costs-performance-playbooks"><a class="toclink" href="state-of-cloud-gpu-2025/">The state of cloud GPUs in 2025: costs, performance, playbooks</a></h2>
+<p>This is a practical map for teams renting GPUs — whether you’re a single project team fine-tuning models or a production-scale team managing thousand-GPU workloads. We’ll break down where providers fit, what actually drives performance, how pricing really works, and how to design a control plane that makes multi-cloud not just possible, but a competitive advantage.</p>
+
+    
+      <nav class="md-post__action">
+        <a href="state-of-cloud-gpu-2025/">
+            <span>Continue reading</span>
+            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
+        </a>
+      </nav>
+    
+    
+  </div>
+</article>
+      
+        <article class="md-post md-post--excerpt">
+  <header class="md-post__header">
+    
     <div class="md-post__meta md-meta">
       <ul class="md-meta__list">
         <li class="md-meta__item">
@@ -4296,54 +4333,6 @@ <h2 id="supporting-arm-and-nvidia-gh200-on-lambda"><a class="toclink" href="gh20
   </div>
 </article>
 
-        <article class="md-post md-post--excerpt">
-  <header class="md-post__header">
-    
-    <div class="md-post__meta md-meta">
-      <ul class="md-meta__list">
-        <li class="md-meta__item">
-          <time datetime="2025-04-11 00:00:00+00:00">April 11, 2025</time></li>
-        
-          <li class="md-meta__item">
-            in
-            
-              <a href="changelog/" class="md-meta__link">Changelog</a></li>
-        
-        
-          
-          <li class="md-meta__item">
-            
-              2 min read
-            
-          </li>
-        
-        
-      </ul>
-      
-    </div>
-  </header>
-  <div class="md-post__content md-typeset">
-    <h2 id="supporting-gpu-provisioning-and-orchestration-on-nebius"><a class="toclink" href="nebius/">Supporting GPU provisioning and orchestration on Nebius</a></h2>
-<p>As demand for GPU compute continues to scale, open-source tools tailored for AI workloads are becoming critical to
-developer velocity and efficiency.
-<code>dstack</code> is an open-source orchestrator purpose-built for AI infrastructure—offering a lightweight, container-native
-alternative to Kubernetes and Slurm.</p>
-<p><img src="https://dstack.ai/static-assets/static-assets/images/dstack-nebius-v2.png" width="630"/></p>
-<p>Today, we’re announcing native integration with <a href="https://nebius.com/" target="_blank">Nebius <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a>,
-offering a streamlined developer experience for teams using GPUs for AI workloads.</p>
-
-    
-      <nav class="md-post__action">
-        <a href="nebius/">
-            <span>Continue reading</span>
-            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
-        </a>
-      </nav>
-    
-    
-  </div>
-</article>
-      
 
 
 

blog/index.html

@@ -3372,6 +3372,17 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
+        <li class="md-nav__item">
+  <a href="#supporting-gpu-provisioning-and-orchestration-on-nebius" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        Supporting GPU provisioning and orchestration on Nebius
+      
+    </span>
+  </a>
+  
+</li>
+      
         <li class="md-nav__item">
   <a href="#built-in-ui-for-monitoring-essential-gpu-metrics" class="md-nav__link">
     <span class="md-ellipsis">
@@ -3469,17 +3480,6 @@
     </span>
   </a>
 
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#supporting-nvidia-and-amd-accelerators-on-vultr" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Supporting NVIDIA and AMD accelerators on Vultr
-      
-    </span>
-  </a>
-  
 </li>
 
     </ul>
@@ -3745,6 +3745,17 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
+        <li class="md-nav__item">
+  <a href="#supporting-gpu-provisioning-and-orchestration-on-nebius" class="md-nav__link">
+    <span class="md-ellipsis">
+      
+        Supporting GPU provisioning and orchestration on Nebius
+      
+    </span>
+  </a>
+  
+</li>
+      
         <li class="md-nav__item">
   <a href="#built-in-ui-for-monitoring-essential-gpu-metrics" class="md-nav__link">
     <span class="md-ellipsis">
@@ -3842,17 +3853,6 @@
     </span>
   </a>
 
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#supporting-nvidia-and-amd-accelerators-on-vultr" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Supporting NVIDIA and AMD accelerators on Vultr
-      
-    </span>
-  </a>
-  
 </li>
 
     </ul>
@@ -3873,6 +3873,54 @@ <h1 id="blog">Blog<a class="headerlink" href="#blog" title="Permanent link">&par
         <article class="md-post md-post--excerpt">
   <header class="md-post__header">
 
+    <div class="md-post__meta md-meta">
+      <ul class="md-meta__list">
+        <li class="md-meta__item">
+          <time datetime="2025-04-11 00:00:00+00:00">April 11, 2025</time></li>
+        
+          <li class="md-meta__item">
+            in
+            
+              <a href="../../changelog/" class="md-meta__link">Changelog</a></li>
+        
+        
+          
+          <li class="md-meta__item">
+            
+              2 min read
+            
+          </li>
+        
+        
+      </ul>
+      
+    </div>
+  </header>
+  <div class="md-post__content md-typeset">
+    <h2 id="supporting-gpu-provisioning-and-orchestration-on-nebius"><a class="toclink" href="../../nebius/">Supporting GPU provisioning and orchestration on Nebius</a></h2>
+<p>As demand for GPU compute continues to scale, open-source tools tailored for AI workloads are becoming critical to
+developer velocity and efficiency.
+<code>dstack</code> is an open-source orchestrator purpose-built for AI infrastructure—offering a lightweight, container-native
+alternative to Kubernetes and Slurm.</p>
+<p><img src="https://dstack.ai/static-assets/static-assets/images/dstack-nebius-v2.png" width="630"/></p>
+<p>Today, we’re announcing native integration with <a href="https://nebius.com/" target="_blank">Nebius <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a>,
+offering a streamlined developer experience for teams using GPUs for AI workloads.</p>
+
+    
+      <nav class="md-post__action">
+        <a href="../../nebius/">
+            <span>Continue reading</span>
+            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
+        </a>
+      </nav>
+    
+    
+  </div>
+</article>
+      
+        <article class="md-post md-post--excerpt">
+  <header class="md-post__header">
+    
     <div class="md-post__meta md-meta">
       <ul class="md-meta__list">
         <li class="md-meta__item">
@@ -4310,56 +4358,6 @@ <h2 id="introducing-gpu-blocks-and-proxy-jump-for-ssh-fleets"><a class="toclink"
   </div>
 </article>
 
-        <article class="md-post md-post--excerpt">
-  <header class="md-post__header">
-    
-    <div class="md-post__meta md-meta">
-      <ul class="md-meta__list">
-        <li class="md-meta__item">
-          <time datetime="2025-02-17 00:00:00+00:00">February 17, 2025</time></li>
-        
-          <li class="md-meta__item">
-            in
-            
-              <a href="../../changelog/" class="md-meta__link">Changelog</a></li>
-        
-        
-          
-          <li class="md-meta__item">
-            
-              2 min read
-            
-          </li>
-        
-        
-      </ul>
-      
-    </div>
-  </header>
-  <div class="md-post__content md-typeset">
-    <h2 id="supporting-nvidia-and-amd-accelerators-on-vultr"><a class="toclink" href="../../nvidia-and-amd-on-vultr/">Supporting NVIDIA and AMD accelerators on Vultr</a></h2>
-<p>As demand for AI infrastructure grows, the need for efficient, vendor-neutral orchestration tools is becoming
-increasingly important.
-At <code>dstack</code>, we’re committed to redefining AI container orchestration by prioritizing an AI-native, open-source-first
-approach.
-Today, we’re excited to share a new integration and partnership
-with <a href="https://www.vultr.com/" target="_blank">Vultr <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a>.</p>
-<p><img src="https://dstack.ai/static-assets/static-assets/images/dstack-vultr.png" width="630"/></p>
-<p>This new integration enables Vultr customers to train and deploy models on both AMD
-and NVIDIA GPUs with greater flexibility and efficiency–using <code>dstack</code>. </p>
-
-    
-      <nav class="md-post__action">
-        <a href="../../nvidia-and-amd-on-vultr/">
-            <span>Continue reading</span>
-            <span class="icon"><svg viewBox="0 0 13 10" xmlns="http://www.w3.org/2000/svg"><path d="M12.823 4.164L8.954.182a.592.592 0 0 0-.854 0 .635.635 0 0 0 0 .88l2.836 2.92H.604A.614.614 0 0 0 0 4.604c0 .344.27.622.604.622h10.332L8.1 8.146a.635.635 0 0 0 0 .88.594.594 0 0 0 .854 0l3.869-3.982a.635.635 0 0 0 0-.88z" fill-rule="nonzero" fill="currentColor" class="fill-main"></path></svg></span>
-        </a>
-      </nav>
-    
-    
-  </div>
-</article>
-