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Try C4A, the first Google Axion Processor | Google Cloud Blog
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geospatial"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/maps-geospatial"track-metadata-module="header"><span>Maps & Geospatial</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Security<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/identity-security" track-name="security & identity"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/identity-security"track-metadata-module="header"><span>Security & Identity</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/threat-intelligence" 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nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/sap-google-cloud"track-metadata-module="header"><span>SAP on Google Cloud</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/products/storage-data-transfer" track-name="storage & data transfer"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/products/storage-data-transfer"track-metadata-module="header"><span>Storage & Data Transfer</span></a></li><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/sustainability" track-name="sustainability"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/blog/topics/sustainability"track-metadata-module="header"><span>Sustainability</span></a></li></ul></li><li class="glue-header__item "><a class="glue-header__link">Ecosystem<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/transform" track-name="it leaders"track-type="blog nav"track-metadata-position="nav"track-metadata-eventdetail="cloud.google.com/transform"track-metadata-module="header"><span>IT Leaders</span></a></li><li class="glue-header__item "><a class="glue-header__link janap">Industries<svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-SFi8G" viewBox="0 0 24 24" role="presentation" aria-hidden="true"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg></a><ul class="glue-header__list NDdrcc"><li class="glue-header__item "><a class="glue-header__link janap " href="https://cloud.google.com/blog/topics/financial-services" track-name="financial services"track-type="blog 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Qwf2Db-MnozTc-OWXEXe-MnozTc-ibL1re"><span class="FewWi"></span>C4A VMs now GA: Our first custom Arm-based Axion CPU</div></h1></div></div><div class="nRhiJb-fmcmS-oXtfBe dEogG">October 31, 2024</div></div></section><div class="EKklye"><div class="nRhiJb-DARUcf ZWw7T"><div class="npzWPc"><div class="dzoHJ"><div class="nRhiJb-DX2B6 nRhiJb-DX2B6-OWXEXe-h30Snd"><div class="nRhiJb-j5y3u"><ul class="nRhiJb-Qijihe phRaUe" role="list"><li class="hpHPGf"><a class="nRhiJb-ARYxNe" href="https://x.com/intent/tweet?text=C4A%20VMs%20now%20GA:%20Our%20first%20custom%20Arm-based%20Axion%20CPU%20@googlecloud&url=https://cloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor" track-name="x"track-type="social share"track-metadata-eventdetail="x.com/intent/tweet?text=C4A VMs now GA: Our first custom Arm-based Axion CPU%20@googlecloud&url=cloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor"track-metadata-module="social icons" target="_blank" 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href="mailto:?subject=C4A%20VMs%20now%20GA:%20Our%20first%20custom%20Arm-based%20Axion%20CPU&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AC4A%20VMs%20now%20GA:%20Our%20first%20custom%20Arm-based%20Axion%20CPU%0A%0AThe%20custom%20Arm-based%20processor%20is%20designed%20for%20general-purpose%20workloads%20like%20web%20and%20app%20servers,%20databases,%20analytics,%20CPU-based%20AI,%20and%20more.%0A%0Ahttps://cloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor" track-name="email"track-type="social share"track-metadata-eventdetail="mailto:?subject=C4A VMs now GA: Our first custom Arm-based Axion CPU&body=Check%20out%20this%20article%20on%20the%20Cloud%20Blog:%0A%0AC4A VMs now GA: Our first custom Arm-based Axion CPU%0A%0AThe custom Arm-based processor is designed for general-purpose workloads like web and app servers, databases, analytics, CPU-based AI, and more.%0A%0Acloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor"track-metadata-module="social icons" target="_blank" rel="noopener"><svg class="nRhiJb-Bz112c nRhiJb-Bz112c-OWXEXe-DX2B6 nRhiJb-Bz112c-OWXEXe-nSuQf" viewBox="0 0 24 24" role="presentation" aria-hidden="true" role="presentation" aria-hidden="true"><path d="M20 4H4c-1.1 0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V6c0-1.1-.9-2-2-2zm-.8 2L12 10.8 4.8 6h14.4zM4 18V7.87l8 5.33 8-5.33V18H4z"></path></svg></a></li></ul></div></div></div></div></div><div><section class="nRhiJb-RWrDld WWjeSb"><div class="nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><div class="nRhiJb-DARUcf"><div class="VI2oYd"><section class="PBkdHd "><img class=" rFf1Dd" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/C4A.max-2500x2500.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/C4A.max-2500x2500.jpg" loading="lazy"/></section></div></div></div></section><section class="nRhiJb-DARUcf"><div class="nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><section class="DA9Qj nRhiJb-ObfsIf nRhiJb-fmcmS-oXtfBe"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf"></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c"><h5 class="cHE8Ub Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Salil Suri</h5><p class="nRhiJb-qJTHM khCp7b">Director, Product Management, GCE</p></div></section></div></section><div class="nRhiJb-DARUcf"><div class="nRhiJb-ObfsIf nRhiJb-DbgRPb-wNfPc-ma6Yeb nRhiJb-DbgRPb-qWD73c-cGMI2b"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re dzoHJ"><div class="aLW4J" track-metadata-module="left rail"><h5 class="qZDXV Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc">Google Cloud Summit Series</h5><p class="nRhiJb-cHYyed Mrfygc nRhiJb-BP2Omd-ma6Yeb-KE6vqe nRhiJb-DbgRPb-R6PoUb-cGMI2b">Discover the latest in AI, Security, Workspace, App Dev, & more.</p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-CNusmb-o6Shpd " href="https://cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-" track-metadata-module="left rail"track-metadata-module_headline="google cloud summit series" track-name="register"track-type="button"track-metadata-position="cta"track-metadata-eventdetail="cloudonair.withgoogle.com/summit_series_24?utm_source=cgc-blog&utm_medium=blog&utm_campaign=summit-series-2024&utm_content=summit-series-left-hand-rail-cta&utm_term=-">Register </a></div></div><div class="OYL9D nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf" jsname="tx2NYc"><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">At Google Next ‘24, </span><a href="https://cloud.google.com/blog/products/compute/introducing-googles-new-arm-based-cpu"><span style="text-decoration:underline;vertical-align:baseline">we announced Google Axion Processors</span></a><span style="vertical-align:baseline">, our first custom Arm®-based CPUs designed for the data center. Today, we’re thrilled to announce the general availability of C4A virtual machines, the first Axion-based VM series, with up to 10% better price-performance than the latest generation Arm-based instances available from leading cloud providers. C4A VMs are a great option for a variety of general-purpose workloads like web and app servers, containerized microservices, open-source databases, in-memory caches, data analytics engines, media processing, and AI inference applications. </span></p> <p><span style="vertical-align:baseline">Underpinned by </span><a href="https://cloud.google.com/titanium"><span style="text-decoration:underline;vertical-align:baseline">Titanium</span></a><span style="vertical-align:baseline"> offload technology and advanced maintenance capabilities, C4A is designed to power your most demanding workloads with up to 65% better price-performance and up to 60% better energy-efficiency than comparable current-generation x86-based instances.<sup>1</sup></span></p></span></section><section class="QzPuud"><div><section><figure class="NEBdNd"><section class="PBkdHd DhGbH" jscontroller="SCGBie" jsaction="rcuQ6b:npT2md"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><section class="glue-modal glue-modal--dark QHdDac" role="dialog" aria-modal="true"><img class="JcsBte mZzdH ZOnyjc" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png" jsname='P3Vluc' jsaction="click:HTIlC" loading="lazy"/><button class="glue-modal__close-btn" tabindex="0" aria-label="Close this modal"></button></section></section></figure><div class="nRhiJb-cHYyed nRhiJb-DbgRPb-R6PoUb-ma6Yeb ZpqjUe"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p>C4A delivers up to 30% better price-performance for MySQL and up to 35% better price-performance for Redis workloads than comparable current-generation VMs.*</p></span></div></section></div></section><section class="k6ctOd"><aside class="IwVNTb"><div class="ecJG2e nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf nRhiJb-snVHke-ibL1re-X66g3b nRhiJb-snVHke-R6PoUb-UFsB2c"><h4 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">$300 in free credit to try Google Cloud infrastructure</h4><p class="nRhiJb-qJTHM nRhiJb-DbgRPb-R6PoUb-ma6Yeb"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p>Power your applications using scalable and flexible computing resources with $300 in free credit for new customers. Plus, all customers get free monthly usage of 20+ products, including Compute Engine.</p></span></p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-MNynB-o6Shpd LZTd1c" href="http://console.cloud.google.com/freetrial?redirectPath=/compute" target="_blank" rel="noopener" track-name="start building for free"track-type="button"track-metadata-position="body"track-metadata-eventdetail="http://console.cloud.google.com/freetrial?redirectPath=/compute"track-metadata-module="aside"track-metadata-module_headline="$300 in free credit to try google cloud infrastructure" track-name="start building for free"track-type="button"track-metadata-position="body"track-metadata-eventdetail="http://console.cloud.google.com/freetrial?redirectPath=/compute">Start building for free </a></div></div></aside></section><section class="Wy08Ac nRhiJb-qJTHM-OWXEXe-hJDwNd nRhiJb-DbgRPb-II5mzb-cGMI2b"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p><span style="vertical-align:baseline">These efficiency and performance gains are why key Google services such as Bigtable, Spanner, BigQuery, F1 Query, Blobstore, Pub/Sub, Google Earth Engine, and the YouTube Ads platform have already started deploying Axion-based servers in production.</span></p> <p style="padding-left:40px"><span style="vertical-align:baseline">"</span><span style="font-style:italic;vertical-align:baseline">Spanner is one of the most critical and complex services at Google, powering products including YouTube, Gmail, and Google Ads. In our initial tests on Axion processors, we've observed up to 60% better query performance per vCPU over prior generation servers. As we scale out our footprint, we expect this to translate to a more stable and responsive experience for our users, even under the most demanding conditions.</span><span style="vertical-align:baseline">" – Andi Gutmans, VP/GM Databases, Google</span></p> <p><span style="vertical-align:baseline">Google Cloud customers can use C4A in many services including Google Compute Engine, Google Kubernetes Engine (GKE), Batch, and Dataproc. C4A VMs are also now available in preview in Dataflow, with support for CloudSQL, AlloyDB, and other services coming soon. C4A instances support most popular Linux operating systems including Container-Optimized OS, RHEL, SUSE Linux Enterprise Server, Ubuntu, Rocky Linux, and more. Arm-compatible software and solutions are available on the </span><a href="https://cloud.google.com/marketplace?hl=en"><span style="text-decoration:underline;vertical-align:baseline">Google Cloud Marketplace</span></a><span style="vertical-align:baseline">, and we recently launched support for Arm-based instances migration in the </span><a href="https://cloud.google.com/migrate/virtual-machines"><span style="text-decoration:underline;vertical-align:baseline">Migrate to Virtual Machines</span></a><span style="vertical-align:baseline"> service in preview.</span></p> <p><span style="vertical-align:baseline">C4A broadens our </span><a href="https://cloud.google.com/compute/docs/general-purpose-machines"><span style="text-decoration:underline;vertical-align:baseline">general-purpose VM</span></a><span style="vertical-align:baseline"> portfolio, and is offered in a range of configurations:<br><br></span></p> <div align="left"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"> <div style="color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%"><table style="width:96.9974%"><colgroup><col style="width:41.2698%"><col style="width:58.7302%"></colgroup> <tbody> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><strong style="vertical-align:baseline">Shape </strong></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><strong style="vertical-align:baseline">Specifications</strong></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">Standard</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">1:4 vCPU to memory</span></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">High memory</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">1:8 vCPU to memory</span></p> </td> </tr> <tr> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">High CPU</span></p> </td> <td style="vertical-align:top;border:1px solid #000000;padding:16px"> <p><span style="vertical-align:baseline">1:2 vCPU to memory.</span></p> </td> </tr> </tbody> </table></div> </div> </div> </div> <p><span style="font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen,Ubuntu,Cantarell,'Open Sans','Helvetica Neue',sans-serif">C4A VMs also deliver the connectivity and storage performance your enterprise demands:</span></p> <ul> <li style="list-style-type:disc;vertical-align:baseline"> <p><strong style="vertical-align:baseline">High-Bandwidth Networking: </strong><span style="vertical-align:baseline">Up to 50 Gbps standard bandwidth and up to 100 Gbps with Tier_1 networking to support high-traffic applications</span></p> </li> <li style="list-style-type:disc;vertical-align:baseline"> <p><strong style="vertical-align:baseline">Hyperdisk storage:</strong><span style="vertical-align:baseline"> Google Cloud's latest generation Balanced and Extreme Hyperdisk storage for scalable, high-performance storage with up to 350k IOPS and 5 GB/s throughput</span></p> </li> </ul> <h3><strong style="vertical-align:baseline">What our customers and partners are saying</strong></h3> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"At Applause, we're committed to delivering world-class testing and feedback solutions to our global clients, and that demands a robust, efficient testing infrastructure. We've been impressed by Google Cloud’s Axion CPUs and C4A VMs, as they've shown strong performance and value across our key testing workloads. This translates to faster testing cycles, more comprehensive feedback, and ultimately, better software for our clients. We're excited to expand our use of C4A VMs to further optimize our testing platform, supporting our clients in consistently launching high-quality digital experiences."</span><span style="vertical-align:baseline"> - Rob Mason, CTO, Applause</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"Cloudfleet is on a mission to simplify Kubernetes compute infrastructure provisioning across leading cloud platforms. During the preview, we thoroughly tested the new Axion instances on our analytics workloads and build infrastructure with up to 30% improvement in performance. We now plan to migrate the rest of our workloads to Axion instances and offer Axion as part of the Cloudfleet Kubernetes Engine for our customers. We are eager to see how this will enhance their efficiency and reduce costs." – </span><span style="vertical-align:baseline">Alexander Murazik, Head of Data, Cloudfleet.ai</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"Developing AI-based applications and experiences will become the next great enterprise brand distinction. The combination of Couchbase Capella Columnar running on Google Cloud's Axion-based instances creates instrumental value for the future's critical, AI-powered (or agentic) applications. Our customers regularly choose Capella for its performance, versatility and scale as the database foundation for their analytical applications. And they will undoubtedly appreciate the exponential boost in performance and value of Arm-based Axion infrastructure for these workloads, especially when they need to offset the costs of incorporating AI within them.”</span><span style="vertical-align:baseline"> </span><span style="vertical-align:baseline">- </span><span style="vertical-align:baseline">Matt McDonough, SVP of Product and Partners, Couchbase</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">“At Dailymotion, our focus is always on delivering the highest performance and efficiency for our services. As part of this commitment, we recently migrated our entire Machine Learning-powered recommendation stack to Google Cloud. Looking ahead, we are pushing the boundaries further by transitioning part of our workloads to Arm architecture. After starting with T2A instances a year ago, we are now leveraging Google’s new C4A VMs. This migration has resulted in significant improvements, including a 20% reduction in CPU consumption, while enhancing overall performance in production, and helping to reduce our carbon footprint. These promising results are driving our ambition to extend this migration across all our microservices to Arm architecture in the coming months.” </span><span style="vertical-align:baseline">- Corentin Mantion, Senior DevOps Engineer, Dailymotion</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"Honeycomb.io helps engineering teams debug their production systems quickly and efficiently. Sampling is a key mechanism for controlling observability costs. For our customers who are running applications on Google Cloud, we have validated that the new Axion CPUs and C4A VMs offer the best price-performance on Google Cloud for running our Refinery sampling proxy to forward only the most important, representative samples to Honeycomb." </span><span style="vertical-align:baseline">- Liz Fong-Jones, Field CTO, Honeycomb</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"At IBM Instana, we're committed to helping organizations achieve optimal application performance. Our automated APM platform relies heavily on real-time data processing and analysis. We're incredibly impressed by the gains we're seeing with Google Cloud's Axion processors, with up to 70% responsiveness improvements and 30% higher throughput compared to prior generation VMs. We're looking forward to deploying Instana Observability on Axion to empower our customers to build and maintain ever higher performing applications."</span><span style="vertical-align:baseline"> - Chris Bailey, CTO, IBM Instana Observability</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"loveholidays is one of the fastest websites in travel. With Axion, we no longer have to trade off performance with cost optimization. We get an unprecedented level of performance showing a 40% reduction in latency against T2D instances, all whilst saving costs on capacity." - </span><span style="vertical-align:baseline">Dmitri Lerko, Head of Engineering, loveholidays</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"Paramount+ is committed to delivering the highest quality viewing experiences across all our platforms. Google Cloud's Axion and C4A VMs provide the performance and efficiency we need to leverage the latest advancements in video encoding technology. With C4A VMs, we're able to utilize higher efficiency of the new Arm processors to achieve 33% faster encode times, compared to older VMs. This ensures we can encode and distribute content at scale for our viewers in a timely manner, with a focus on video quality, vibrant visuals and immersive audio regardless of their device or connection." </span><span style="vertical-align:baseline">- Jignesh Dhruv, VP Video Engineering, Paramount Streaming</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">“Our tests on Axion have shown roughly 250% better performance than we’ve seen on our workloads on Google Cloud to date." </span><span style="vertical-align:baseline">- Dave Zolotusky, Principal Engineer, Spotify</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"At Verve, we build meaningful connections between customers and brands through the power of data. Our platform processes massive amounts of data in real-time to deliver personalized and relevant experiences. Axion's potential to enhance performance and efficiency is incredibly valuable to us. By leveraging Axion's capabilities, we can further optimize our data processing, reduce latency, and ultimately deliver even more impactful and engaging experiences for our customers and their consumers."</span><span style="vertical-align:baseline"> - Prasanna Prasad, CTO, Verve</span></p> <p style="padding-left:40px"><span style="font-style:italic;vertical-align:baseline">"In the fast-paced world of programmatic advertising, every millisecond counts; at Viant, we're dedicated to providing our clients with the most efficient Demand-Side Platform (DSP) to reach their target audiences effectively. During the testing of Axion within Viant’s bidding platform, we saw an impressive 25% increase in bid processing speed, driving efficiency, and reducing costs compared to previous-generation machines. We’re excited about Axion’s potential to deliver exceptional advertising experiences while minimizing environmental impact." </span><span style="vertical-align:baseline">- Linh Chung, CIO, Viant</span></p> <h3><strong style="vertical-align:baseline">Learn more</strong></h3> <p><span style="vertical-align:baseline">We’ve seen incredible excitement for C4A from our customers and partners so far, and we can’t wait to see what you can build with Axion, too. </span><span style="vertical-align:baseline">C4A instances are now generally available via on-demand, Spot VMs, reservations, Committed Use Discounts (CUDs) in one- and three-year terms, and FlexCUDs. C4A VMs are available in us-central1 (Iowa), us-east4 (Virginia), us-east1 (SC), eu-west1 (Belgium), eu-west4 (Netherlands), eu-west3 (Frankfurt), and asia-southeast1 (Singapore) today, with availability in additional regions coming soon. </span><span style="vertical-align:baseline">Get started on Axion today </span><a href="http://g.co/cloud/axion" rel="noopener" target="_blank"><span style="text-decoration:underline;vertical-align:baseline">g.co/cloud/axion</span></a><span style="vertical-align:baseline">.</span></p> <hr> <p><sup><em>1. <span style="vertical-align:baseline">As of September 2024, based on published listed prices. Performance based on the estimated SPECrate®2017_int_base performance benchmark scores run in production on comparable latest-generation generally-available VMs with general purpose storage types.<br></span>*<span style="vertical-align:baseline">As of September 2024, based on published listed prices. Performance based on Google internal performance benchmark scores run in production on comparable latest-generation generally-available Intel-based VMs with general purpose storage types.</span></em></sup></p></span></section><section class="k6ctOd"><aside class="IwVNTb"><div class="ecJG2e nRhiJb-ObfsIf"><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf-V2iZpe nRhiJb-snVHke-ibL1re-X66g3b nRhiJb-snVHke-R6PoUb-UFsB2c"><h4 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-qWD73c">Why Google keeps building custom silicon: The story behind Axion</h4><p class="nRhiJb-qJTHM nRhiJb-DbgRPb-R6PoUb-ma6Yeb"><span class="dQQu7c" jsaction="rcuQ6b:npT2md" jscontroller="YSybTb" data-track-type="" soy-skip ssk='5:kbe95'><p>There’s nothing traditional about these high-performance CPUs — except for Google’s longstanding tradition of developing chips to meet evolving business needs.</p></span></p><a class="nRhiJb-LgbsSe nRhiJb-LgbsSe-OWXEXe-MNynB-o6Shpd LZTd1c" href="https://cloud.google.com/transform/axion-arm-cpus-custom-silicon-advantage-history" track-name="read now"track-type="button"track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/transform/axion-arm-cpus-custom-silicon-advantage-history"track-metadata-module="aside"track-metadata-module_headline="why google keeps building custom silicon: the story behind axion" track-name="read now"track-type="button"track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/transform/axion-arm-cpus-custom-silicon-advantage-history">Read now </a></div><div class="nRhiJb-kR0ZEf-OWXEXe-GV1x9e-ibL1re nRhiJb-kR0ZEf-OWXEXe-GV1x9e-OiUrBf-V2iZpe nRhiJb-snVHke-R6PoUb-X66g3b gHo9yf"><section class="PBkdHd "><img class=" IIal6e" src="https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-600x600.jpg" alt="https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-600x600.jpg" loading="lazy"/></section></div></div></aside></section><section class="kcBhad"><section class="Fabbec"><span class="WrMNjb">Posted in</span><ul class="FzXI4e"><li class="I4B51b"><a href="https://cloud.google.com/blog/products/compute" track-metadata-position="body"track-metadata-eventdetail="cloud.google.com/blog/products/compute"track-metadata-module="tag list"track-metadata-module_headline="posted in">Compute</a></li></ul></section></section></div></div></div></div></div><section class="nRhiJb-DARUcf " track-metadata-module="related articles" track-metadata-module_headline="related articles"><div class="nRhiJb-DbgRPb-c5RTEf-ma6Yeb nRhiJb-DbgRPb-wNfPc-cGMI2b"><h5 class="Qwf2Db-MnozTc Qwf2Db-MnozTc-OWXEXe-MnozTc-wNfPc nRhiJb-DbgRPb-II5mzb-cGMI2b">Related articles</h5><section class="m9cUGf HGev3 nJD2Qe nRhiJb-ObfsIf"><div class=" QaGyvd nRhiJb-kR0ZEf-OWXEXe-GV1x9e-c5RTEf nRhiJb-kR0ZEf-OWXEXe-GV1x9e-qWD73c-V2iZpe"><div class="mA0uBe"><a 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,[[97684533,1706538,97535270,97785986,48554500,1714240,97442197,48830069,93778619,93874002,97863170,97863043,48887080,97517170,97656897,97716263,48489822,97684517,97785970,97442181,93873986,48887064,97517154,97656881],null,null,null,null,true],]; window.IJ_valuesCb && window.IJ_valuesCb();</script><script class="ds:0" nonce="xwFwfAfj_we7zek_Oi9jVg">AF_initDataCallback({key: 'ds:0', hash: '1', data:[["Try C4A, the first Google Axion Processor","The custom Arm-based processor is designed for general-purpose workloads like web and app servers, databases, analytics, CPU-based AI, and more.",[1730329200],"https://storage.googleapis.com/gweb-cloudblog-publish/images/C4A.max-2500x2500.jpg","https://cloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor",[1730329206,590130000]],[["Salil Suri","Director, Product Management, GCE"]],[null,"\u003cscript type\u003d\"application/ld+json\"\u003e{\"@context\":\"https://schema.org\",\"@type\":\"BlogPosting\",\"@id\":\"https://cloud.google.com/blog/products/compute/try-c4a-the-first-google-axion-processor\",\"headline\":\"Try C4A, the first Google Axion Processor\",\"description\":\"The custom Arm-based processor is designed for general-purpose workloads like web and app servers, databases, analytics, CPU-based AI, and more.\",\"image\":\"https://storage.googleapis.com/gweb-cloudblog-publish/images/C4A.max-2500x2500.jpg\",\"author\":[{\"@type\":\"Person\",\"name\":\"Salil Suri\",\"url\":\"\"}],\"datePublished\":\"2024-10-30\",\"publisher\":{\"@type\":\"Organization\",\"name\":\"Google 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href\u003d\"https://cloud.google.com/blog/products/compute/introducing-googles-new-arm-based-cpu\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003ewe announced Google Axion Processors\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e, our first custom Arm\u00ae-based CPUs designed for the data center. Today, we\u2019re thrilled to announce the general availability of C4A virtual machines, the first Axion-based VM series, with up to 10% better price-performance than the latest generation Arm-based instances available from leading cloud providers. C4A VMs are a great option for a variety of general-purpose workloads like web and app servers, containerized microservices, open-source databases, in-memory caches, data analytics engines, media processing, and AI inference applications.\u00a0\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eUnderpinned by \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/titanium\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eTitanium\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e offload technology and advanced maintenance capabilities, C4A is designed to power your most demanding workloads with up to 65% better price-performance and up to 60% better energy-efficiency than comparable current-generation x86-based instances.\u003csup\u003e1\u003c/sup\u003e\u003c/span\u003e\u003c/p\u003e"]]],[null,null,null,null,null,null,null,null,[[[null,"\u003cp\u003eC4A delivers up to 30% better price-performance for MySQL and up to 35% better price-performance for Redis workloads than comparable current-generation VMs.*\u003c/p\u003e"],["https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png","https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1100x1100.png 1060w, https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png 1816w"," 1060px, 1816px","https://storage.googleapis.com/gweb-cloudblog-publish/images/1_k2AxCv3.max-1900x1900.png"],null,3]]],[null,["$300 in free credit to try Google Cloud infrastructure",null,"Start building for free","http://console.cloud.google.com/freetrial?redirectPath\u003d/compute",[null,"\u003cp\u003ePower your applications using scalable and flexible computing resources with $300 in free credit for new customers. Plus, all customers get free monthly usage of 20+ products, including Compute Engine.\u003c/p\u003e"]]],[null,null,[null,[null,"\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eThese efficiency and performance gains are why key Google services such as Bigtable, Spanner, BigQuery, F1 Query, Blobstore, Pub/Sub, Google Earth Engine, and the YouTube Ads platform have already started deploying Axion-based servers in production.\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e\"\u003c/span\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003eSpanner is one of the most critical and complex services at Google, powering products including YouTube, Gmail, and Google Ads. In our initial tests on Axion processors, we've observed up to 60% better query performance per vCPU over prior generation servers. As we scale out our footprint, we expect this to translate to a more stable and responsive experience for our users, even under the most demanding conditions.\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e\" \u2013 Andi Gutmans, VP/GM Databases, Google\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eGoogle Cloud customers can use C4A in many services including Google Compute Engine, Google Kubernetes Engine (GKE), Batch, and Dataproc. C4A VMs are also now available in preview in Dataflow, with support for CloudSQL, AlloyDB, and other services coming soon. C4A instances support most popular Linux operating systems including Container-Optimized OS, RHEL, SUSE Linux Enterprise Server, Ubuntu, Rocky Linux, and more. Arm-compatible software and solutions are available on the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/marketplace?hl\u003den\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eGoogle Cloud Marketplace\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e, and we recently launched support for Arm-based instances migration in the \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/migrate/virtual-machines\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eMigrate to Virtual Machines\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e service in preview.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eC4A broadens our \u003c/span\u003e\u003ca href\u003d\"https://cloud.google.com/compute/docs/general-purpose-machines\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003egeneral-purpose VM\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e portfolio, and is offered in a range of configurations:\u003cbr\u003e\u003cbr\u003e\u003c/span\u003e\u003c/p\u003e\n\u003cdiv align\u003d\"left\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\n\u003cdiv style\u003d\"color:#5f6368;overflow-x:auto;overflow-y:hidden;width:100%\"\u003e\u003ctable style\u003d\"width:96.9974%\"\u003e\u003ccolgroup\u003e\u003ccol style\u003d\"width:41.2698%\"\u003e\u003ccol style\u003d\"width:58.7302%\"\u003e\u003c/colgroup\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cstrong 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memory\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e1:8 vCPU to memory\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eHigh CPU\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003ctd style\u003d\"vertical-align:top;border:1px solid #000000;padding:16px\"\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e1:2 vCPU to memory.\u003c/span\u003e\u003c/p\u003e\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003c/div\u003e\n\u003cp\u003e\u003cspan style\u003d\"font-family:-apple-system,BlinkMacSystemFont,\u0026#39;Segoe UI\u0026#39;,Roboto,Oxygen,Ubuntu,Cantarell,\u0026#39;Open Sans\u0026#39;,\u0026#39;Helvetica Neue\u0026#39;,sans-serif\"\u003eC4A VMs also deliver the connectivity and storage performance your enterprise demands:\u003c/span\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eHigh-Bandwidth Networking: \u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eUp to 50 Gbps standard bandwidth and up to 100 Gbps with Tier_1 networking to support high-traffic applications\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli style\u003d\"list-style-type:disc;vertical-align:baseline\"\u003e\n\u003cp\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eHyperdisk storage:\u003c/strong\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e Google Cloud's latest generation Balanced and Extreme Hyperdisk storage for scalable, high-performance storage with up to 350k IOPS and 5 GB/s throughput\u003c/span\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eWhat our customers and partners are saying\u003c/strong\u003e\u003c/h3\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"At Applause, we're committed to delivering world-class testing and feedback solutions to our global clients, and that demands a robust, efficient testing infrastructure. We've been impressed by Google Cloud\u2019s Axion CPUs and C4A VMs, as they've shown strong performance and value across our key testing workloads. This translates to faster testing cycles, more comprehensive feedback, and ultimately, better software for our clients. We're excited to expand our use of C4A VMs to further optimize our testing platform, supporting our clients in consistently launching high-quality digital experiences.\"\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e - Rob Mason, CTO, Applause\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"Cloudfleet is on a mission to simplify Kubernetes compute infrastructure provisioning across leading cloud platforms. During the preview, we thoroughly tested the new Axion instances on our analytics workloads and build infrastructure with up to 30% improvement in performance. We now plan to migrate the rest of our workloads to Axion instances and offer Axion as part of the Cloudfleet Kubernetes Engine for our customers. We are eager to see how this will enhance their efficiency and reduce costs.\" \u2013 \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eAlexander Murazik, Head of Data, Cloudfleet.ai\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"Developing AI-based applications and experiences will become the next great enterprise brand distinction. The combination of Couchbase Capella Columnar running on Google Cloud's Axion-based instances creates instrumental value for the future's critical, AI-powered (or agentic) applications. Our customers regularly choose Capella for its performance, versatility and scale as the database foundation for their analytical applications. And they will undoubtedly appreciate the exponential boost in performance and value of Arm-based Axion infrastructure for these workloads, especially when they need to offset the costs of incorporating AI within them.\u201d\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eMatt McDonough, SVP of Product and Partners, Couchbase\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\u201cAt Dailymotion, our focus is always on delivering the highest performance and efficiency for our services. As part of this commitment, we recently migrated our entire Machine Learning-powered recommendation stack to Google Cloud. Looking ahead, we are pushing the boundaries further by transitioning part of our workloads to Arm architecture. After starting with T2A instances a year ago, we are now leveraging Google\u2019s new C4A VMs. This migration has resulted in significant improvements, including a 20% reduction in CPU consumption, while enhancing overall performance in production, and helping to reduce our carbon footprint. These promising results are driving our ambition to extend this migration across all our microservices to Arm architecture in the coming months.\u201d \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- Corentin Mantion, Senior DevOps Engineer, Dailymotion\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"Honeycomb.io helps engineering teams debug their production systems quickly and efficiently. Sampling is a key mechanism for controlling observability costs. For our customers who are running applications on Google Cloud, we have validated that the new Axion CPUs and C4A VMs offer the best price-performance on Google Cloud for running our Refinery sampling proxy to forward only the most important, representative samples to Honeycomb.\" \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- Liz Fong-Jones, Field CTO, Honeycomb\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"At IBM Instana, we're committed to helping organizations achieve optimal application performance. Our automated APM platform relies heavily on real-time data processing and analysis. We're incredibly impressed by the gains we're seeing with Google Cloud's Axion processors, with up to 70% responsiveness improvements and 30% higher throughput compared to prior generation VMs. We're looking forward to deploying Instana Observability on Axion to empower our customers to build and maintain ever higher performing applications.\"\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e - Chris Bailey, CTO, IBM Instana Observability\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"loveholidays is one of the fastest websites in travel. With Axion, we no longer have to trade off performance with cost optimization. We get an unprecedented level of performance showing a 40% reduction in latency against T2D instances, all whilst saving costs on capacity.\" - \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eDmitri Lerko, Head of Engineering, loveholidays\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"Paramount+ is committed to delivering the highest quality viewing experiences across all our platforms. Google Cloud's Axion and C4A VMs provide the performance and efficiency we need to leverage the latest advancements in video encoding technology. With C4A VMs, we're able to utilize higher efficiency of the new Arm processors to achieve 33% faster encode times, compared to older VMs. This ensures we can encode and distribute content at scale for our viewers in a timely manner, with a focus on video quality, vibrant visuals and immersive audio regardless of their device or connection.\" \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- Jignesh Dhruv, VP Video Engineering, Paramount Streaming\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\u201cOur tests on Axion have shown roughly 250% better performance than we\u2019ve seen on our workloads on Google Cloud to date.\" \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- Dave Zolotusky, Principal Engineer, Spotify\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"At Verve, we build meaningful connections between customers and brands through the power of data. Our platform processes massive amounts of data in real-time to deliver personalized and relevant experiences. Axion's potential to enhance performance and efficiency is incredibly valuable to us. By leveraging Axion's capabilities, we can further optimize our data processing, reduce latency, and ultimately deliver even more impactful and engaging experiences for our customers and their consumers.\"\u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e - Prasanna Prasad, CTO, Verve\u003c/span\u003e\u003c/p\u003e\n\u003cp style\u003d\"padding-left:40px\"\u003e\u003cspan style\u003d\"font-style:italic;vertical-align:baseline\"\u003e\"In the fast-paced world of programmatic advertising, every millisecond counts; at Viant, we're dedicated to providing our clients with the most efficient Demand-Side Platform (DSP) to reach their target audiences effectively. During the testing of Axion within Viant\u2019s bidding platform, we saw an impressive 25% increase in bid processing speed, driving efficiency, and reducing costs compared to previous-generation machines. We\u2019re excited about Axion\u2019s potential to deliver exceptional advertising experiences while minimizing environmental impact.\" \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e- Linh Chung, CIO, Viant\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003e\u003cstrong style\u003d\"vertical-align:baseline\"\u003eLearn more\u003c/strong\u003e\u003c/h3\u003e\n\u003cp\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eWe\u2019ve seen incredible excitement for C4A from our customers and partners so far, and we can\u2019t wait to see what you can build with Axion, too. \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eC4A instances are now generally available via on-demand, Spot VMs, reservations, Committed Use Discounts (CUDs) in one- and three-year terms, and FlexCUDs. C4A VMs are available in us-central1 (Iowa), us-east4 (Virginia), us-east1 (SC), eu-west1 (Belgium), eu-west4 (Netherlands), eu-west3 (Frankfurt), and asia-southeast1 (Singapore) today, with availability in additional regions coming soon. \u003c/span\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003eGet started on Axion today \u003c/span\u003e\u003ca href\u003d\"http://g.co/cloud/axion\" rel\u003d\"noopener\" target\u003d\"_blank\"\u003e\u003cspan style\u003d\"text-decoration:underline;vertical-align:baseline\"\u003eg.co/cloud/axion\u003c/span\u003e\u003c/a\u003e\u003cspan style\u003d\"vertical-align:baseline\"\u003e.\u003c/span\u003e\u003c/p\u003e\n\u003chr\u003e\n\u003cp\u003e\u003csup\u003e\u003cem\u003e1. \u003cspan style\u003d\"vertical-align:baseline\"\u003eAs of September 2024, based on published listed prices. Performance based on the estimated SPECrate\u00ae2017_int_base performance benchmark scores run in production on comparable latest-generation generally-available VMs with general purpose storage types.\u003cbr\u003e\u003c/span\u003e*\u003cspan style\u003d\"vertical-align:baseline\"\u003eAs of September 2024, based on published listed prices. Performance based on Google internal performance benchmark scores run in production on comparable latest-generation generally-available Intel-based VMs with general purpose storage types.\u003c/span\u003e\u003c/em\u003e\u003c/sup\u003e\u003c/p\u003e"]]],[null,["Why Google keeps building custom silicon: The story behind Axion",null,"Read now","https://cloud.google.com/transform/axion-arm-cpus-custom-silicon-advantage-history",[null,"\u003cp\u003eThere\u2019s nothing traditional about these high-performance CPUs \u2014 except for Google\u2019s longstanding tradition of developing chips to meet evolving business needs.\u003c/p\u003e"],["https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-600x600.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-300x300.jpg 300w, https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-600x600.jpg 600w"," 300px, 600px","https://storage.googleapis.com/gweb-cloudblog-publish/images/image1_Ab4940U.max-600x600.jpg"]]]],[["HPC","What\u2019s new with HPC and AI infrastructure at Google Cloud","As we get ready for Supercomputing 2024 in Atlanta, here are the latest developments from Google Cloud in the high performance computing space.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/42_-_High_Performance_Computing_HPC_kpt6kj1.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/42_-_High_Performance_Computing_HPC_kpt6kj1.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/42_-_High_Performance_Computing_HPC_kpt6kj1.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/42_-_High_Performance_Computing_HPC_kpt6kj1.max-700x700.jpg"],null,9,null,"https://cloud.google.com/blog/topics/hpc/whats-new-with-hpc",null,1,[["Annie Ma-Weaver","Group Product Manager, HPC, Google Cloud"],["Wyatt Gorman","Solutions Manager, HPC \u0026 AI Infrastructure, Google Cloud"]],null,"55582"],["Compute","Unlocking LLM training efficiency with Trillium \u2014 a performance analysis","MLPerf 4.1 training benchmarks show that Trillium delivers up to 1.8x better performance-per-dollar vs. Cloud TPU v5p and 99% scaling efficiency.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/05_-_Compute.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/05_-_Compute.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/05_-_Compute.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/05_-_Compute.max-700x700.jpg"],null,5,null,"https://cloud.google.com/blog/products/compute/trillium-mlperf-41-training-benchmarks",null,1,[["Mohan Pichika","Group Product Manager"],["Vaibhav Singh","Group Product Manager"]],null,"55569"],["Infrastructure","How Verve achieves 37% performance gains with C4 machines and new GKE features","Companies like ad-tech firm Verve are reducing latency, improving performance, and saving costs with C4 machines, GKE gateway, and custom compute classes.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/18_-_Infrastructure_urFj7Af.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/18_-_Infrastructure_urFj7Af.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/18_-_Infrastructure_urFj7Af.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/18_-_Infrastructure_urFj7Af.max-700x700.jpg"],null,6,null,"https://cloud.google.com/blog/products/infrastructure/how-verve-achieves-37-percent-performance-gains-with-new-gke-features-and-c4-deliver",null,1,[["Phil Wicklund","GKE Product Manager"],["Olivia Melendez","GCE Product Manager"]],null,"55549"],["Compute","Powerful infrastructure innovations for your AI-first future","AI Hypercomputer can now include Trillium TPUs in preview, Axion-powered C4A VMs in GA, and coming soon, A3 Ultra VMs powered by NVIDIA H200 GPUs.",["https://storage.googleapis.com/gweb-cloudblog-publish/images/New-Hero-3.0-Powerful-infrastructure-05.max-700x700.jpg","https://storage.googleapis.com/gweb-cloudblog-publish/images/New-Hero-3.0-Powerful-infrastructure-05.max-400x400.jpg 324w, https://storage.googleapis.com/gweb-cloudblog-publish/images/New-Hero-3.0-Powerful-infrastructure-05.max-700x700.jpg 648w"," 324px, 648px","https://storage.googleapis.com/gweb-cloudblog-publish/images/New-Hero-3.0-Powerful-infrastructure-05.max-700x700.jpg"],null,12,null,"https://cloud.google.com/blog/products/compute/trillium-sixth-generation-tpu-is-in-preview",null,1,[["Mark Lohmeyer","VP \u0026 GM, Compute and AI Infrastructure"]],null,"55456"]],null,"Compute",["Google Cloud Summit Series","Discover the latest in AI, Security, Workspace, App Dev, \u0026 more.","Register","https://cloudonair.withgoogle.com/summit_series_24?utm_source\u003dcgc-blog\u0026utm_medium\u003dblog\u0026utm_campaign\u003dsummit-series-2024\u0026utm_content\u003dsummit-series-left-hand-rail-cta\u0026utm_term\u003d-"],[["Compute","https://cloud.google.com/blog/products/compute","compute"]],null,null,7], sideChannel: {}});</script><script id="wiz_jd" nonce="xwFwfAfj_we7zek_Oi9jVg">if (window['_wjdc']) {const wjd = {}; window['_wjdc'](wjd); delete window['_wjdc'];}</script><script aria-hidden="true" id="WIZ-footer" nonce="xwFwfAfj_we7zek_Oi9jVg">window.wiz_progress&&window.wiz_progress(); window.stopScanForCss&&window.stopScanForCss(); ccTick('bl');</script></body></html><footer id="ZCHFDb"><footer class="nRhiJb-RWrDld nRhiJb-yePe5c QJnbF" jscontroller="NsSboe" track-metadata-module="footer"><h3 class="nRhiJb-VqCwd-L6cTce">Footer Links</h3><section class="nRhiJb-haF9Wb r2W5Od"><section class="nRhiJb-DX2B6"><div class="nRhiJb-j5y3u"><h4 class="nRhiJb-BkAck 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