{"id":870,"date":"2024-05-23T22:25:07","date_gmt":"2024-05-23T22:25:07","guid":{"rendered":"https:\/\/fde.cat\/index.php\/2024\/05\/23\/hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability\/"},"modified":"2024-05-23T22:25:07","modified_gmt":"2024-05-23T22:25:07","slug":"hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability","status":"publish","type":"post","link":"https:\/\/fde.cat\/index.php\/2024\/05\/23\/hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability\/","title":{"rendered":"Hyperforce Behind the Scenes: Ushering in a New Age of AI-Driven Cloud Scalability"},"content":{"rendered":"<p>In our latest edition of our \u201cEngineering Energizers\u201d Q&amp;A series, we meet Paul Constantinides, Executive Vice President of Engineering. With an extensive history in the technology industry, and a 20-year career at Salesforce, Paul leads the Hyperforce Platform Services team and is responsible for developing <a href=\"https:\/\/www.salesforce.com\/platform\/public-cloud-infrastructure\/\">Hyperforce<\/a>, Salesforce\u2019s public cloud-native architecture that enables enhanced trust, global deployment, scalability, agility, and enhanced customer experiences.<\/p>\n<p>Discover how Paul\u2019s team overcame major challenges during the Hyperforce migration and integrated AI to enhance performance, user experience, and incident prevention and rapid resolution.<\/p>\n<h5 class=\"wp-block-heading\"><strong>What motivated the development of Hyperforce and how does it align with Salesforce\u2019s long-term goals?<\/strong><\/h5>\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-1 wp-block-group-is-layout-constrained\">\n<p>Salesforce\u2019s shift to the public cloud was inevitable, and was driven by several factors:<\/p>\n<p><strong>Importance of trust and customer success, <\/strong>driving the need for continuous advancements in security, availability, scalability, performance, and agility.<\/p>\n<p><strong>The vision of the Customer 360<\/strong>, which enables our customers to connect with their customers in an ever expanding and transforming way.<\/p>\n<p><strong>Industry shift<\/strong> <strong>towards the public cloud, <\/strong>that allowed us to leverage state of the art technologies for rapid innovation and global scale.<\/p>\n<\/div>\n<p>The only way we could achieve an integrated and scalable Customer 360 was for the <a href=\"https:\/\/www.salesforce.com\/platform\/\">Salesforce Einstein 1 Platform <\/a>to leverage an underlying Infrastructure-as-a-Service (IaaS).<\/p>\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-2 wp-block-group-is-layout-constrained\">\n<h5 class=\"wp-block-heading\"><strong>What are the top three infrastructure challenges Hyperforce solves?<\/strong><\/h5>\n<p><strong>Consistent technology platform for security, availability, and scale: <\/strong>Our unified technology supports zero trust security, multi-availability zone resilience, and elastic auto-scaling, ensuring a uniform trust level across all products.<\/p>\n<p><strong>Faster and safer deployment: <\/strong>Our consistent pipelines and managed release process facilitate health-mediated releases, allowing for safe and efficient change management. This system enables us to quickly innovate while having the capability to hold or rollback changes as needed.<\/p>\n<p><strong>Global agility: <\/strong>We can deploy all our products globally, quickly, to achieve in-country data residency and compliance.<\/p>\n<\/div>\n<h5 class=\"wp-block-heading\"><strong>What was one of the biggest challenges your team faced in rolling out Hyperforce?<\/strong><\/h5>\n<p>We have successfully transitioned about <strong>50% of Salesforce\u2019s customer traffic to Hyperforce, handling tens of billions of transactions daily<\/strong>. This scale required a fundamental shift in our approach to technical software architecture and its management and planning. We moved from viewing our systems as static and unchanging to seeing them as dynamic environments, continuously innovating and optimizing.<\/p>\n<p>With Hyperforce, we embraced resiliency, elasticity, efficiency, and continuous improvement. Implementing technical platforms that support recovery-oriented failover, auto-scaling compute, efficient storage, and robust methods for rolling out continuous architectural improvements has been crucial to our success.<\/p>\n<h5 class=\"wp-block-heading\"><strong>Can you discuss the role of AI and machine learning in Hyperforce? How are these technologies leveraged to enhance performance and user experience?<\/strong><\/h5>\n<p>The current technological transformation and advancements in AI represent the most thrilling period I\u2019ve experienced in my career. We developed Hyperforce to incorporate the <a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=sf.generative_ai_trust_layer.htm&amp;type=5\">Einstein Trust Layer<\/a>, allowing our customers to leverage generative AI while protecting their data. Within Hyperforce, we extensively utilize predictive AI to enhance our operational efficiency at scale, enable proactive early detection, and respond to system-level issues, thereby reducing or preventing impact on customers.<\/p>\n<p>We employ generative AI to aid in AIOps and <a href=\"https:\/\/engineering.salesforce.com\/enhancing-aiops-efficiency-salesforces-new-similarity-model-overcomes-4-major-incident-management-challenges\/\">root cause analysis<\/a>, enhancing our response speed to prevent recurring incidents. Additionally, we use generative AI to assist customers in optimizing their Salesforce implementations via <a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=sf.scale_center_overview.htm&amp;type=5\">Scale Center<\/a> and Apex Guru, which improves performance and scalability for our clients.<\/p>\n<p>Our assistant for helping developers write code, CodeGenie, is also a critical component in our development process. Tailored for Salesforce specific product and technology development, it helps ensure that our developers are highly productive and rapidly delivering trusted innovation.<\/p>\n<p><em>Paul dives a bit deeper into AIOps.<\/em><\/p>\n<h5 class=\"wp-block-heading\"><strong>How do you envision the future of AI within Hyperforce?<\/strong><\/h5>\n<p>We are further integrating AI into Hyperforce, focusing on areas such as predictive auto-scaling and resource management. I am confident that with the progress in generative AI, it will become essential for creating highly secure, available, and scalable systems in the future.<\/p>\n<p>As traffic continues to surge through Hyperforce, we will increasingly depend on AI to deliver the most trusted and optimal customer experience for our clients.<\/p>\n<p><em>Paul shares why engineers should join Salesforce.<\/em><\/p>\n<h5 class=\"wp-block-heading\"><strong>What are the ongoing research and development (R&amp;D) efforts within Hyperforce?<\/strong><\/h5>\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-3 wp-block-group-is-layout-constrained\">\n<p>One of the greatest areas of innovation for Hyperforce has been an expansion of the <a href=\"https:\/\/www.salesforce.com\/video\/295709\/\">original multi-tenant magic<\/a> that Salesforce is based on. We are delivering three new capabilities that I am very excited about:<\/p>\n<p>The <strong>launch of tenant-level encryption in Hyperforce<\/strong> enhances our Shield product by enabling customers to encrypt their organization\u2019s transactional data with a unique tenant-specific key. This addition offers u<strong>nprecedented flexibility, allowing customers to significantly enhance the security and privacy of their data.<\/strong><\/p>\n<p>The introduction of <a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=release-notes.rn_sandboxes_quick_clone.htm&amp;release=240&amp;type=5\"><strong>Quick Clone<\/strong><\/a><strong> and <\/strong><a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=sf.basics_creating_records_with_quick_create.htm&amp;type=5\"><strong>Quick Create<\/strong><\/a><strong> sandboxes<\/strong> revolutionizes the traditionally lengthy and cumbersome copy process. This technology significantly reduces the time required to set up sandboxes, enhancing agility and delivering substantial value to our customers.<\/p>\n<p>The <strong>availability of a <\/strong><a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=sf.scale_test_overview.htm&amp;type=5\"><strong>Scale Test<\/strong><\/a><strong> offering<\/strong> offering provides a robust solution for validating and expanding high-scale, critical customer implementations on Salesforce. This service facilitates key events and addresses performance and scalability issues throughout the testing cycle.<\/p>\n<\/div>\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-4 wp-block-group-is-layout-constrained\">\n<h5 class=\"wp-block-heading\">Learn More<\/h5>\n<p>Explore how internal Salesforce teams are automatically migrating from data centers to Hyperforce in this<a href=\"https:\/\/engineering.salesforce.com\/unlocking-hyperforce-migration-innovative-solutions-for-a-smooth-transition-to-the-cloud\/\"> blog.<\/a><\/p>\n<p>Discover how AIOps helps Hyperforce overcome 4 major incident management challenges in this <a href=\"https:\/\/engineering.salesforce.com\/enhancing-aiops-efficiency-salesforces-new-similarity-model-overcomes-4-major-incident-management-challenges\/\">blog<\/a>.<\/p>\n<p>Stay connected \u2014 join our <a href=\"https:\/\/flows.beamery.com\/salesforce\/eng-social-2023\">Talent Community<\/a>!<\/p>\n<p>Check out our <a href=\"https:\/\/www.salesforce.com\/company\/careers\/teams\/tech-and-product\/?d=cta-tms-tp-2\">Technology and Product<\/a> teams to learn how you can get involved.<\/p>\n<\/div>\n<p>The post <a href=\"https:\/\/engineering.salesforce.com\/hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability\/\">Hyperforce Behind the Scenes: Ushering in a New Age of AI-Driven Cloud Scalability<\/a> appeared first on <a href=\"https:\/\/engineering.salesforce.com\/\">Salesforce Engineering Blog<\/a>.<\/p>\n<p><a href=\"https:\/\/engineering.salesforce.com\/hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability\/\" target=\"_blank\" class=\"feedzy-rss-link-icon\" rel=\"noopener\">Read More<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>In our latest edition of our \u201cEngineering Energizers\u201d Q&amp;A series, we meet Paul Constantinides, Executive Vice President of Engineering. With an extensive history in the technology industry, and a 20-year career at Salesforce, Paul leads the Hyperforce Platform Services team and is responsible for developing Hyperforce, Salesforce\u2019s public cloud-native architecture that enables enhanced trust, global&hellip; <a class=\"more-link\" href=\"https:\/\/fde.cat\/index.php\/2024\/05\/23\/hyperforce-behind-the-scenes-ushering-in-a-new-age-of-ai-driven-cloud-scalability\/\">Continue reading <span class=\"screen-reader-text\">Hyperforce Behind the Scenes: Ushering in a New Age of AI-Driven Cloud Scalability<\/span><\/a><\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spay_email":"","footnotes":""},"categories":[7],"tags":[],"class_list":["post-870","post","type-post","status-publish","format-standard","hentry","category-technology","entry"],"jetpack_featured_media_url":"","jetpack-related-posts":[{"id":538,"url":"https:\/\/fde.cat\/index.php\/2022\/02\/01\/behind-the-scenes-of-hyperforce-salesforces-infrastructure-for-the-public-cloud\/","url_meta":{"origin":870,"position":0},"title":"Behind the Scenes of Hyperforce: Salesforce\u2019s Infrastructure for the Public Cloud","date":"February 1, 2022","format":false,"excerpt":"Salesforce has been running cloud infrastructure for over two decades, bringing companies and their customers together. When Salesforce first started out in 1999, the world was very different; back then, the only practical way to provide our brand of Software-As-A-Service was to run everything yourself\u200a\u2014\u200anot just the software, but the\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":890,"url":"https:\/\/fde.cat\/index.php\/2024\/07\/02\/hyperforces-template-for-enhancing-developer-workflow-inside-the-7-pillars-of-agile-development\/","url_meta":{"origin":870,"position":1},"title":"Hyperforce\u2019s Template for Enhancing Developer Workflow: Inside the 7 Pillars of Agile Development","date":"July 2, 2024","format":false,"excerpt":"Written by Armin Bahramshahry and Shan Appajodu. Hyperforce is a pivotal infrastructure platform for Salesforce, enhancing global service delivery through top public cloud platforms for increased safety, scalability, and agility. Hyperforce enabled rollout of new innovations like Data Cloud and boosted the global scalability of Salesforce\u2019s Core CRM. To help\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":688,"url":"https:\/\/fde.cat\/index.php\/2023\/03\/07\/automated-environment-build-salesforces-secret-sauce-for-rapid-cloud-expansion\/","url_meta":{"origin":870,"position":2},"title":"Automated Environment Build: Salesforce\u2019s Secret Sauce for Rapid Cloud Expansion","date":"March 7, 2023","format":false,"excerpt":"Around the world, companies must satisfy global compliance regulations or face pricey fines, where failure to comply results in 2.71 higher costs than the cost to comply. For example, Fortune 500 companies are projected to lose $8 billion per year as a result of GDPR non-compliance. In response, Salesforce created\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":828,"url":"https:\/\/fde.cat\/index.php\/2024\/02\/20\/unlocking-hyperforce-migration-innovative-solutions-for-a-smooth-transition-to-the-cloud\/","url_meta":{"origin":870,"position":3},"title":"Unlocking Hyperforce Migration: Innovative Solutions for a Smooth Transition to the Cloud","date":"February 20, 2024","format":false,"excerpt":"In our \u201cEngineering Energizers\u201d Q&A series, we delve into the experiences and expertise of Salesforce Engineering leaders. Today, we\u2019re meeting Mahamadou Sylla, a Senior Member of the Technical Staff at Salesforce Engineering. Mahamadou is a key member of our Hyperforce\u2019s Bill of Materials (BOM) team, which assists internal teams in\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":625,"url":"https:\/\/fde.cat\/index.php\/2022\/08\/30\/hyperpacks-using-buildpacks-to-build-hyperforce\/","url_meta":{"origin":870,"position":4},"title":"Hyperpacks: Using Buildpacks to Build Hyperforce","date":"August 30, 2022","format":false,"excerpt":"At Salesforce we regularly use our products and services to scale our own business. One example is Buildpacks, which we created nearly a decade ago and is now a part of Hyperforce. Hyperpacks are an innovative new way of using Cloud Native Buildpacks (CNB) to manage our public cloud infrastructure.\u00a0\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":900,"url":"https:\/\/fde.cat\/index.php\/2024\/07\/22\/data-clouds-lightning-fast-migration-from-amazon-ec2-to-kubernetes-in-6-months\/","url_meta":{"origin":870,"position":5},"title":"Data Cloud\u2019s Lightning-Fast Migration: From Amazon EC2 to Kubernetes in 6 Months","date":"July 22, 2024","format":false,"excerpt":"In our \u201cEngineering Energizers\u201d Q&A series, we delve into the journeys of distinguished engineering leaders. Today, we feature Archana Kumari, Director of Software Engineering at Salesforce. Archana leads our India-based Data Cloud Compute Layer team, which played a pivotal role in a recent transition from Amazon EC2 to Kubernetes for\u2026","rel":"","context":"In &quot;Technology&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/posts\/870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/comments?post=870"}],"version-history":[{"count":0,"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/posts\/870\/revisions"}],"wp:attachment":[{"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/media?parent=870"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/categories?post=870"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fde.cat\/index.php\/wp-json\/wp\/v2\/tags?post=870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}