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  "sourcesContent": ["import{jsx as e,jsxs as n}from\"react/jsx-runtime\";import{Link as t}from\"framer\";import{motion as r}from\"framer-motion\";import*as i from\"react\";export const richText=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/e(\"h2\",{children:\"Hybrid Cloud Landscape\"}),/*#__PURE__*/e(\"p\",{children:\"Hybrid cloud adoption is gaining traction as more and more organizations look to strike a balance between security, flexibility, and cost. In 2025, hybrid cloud has moved from a trend to a core IT strategy: becoming a central part of how enterprises blend on-prem and cloud infrastructure to stay agile and drive digital transformation.\"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of reputable sources like Gartner and Precedence Research. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:\"Key Hybrid Cloud Statistics for 2025 \"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"The hybrid cloud market is projected to reach $158\u2013$173 billion in 2025, with some forecasts reaching $430 billion by 2030 [Mordor Intelligence][CISO Mag][IMARC Group].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Hybrid cloud growth rates (CAGR) range between 14% and 22% through 2030, depending on the source [Mordor Intelligence][CISO Mag][TBRC][IMARC Group].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"By 2027, 90% of organizations are expected to adopt a hybrid cloud model [CloudSyntrix][Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"In 2023, 72% of enterprises had already implemented hybrid cloud, with adoption continuing to expand across company sizes [Mordor Intelligence][Business Research Company][TBRC].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"48% of IT leaders say hybrid cloud will be essential to their operations within 12\u201324 months, and 22% plan to accelerate adoption in 2025 [CloudSyntrix][Rackspace].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Financial services, healthcare, and manufacturing are leading hybrid cloud adoption due to high regulatory and security needs [CloudSyntrix].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Hybrid cloud helps reduce costs, avoid vendor lock-in, and maintain greater control over sensitive data while scaling workloads in the public cloud [CloudSyntrix][CISO Mag][TBRC].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"North America remains the largest hybrid cloud market in 2025, while Asia-Pacific is the fastest-growing region [Mordor Intelligence].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"In Europe, large enterprises are rapidly scaling hybrid cloud strategies, particularly in regulated sectors [Business Research Company][TBRC].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"The hybrid cloud market is projected to surpass $400 billion by 2030, solidifying its role as the dominant model for enterprise IT [Mordor Intelligence][IMARC Group].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Gartner predicts that 90% of organizations will adopt hybrid cloud by 2027, and data synchronization for GenAI workloads will become a top priority [Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Despite growth, hybrid cloud success hinges on achieving operational consistency across public and private infrastructure, which remains a key challenge for IT teams [CloudSyntrix][TBRC].\"})})]}),/*#__PURE__*/n(\"h2\",{children:[\"Hybrid Cloud Growth Summary\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/e(\"figure\",{className:\"framer-table-wrapper\",children:/*#__PURE__*/e(\"table\",{children:/*#__PURE__*/n(\"tbody\",{children:[/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Metric\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"2024 Value\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"2025 Value\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"2029/2030 Value\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"CAGR (2025+)\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Market Size (USD Billion)\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"$112\u2013$148[4][5]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"$128\u2013$173[2][3][6]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"$259\u2013$430[2][6][5]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"14%\u201322%[2][3][6]\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"% Enterprises Using Hybrid\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"72% (2023)[2]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"48% see as essential[1]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"90% by 2027[1][7]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"-\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Public Cloud Spending\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"$596[7]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"$723[7]\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"-\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"21.5% (2025)[7]\"})})]})]})})}),/*#__PURE__*/e(\"h2\",{children:\"In a Nutshell\"}),/*#__PURE__*/e(\"p\",{children:\"Hybrid cloud is no longer a niche solution but a mainstream IT strategy, with strong growth projected through the end of the decade. Enterprises are prioritizing hybrid models to achieve agility, security, and cost savings, making hybrid cloud a cornerstone of digital transformation in 2025. \"}),/*#__PURE__*/e(\"h2\",{children:\"Sources\"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.cloudsyntrix.com/blogs/the-hybrid-cloud-market-in-2025-trends-growth-drivers-and-future-projections/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.cloudsyntrix.com/blogs/the-hybrid-cloud-market-in-2025-trends-growth-drivers-and-future-projections/\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.mordorintelligence.com/industry-reports/hybrid-cloud-market\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.mordorintelligence.com/industry-reports/hybrid-cloud-market\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://cisomag.com/cloud-is-booming-and-it-is-going-to-get-better-in-2025-and-beyond/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://cisomag.com/cloud-is-booming-and-it-is-going-to-get-better-in-2025-and-beyond/\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.thebusinessresearchcompany.com/report/hybrid-cloud-global-market-report\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.thebusinessresearchcompany.com/report/hybrid-cloud-global-market-report\"})}),\"\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.imarcgroup.com/hybrid-cloud-market\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.imarcgroup.com/hybrid-cloud-market\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://blog.tbrc.info/2025/04/hybrid-cloud-market-3/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://blog.tbrc.info/2025/04/hybrid-cloud-market-3/\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.rackspace.com/newsroom/new-research-rackspace-technology-2025-state-cloud-report\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.rackspace.com/newsroom/new-research-rackspace-technology-2025-state-cloud-report\"})})})})]})]});export const richText1=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/e(\"h2\",{children:\"Cloud Computing Growth Landscape\"}),/*#__PURE__*/e(\"p\",{children:\"Cloud computing is growing more rapidly than ever in 2025, fueled by enterprise digital transformation, the rise of AI and machine learning, and a shift toward hybrid and multi-cloud strategies.The market is now experiencing double-digit growth, with spending and adoption rates reaching new highs across industries and regions.\"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of reputable sources like Gartner and Precedence Research. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:\"Key Cloud Computing Growth Statistics for 2025 \"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Cloud computing continues to expand aggressively in 2025 depending on the source, reflecting rapid growth across industries [MarketsandMarkets][Precedence Research][Grand View Research][Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Cloud market CAGR estimates range between 16.3% and 21.2% through 2030, showcasing strong long-term momentum [Precedence Research][Grand View Research][Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"By 2034, the total cloud computing market could surpass $5.1 trillion, driven by sustained demand and technology integration [Precedence Research].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Public cloud end-user spending is forecast to grow 21.5% year-over-year, reaching $723.4 billion in 2025, up from $595.7 billion in 2024 [CIO Dive][Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"96% of companies are using public cloud services, and 84% have adopted private cloud solutions, showing nearly universal enterprise reliance on cloud infrastructure [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"60% of business data is currently stored in the cloud, a sharp increase from 25% in 2015 [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"By 2025, 50% of all data worldwide will be cloud-based, as total data volume reaches 200 zettabytes globally [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Gartner forecasts that 90% of organizations will use hybrid cloud strategies by 2027, blending public and private cloud for resilience and control [Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Hyperscalers are making unprecedented capital investments: AWS, Microsoft, and Google are each planning to spend tens of billions of dollars on data centers and AI infrastructure in 2025 [Canalys].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"All segments of the cloud market are expected to maintain double-digit growth through 2030 [Gartner].\"})})]}),/*#__PURE__*/e(\"h2\",{children:\"In a Nutshell\"}),/*#__PURE__*/e(\"p\",{children:\"Cloud computing has become a core part of how businesses operate around the world, with growth powered by AI, hybrid cloud strategies, and the ongoing digital transformation across industries. 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The cloud is central to IT strategies, supporting everything from AI to remote work. \"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of reputable sources like Gartner and industry leaders like Spacelift. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:\"Key Cloud Usage Statistics for 2025 \"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"96% of companies now use public cloud services, while 84% also use private clouds, reflecting widespread enterprise adoption [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"92\u201393% of organizations have adopted a multi-cloud strategy, using an average of 4.8 different clouds [Spacelift][Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Hybrid cloud adoption is expected to reach 90% by 2027, as organizations seek flexibility and redundancy [Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"More than 50% of enterprise and SMB workloads currently run in public cloud environments [AscendCloud].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"60% of business data is now stored in the cloud, compared to 48% storing their most critical data there in 2023 [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"The average enterprise uses 1,295 cloud services, while individual employees use around 36 cloud-based tools daily [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"2.3 billion people now use personal cloud services like Google Drive, Dropbox, and iCloud\u2014more than double from a decade ago [Spacelift].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Global public cloud spend is projected to reach $723.4 billion in 2025, up 21.5% from 2024 [Gartner].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Organizations expect a 28% increase in cloud budgets this year, with actual spending exceeding budgets by 17% on average [Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"82% of cloud leaders say their top challenge is managing cloud spend, driving a focus on cost governance [Flexera][Flexera Blog].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"59% of organizations now have a dedicated FinOps team, up from 51% last year, to improve financial accountability in the cloud [Flexera Blog].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"50% of companies are already using generative AI in the public cloud, the fastest adoption ever recorded for a cloud service [Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"75% of enterprise data is expected to be generated and processed at the edge by 2025, outside of traditional cloud or data centers [Market.us].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"60% of organizations rely on managed service providers (MSPs) for some aspect of their public cloud management [Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Despite optimization efforts, 27% of cloud spend is still wasted, underscoring the ongoing challenge of usage efficiency [Flexera].\"})})]}),/*#__PURE__*/e(\"h2\",{children:\"In a Nutshell\"}),/*#__PURE__*/e(\"p\",{children:\"Cloud usage in 2025 is characterized by near-universal adoption, rapid growth in spending, and increasing complexity as organizations embrace multi-cloud, hybrid, and edge strategies. The focus is shifting toward cost optimization, AI integration, and sustainability, ensuring that cloud remains an essential part of the global technology landscape. \"}),/*#__PURE__*/e(\"h2\",{children:\"Sources\"}),/*#__PURE__*/n(\"p\",{children:[\"1.\\xa0 \",/*#__PURE__*/e(t,{href:\"https://spacelift.io/blog/cloud-computing-statistics\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://spacelift.io/blog/cloud-computing-statistics\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[\"2. \",/*#__PURE__*/e(t,{href:\"https://scoop.market.us/cloud-computing-statistics/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://scoop.market.us/cloud-computing-statistics/\"})}),\"\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[\"3.\",/*#__PURE__*/e(t,{href:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\"})}),\"\\xa0\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[\"4. \",/*#__PURE__*/e(t,{href:\"https://info.flexera.com/CM-REPORT-State-of-the-Cloud\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://info.flexera.com/CM-REPORT-State-of-the-Cloud\"})}),\"\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[\"5.\",/*#__PURE__*/e(t,{href:\"https://www.flexera.com/blog/finops/the-latest-cloud-computing-trends-flexera-2025-state-of-the-cloud-report/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.flexera.com/blog/finops/the-latest-cloud-computing-trends-flexera-2025-state-of-the-cloud-report/\"})})]}),/*#__PURE__*/n(\"p\",{children:[\"6. \",/*#__PURE__*/e(t,{href:\"https://www.ascendcloudsolutions.com/the-cloud-in-2025-a-meta-analysis-of-trends-and-predictions\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.ascendcloudsolutions.com/the-cloud-in-2025-a-meta-analysis-of-trends-and-predictions\"})})]})]});export const richText3=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/e(\"h2\",{children:\"Cloud Migration Landscape\"}),/*#__PURE__*/e(\"p\",{children:\"Cloud migration remains a key priority for organizations looking to stay agile, scale efficiently and manage costs. In 2025, cloud migration continues to accelerate, with enterprises adopting hybrid and multi-cloud strategies, optimizing workloads, and focusing on cost management and sustainability. \"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of reputable sources like G2 and Gartner. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:\"Key Cloud Migration Statistics for 2025\"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"94% of enterprise organizations are now using cloud computing, solidifying its position as the default IT infrastructure [G2]. Moreover, 75% of tech leaders are building all new products and features directly in the cloud [G2].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Over 50% of enterprise and SMB workloads now run in public clouds, marking a significant milestone in cloud adoption [Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"Only 21% of cloud workloads have been repatriated to on-premise or data centers\u2014cloud migration still far outpaces reversal [Flexera].\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})})]}),/*#__PURE__*/n(\"li\",{\"data-preset-tag\":\"p\",children:[/*#__PURE__*/e(\"p\",{children:\"By 2027, 90% of organizations are expected to adopt hybrid cloud strategies for better flexibility and redundancy [Gartner, DuploCloud]. 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Hybrid and multi-cloud strategies are now standard as organizations feel the need for flexibility, cost optimization, and scalability. \"}),/*#__PURE__*/e(\"h2\",{children:\"Sources \"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://info.flexera.com/CM-REPORT-State-of-the-Cloud\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://info.flexera.com/CM-REPORT-State-of-the-Cloud\"})}),\"\\xa0\\xa0\\xa0\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.g2.com/articles/cloud-computing-statistics\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.g2.com/articles/cloud-computing-statistics\"})}),\"\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.flexera.com/blog/finops/the-latest-cloud-computing-trends-flexera-2025-state-of-the-cloud-report/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.flexera.com/blog/finops/the-latest-cloud-computing-trends-flexera-2025-state-of-the-cloud-report/\"})}),\"\\xa0\\xa0\\xa0\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://www.gartner.com/en/newsroom/press-releases/2024-11-19-gartner-forecasts-worldwide-public-cloud-end-user-spending-to-total-723-billion-dollars-in-2025\"})}),\"\\xa0\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://duplocloud.com/blog/whats-next-for-cloud-migration-services-in-2025/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"https://duplocloud.com/blog/whats-next-for-cloud-migration-services-in-2025/\"})}),\"\\xa0\\xa0\\xa0\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})})]})]});export const richText4=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/e(\"h2\",{children:\"Cloud Security Landscape\\xa0\"}),/*#__PURE__*/e(\"p\",{children:\"As cloud adoption accelerates, cloud security continues to be a significant concern for organizations in 2025. The frequency and impact of cloud-related breaches is only rising, primarily caused by misconfigurations, human error, and increasingly sophisticated cyber threats. \"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of leaders in the space like Sentinel One and Spacelift. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:\"Key Cloud Computing Statistics for 2025\"}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"80% of organizations experienced a cloud security breach in the past year [Sprinto] [Spacelift] [SentinelOne]. \",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"27% of businesses reported a public cloud security incident in 2024, a 10% increase from 2023 [Sprinto] [Spacelift].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"45% of organizations encountered four or more cloud-related security incidents in the past year [Spacelift].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"82% of cloud data breaches in 2023 involved data stored in the cloud [Sprinto].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"88% of all data breaches are caused by human error, with misconfigurations being the top cause [Spacelift] [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"By 2025, 99% of cloud security failures will be the customer\u2019s fault, largely due to misconfigurations [Sprinto].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Phishing was the most common type of cloud breach in 2024, impacting 73% of organizations [Spacelift] [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Public sector (88%) and startups (89%) were the most affected industries in 2023 [Sprinto] [Spacelift] [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"82% of breaches are attributed to human error, especially misconfigurations and lack of expertise [Spacelift] [SentinelOne].\"})})]}),/*#__PURE__*/n(\"ol\",{start:\"10\",children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"41% of tech companies experienced misconfiguration-related breaches [Sprinto].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"The average cost of a data breach is $4.35 million [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"31% of companies spend over $50 million per year on cloud security [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"The global cloud security market is projected to grow from $17.11 billion in 2024 to $19.71 billion in 2025 (CAGR 15.2%), and is expected to reach $43.7 billion by 2029 (CAGR 22%)[TBRC].\"})})]}),/*#__PURE__*/n(\"ol\",{start:\"14\",children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"By 2035, the market could expand to $270.5 billion, with a CAGR of 17.5% between 2025 and 2035 [MetaTech Insights].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Over 51% of organizations plan to increase investment in cloud security, focusing on incident response and compliance [SentinelOne].\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"There was a 75% increase in cloud environment intrusions from 2022 to 2023 [Sprinto] [Spacelift]. 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The latest data reveals strong momentum across all major cloud segments.\\xa0\"}),/*#__PURE__*/e(\"h2\",{children:\"How did we collect this data?\"}),/*#__PURE__*/n(\"p\",{children:[\"We put together these statistics from a variety of reputable sources such as Gartner and the International Data Corporation. All sources are cited at the bottom of this article. We are committed to data accuracy and have verified sources to ensure the reliability of the information provided. In case of any concerns or inaccuracies,\\xa0please reach out to us at \",/*#__PURE__*/e(t,{href:\"mailto:support@pump.co\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"support@pump.co\"})}),\" and we\u2019re happy to make any necessary corrections.\\xa0\"]}),/*#__PURE__*/n(\"h2\",{children:[\"Key Cloud Computing Statistics for 2025\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/e(\"p\",{children:\"1. Worldwide end-user spending on public cloud services will reach $723.4 billion in 2025, marking a 21.5% increase from 2024. [Gartner]\"}),/*#__PURE__*/e(\"p\",{children:\"2. All cloud market segments are experiencing double-digit growth, with IaaS growing fastest at 24.8%. [Gartner]\"}),/*#__PURE__*/e(\"p\",{children:\"3. Nearly one-third (29%) of organizations spend over $12 million annually on cloud services. [Flexera]\"}),/*#__PURE__*/e(\"p\",{children:\"4. SaaS remains the largest segment at $299 billion in expected 2025 spending, though growing slower than infrastructure services. [Gartner]\"}),/*#__PURE__*/e(\"p\",{children:\"5. By 2027, an estimated 90% of organizations will adopt a hybrid cloud approach. [Gartner]\"}),/*#__PURE__*/e(\"p\",{children:\"6. The top five cloud providers (Microsoft, AWS, Salesforce, Google, and Oracle) collectively hold 40.5% of global revenue. [IDC]\"}),/*#__PURE__*/e(\"p\",{children:\"7. Microsoft leads cloud providers with a 16.8% market share, followed by AWS at 12.4%. [IDC]\"}),/*#__PURE__*/e(\"p\",{children:\"8. AWS remains most popular among SMBs with 53% adoption, while Azure is used by 29%. [Flexera]\"}),/*#__PURE__*/e(\"p\",{children:\"9. Spending on cloud infrastructure reached $33 billion in Q1 2024, representing a 36.9% year-over-year increase. [IDC]\"}),/*#__PURE__*/e(\"p\",{children:\"10. 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\",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/autoscaling/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS Auto Scaling\"})})}),\", \",/*#__PURE__*/e(t,{href:\"https://cloud.google.com/recommender/docs/quickstart-recommendation-hub\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"GCP Recommendations Hub\"})})}),\", and \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/products/advisor\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Advisor\"})})}),\" to automate resource provisioning and identify areas that can be refined further.\"]})})]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Usage Optimization Benefits:\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Reduces inefficiencies.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Realigns resources based on workload demand.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Promotes a dynamic architecture that adapts flexibly to business needs.\\xa0\"})})]}),/*#__PURE__*/n(\"h2\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Rate vs Usage Optimization at a 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consumption\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Focus\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Financial agreements, pricing models\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Architectural improvements\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Strategies\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Reserved Instances, Savings Plans, CUDs\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Right-sizing, eliminating waste\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Impact\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Reduces costs without architectural changes\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Improves efficiency across cloud architecture\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Flexibility\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Requires long-term commitments\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"High flexibility with real-time adjustments\"})})]}),/*#__PURE__*/n(\"tr\",{children:[/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Best For\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Predictable workloads\"})}),/*#__PURE__*/e(\"td\",{children:/*#__PURE__*/e(\"p\",{children:\"Variable or dynamic workloads\"})})]})]})})}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Best Practices to Implement an Optimization Strategy\\xa0\"})}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"1. Review Your Cloud Usage and Spend\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Look at your cloud spend analysis and try to determine if there are any inefficiently utilized resources that may still be costing you money. Services like \",/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/aws-cost-explorer\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS Cost Explorer\"})})}),/*#__PURE__*/e(\"strong\",{children:\" \"}),\"and \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/products/cost-management\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cost Management\"})})}),\" can be of great assistance in analyzing where spending is coming from.\"]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"2. Start with Usage Optimization\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Start by addressing inefficient usage:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Right-size workloads using tools like \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/compute-optimizer/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS Compute Optimizer\"})})}),\".\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Get rid of unused resources such as idle VMs and orphaned volumes.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Automate scaling and resource allocation to enhance efficiency.\"})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"3. Layer on Rate Optimization\"})}),/*#__PURE__*/n(\"p\",{children:[\"Once your usage patterns are streamlined, implement rate optimization strategies to reduce costs:\\xa0\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Reserved Instances (RIs):\"}),\" Lock in discounts (up to 72%) for specific instances.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Savings Plans:\"}),\" Enjoy flexible discounts (up to 66%) for any instance within a family.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Group Buying:\"}),\" Use \",/*#__PURE__*/e(t,{href:\"https://www.pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump\"})})}),\" to pool commitments with other companies for AWS/Azure/GCP discounts\u2014no upfront cost.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Spot/Preemptible Instances:\"}),\" Deploy for fault-tolerant workloads and save 60\u201390%.\"]})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"4. Enable Continuous Monitoring\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Dynamically monitor spending and usage patterns in real-time using dashboards and reporting tools set for your automated cloud spend goals, such as those provided by \",/*#__PURE__*/e(t,{href:\"https://www.pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump\"})})}),\" or native tools from \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/?nc2=h_lg\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS\"})})}),\", \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-in\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure\"})})}),\", and \",/*#__PURE__*/e(t,{href:\"https://cloud.google.com/?_gl=1*6vfjgo*_up*MQ..&gclid=Cj0KCQjw_dbABhC5ARIsAAh2Z-SGZC702BcRRyNAMyo0_UIAUkI8-fMTNk1GPXL38AAwFHdraWq93A4aAhQMEALw_wcB&gclsrc=aw.ds&hl=en\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"GCP\"})})}),\". Set tracking goals and automate them to see progress.\"]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"5. Iterate Regularly\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Cloud implementations have shifting limits. Improve your spending and usage strategies on a regular basis as workloads or technologies change across different pricing models:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Forecast Demand:\"}),\" Use machine learning to predict usage spikes and adjust commitments accordingly.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Monthly Reviews:\"}),\" Hit refresh, run the optimization scripts again, and adjust tactics to remain aligned with the targets.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Adopt FinOps:\"}),\" Align cloud spending with business metrics like cost per customer for better financial management.\"]})})]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Why Balance Rate and Usage Optimization?\"})}),/*#__PURE__*/e(\"p\",{children:\"To balance your cloud costs, focus on both rate and usage optimization. This is why each is equally important:\"}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"1. Rate Optimization Alone Isn\u2019t Enough\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"What it does:\"}),\" Reduces your price per unit such as discounts or special pricing.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"The catch:\"}),\" If you\u2019re still paying for unused resources, you\u2019re just getting a discount on waste.\\xa0\"]})})]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"2. Usage Optimization Alone Isn\u2019t Enough\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"What it does:\"}),\" Guarantees you are only using the resources you truly need.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"The catch:\"}),\" Even with efficient usage, you might still overpay if you haven\u2019t secured better rates.\\xa0\"]})})]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"3. The Real Savings Come From Doing Both\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"When you optimize usage:\"}),\" Eliminate waste for everything that\u2019s paid for.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"When you optimize rates:\"}),\" Get the lowest price for those resources.\\xa0\"]})})]}),/*#__PURE__*/e(\"p\",{children:\"This way, you avoid getting different resources than what you need while paying the correct amount.\"}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Hope you take action, leverage advanced tools like \"}),/*#__PURE__*/e(t,{href:\"https://pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump\"})})}),/*#__PURE__*/e(\"strong\",{children:\" to optimize your cloud environment, and grow your business by making the most of your cloud spend.\"})]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Conclusion\\xa0\"})}),/*#__PURE__*/e(\"p\",{children:\"While the difficulty in optimizing cloud costs might seem daunting, the rewards gained from it are undoubtedly beneficial. High impact savings while preserving performance and scalability can be accrued to your organization with a balanced approach designed for both rate and usage optimization.\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"strong\",{children:\"Take the first step toward smarter cloud spending and turn your cloud investment into a competitive advantage today.\"})}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Join Pump for Free\"})}),/*#__PURE__*/n(\"p\",{children:[\"If you are an early-stage startup that wants to save on cloud costs, use this opportunity. If you are a start-up business owner who wants to cut down the cost of using the cloud, then this is your chance. \",/*#__PURE__*/e(t,{href:\"https://pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump helps you save up to 60% in cloud costs\"})})}),\", and the best thing about it is that it is absolutely free!\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump\"})})}),\" provides personalized solutions that allow you to effectively manage and optimize your \",/*#__PURE__*/e(\"strong\",{children:\"Azure, GCP and AWS spending\"}),\". \",/*#__PURE__*/e(t,{href:\"https://pump.co/why-pump\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Take complete control over your cloud expenses\"})})}),\" and ensure that you get the most from what you have invested. Who would pay more when we can save better?\"]}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"strong\",{children:\"Are you ready to take control of your cloud expenses?\"})}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Similar Blog Posts\"})}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/aws-finops\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"AWS FinOps - Cloud Cost Optimization Best Practices\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/aws-sns-pricing\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"AWS SNS Pricing - Cost Breakdown & Optimization\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/how-does-pump-find-60-savings-on-aws\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"How does Pump find 60% savings on AWS\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/how-pump-helps-new-companies\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"How Pump Helps New Companies Maximize AWS Discounts\"})})})})]})]});export const richText7=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/e(\"p\",{children:\"The global GPU shortage has ML engineers and data scientists at the mercy of resource availability. Even with essential GPUs, the race to AI and ML innovation is becoming increasingly difficult due to stalled initiatives resulting from lack of availability.\"}),/*#__PURE__*/n(\"p\",{children:[\"This is where \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/capacityblocks/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS EC2 Capacity Blocks\"})})}),\" take the stage. The predictability of GPU access issues in the AWS world is solved by allowing companies to reserve GPU capacity ahead of time. ML teams can meet deadlines now and complete goals without worrying about resource allocation.\"]}),/*#__PURE__*/n(\"p\",{children:[\"In this blog, we are going to explore the GPU shortage problem in depth, understand \",/*#__PURE__*/e(t,{href:\"https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-capacity-blocks.html\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"how Capacity Blocks function\"})})}),\", and explore the reasons behind being a turning point for work ML workloads. We also aim to provide a guide in the end focused on strategies to get the most out of your reservations.\"]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"What Is Causing the Global GPU Shortage?\"})}),/*#__PURE__*/n(\"p\",{children:[\"The global GPU shortage in 2025 can singularly be attributed to these factors:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"AI and Enterprise Demand\"}),\": Escalated growth of AI and ML has resulted in surpassing demand for the GPUs. An example being enterprise clients claiming \",/*#__PURE__*/e(t,{href:\"https://finance.yahoo.com/news/heres-why-nvidia-stock-could-111500406.html\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"60% of Nvidia\u2019s production capacity in Q1 2025\"})})}),\".\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Manufacturing and Disruptions\"}),\": Semiconductor manufacturing plants are currently at maximum utilization, and an earthquake in January disrupted production at TSMC, the world\u2019s leading chip manufacturer.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Supply Chain Issues\"}),\": Shipping delays, increasing prices, and a lack of available components continue to restrict GPU accessibility.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Market Impact\"}),\": Apart from gaming, companies in AI, research, and content creation are experiencing higher than usual prices and restricted availability, which in turn stunts progress.\"]})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"How the Shortage Impacts Companies\"})}),/*#__PURE__*/n(\"p\",{children:[\"The scarcity of \",/*#__PURE__*/e(t,{href:\"https://www.perplexity.ai/page/the-gpu-shortage-explained-ori-7BswhHKvT_idmwUL0P845Q\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"GPUs has a profound impact\"})})}),\" on different companies:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Delayed product launches and higher costs.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Reduced innovation, especially for smaller companies.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Slower AI development cycles and reduced overall effectiveness.\"})})]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Why ML Teams Need a New Strategy\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Plan and Reserve Resources\"}),\": Use cloud-based reservations for predictable access, such as \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/capacityblocks/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS EC2 Capacity Blocks\"})})}),\".\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Optimize Workloads\"}),\": Implement model compression and mixed-precision training for better GPU utilization.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Diversify Supply Chains\"}),\": Mitigate single-supplier dependency through multi-cloud approaches and by alternative supply with lower market reliance.\"]})})]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"How AWS Offers Relief\"})}),/*#__PURE__*/e(\"p\",{children:\"GPU elastic scale out is now being offered by cloud service providers like AWS. Their GPU P5 and P4d instances compute bound workloads and provide and high-performance ML training and inference environment purchase cut bereft of physical infrastructure investments.\"}),/*#__PURE__*/n(\"p\",{children:[\"AWS's hardware-accelerated ecosystem delivers options like:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://docs.aws.amazon.com/ec2/latest/instancetypes/ac.html\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Accelerated Computing Instances\"})})}),\" (ideal for high-performance ML training and inference workloads).\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ai/machine-learning/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Cloud-Based ML Infrastructure\"})})}),\" that scales with demand.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/ultraclusters/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"EC2 UltraClusters\"})})}),\" provide petabyte-scale networking designed for parallel model training.\"]})})]}),/*#__PURE__*/e(\"p\",{children:\"But beyond scaling GPU access, what AWS offers is more dependable, assuredly on-time, and predictably adjustable solutions tailored to specifics.\\xa0\"}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"What Are AWS EC2 Capacity Blocks?\"})}),/*#__PURE__*/e(\"p\",{children:\"These are GPU resource pre-booking arrangements for ML workloads. They ensure that GPUs can be avoided, avoiding order-and-on demand problems.\"}),/*#__PURE__*/n(\"p\",{children:[\"Key features include:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Future-Dated Reservations:\"}),\" Figure of \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/blogs/aws/announcing-future-dated-amazon-ec2-on-demand-capacity-reservations/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"8-week reservation window\"})})}),\" for capacity guarantee maxed to 30 days.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Guaranteed Availability:\"}),\" Lock in resources for critical workloads and scheduled training activities.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Compatible Instance Types:\"}),\" \",/*#__PURE__*/e(t,{href:\"https://docs.aws.amazon.com/dlami/latest/devguide/gpu.html\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Supported on instances\"})})}),\" with world-leading GPUs NVIDIA H100, P5, and P4d.\"]})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"Use Cases for Capacity Blocks\"})}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/capacityblocks/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS EC2 Capacity Blocks\"})})}),\" support a variety of mission-critical company functions such as:\",/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Training Large-Scale ML Models:\"}),\" Avoid expensive delays in delivering high-performance models by providing GPU resource guarantees.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Running Scheduled Experiments:\"}),\" Execute short-term plan with predictable resource provision.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Scaling Distributed Workloads:\"}),\" Utilize collocated compute infrastructure for a significant speedup in distributed training to enhance computational tasks.\"]})})]}),/*#__PURE__*/n(\"h2\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Why Capacity Blocks Matter for ML Teams\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Predictable GPU Access:\"}),\" Timely GPU access with no queuing issues or scrambling for GPU instances during peak-demand periods.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"High-Performance Networking:\"}),\" Utilize collocated compute resources to accelerate distributed model training.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Customized Reservation Options:\"}),\" Buying of specific instance types is tailored to workload requirements\"]})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"Improved Efficiency and Cost Management\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Setting aside resources leads to greater efficiency, cost savings, and more streamlined operations. \",/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/optimization-with-reserved-capacity\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Reserved resources eliminate downtimes\"})})}),\" by ensuring availability and avoiding high costs linked with on-demand pricing. 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This forces you to scramble for solutions, increases your overall cost, and delays the overall training phase.\"}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"How EC2 Capacity Blocks Provide Solutions\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"With \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/capacityblocks/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"EC2 Capacity Blocks\"})})}),\", you can avoid this scenario entirely. Let\u2019s say your team is aware that the training phase is scheduled to occur over the following two weeks. By using Capacity Blocks, you can pre-purchase \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/blogs/aws/new-amazon-ec2-p5-instances-powered-by-nvidia-h100-tensor-core-gpus-for-accelerating-generative-ai-and-hpc-applications/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"NVIDIA H100-based GPU instances\"})})}),\" for that specific time and date. This ensures that you will have the resources at hand exactly for when you need them, thus providing a smooth training, deadline adherence, and cost predictability.\"]}),/*#__PURE__*/n(\"p\",{children:[\"Without Capacity Blocks, the ability to rely on demand GPU allocation can, \",/*#__PURE__*/e(\"strong\",{children:\"and will eventually lead to resource dependency bottlenecks to sustain your workloads during peak resource demand period\"}),\"s. Capacity Blocks help focus on delivering results by removing that unpredictability.\"]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"How to Reserve AWS EC2 Capacity Blocks\\xa0\"})}),/*#__PURE__*/n(\"ol\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Log in to your \",/*#__PURE__*/e(t,{href:\"https://us-west-1.console.aws.amazon.com/console/home?region=us-west-1#\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"AWS Console Account\"})})})]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Go to the EC2 Dashboard\"}),\": Look for Capacity reservations under the EC2 dashboard.\"]})})]}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"387\",src:\"https://framerusercontent.com/images/CVvpsc0F3oOuV3cVGyf9IyVaWQ.png\",srcSet:\"https://framerusercontent.com/images/CVvpsc0F3oOuV3cVGyf9IyVaWQ.png?scale-down-to=512 512w,https://framerusercontent.com/images/CVvpsc0F3oOuV3cVGyf9IyVaWQ.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/CVvpsc0F3oOuV3cVGyf9IyVaWQ.png 1600w\",style:{aspectRatio:\"1600 / 774\"},width:\"800\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/e(\"ol\",{start:\"3\",children:/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Choose the capacity reservations types\"}),\": Select\",/*#__PURE__*/e(\"strong\",{children:\" \"}),\"Purchase Capacity Blocks for ML.\"]})})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"387\",src:\"https://framerusercontent.com/images/bgip0kQIwWG9fNRj7rVQYZ5M.png\",srcSet:\"https://framerusercontent.com/images/bgip0kQIwWG9fNRj7rVQYZ5M.png?scale-down-to=512 512w,https://framerusercontent.com/images/bgip0kQIwWG9fNRj7rVQYZ5M.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/bgip0kQIwWG9fNRj7rVQYZ5M.png 1600w\",style:{aspectRatio:\"1600 / 774\"},width:\"800\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/e(\"ol\",{start:\"4\",children:/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"strong\",{children:\"Specify Your Capacity Requirements\"})})})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"387\",src:\"https://framerusercontent.com/images/sTkHlJFQzXLN4EOAQr55dP9gtM.png\",srcSet:\"https://framerusercontent.com/images/sTkHlJFQzXLN4EOAQr55dP9gtM.png?scale-down-to=512 512w,https://framerusercontent.com/images/sTkHlJFQzXLN4EOAQr55dP9gtM.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/sTkHlJFQzXLN4EOAQr55dP9gtM.png 1600w\",style:{aspectRatio:\"1600 / 774\"},width:\"800\"}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Select the instance that best suits your ML/AI workload. 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The price you see is the price you pay.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Examples of Pricing:\"}),\" In \",/*#__PURE__*/e(t,{href:\"https://aws.amazon.com/ec2/capacityblocks/pricing/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"US East (N. Virginia)\"})})}),\", hourly rates for GPUs range from $9.532 (trn1.32xlarge) to $98.32 (p5.48xlarge), with upfront billing for the reserved period.\"]})})]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Conclusion\"})}),/*#__PURE__*/e(\"p\",{children:\"To maintain the edge in the rat race of AI and ML technologies, companies have to focus on driving efficiency with allocated GPU resources. Adopting a proactive reservation approach enables companies to ensure seamless processes for development and deployment. Taking actions to reserve the capacity, prep teaching teams, and partnering with AWS specialists will greatly accelerate procedures and serve as an indispensable asset in the innovation-performance quotient. Scheduling GPUs is no longer an operations decision, but a competitive strategy.\"}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Join Pump for Free\"})}),/*#__PURE__*/n(\"p\",{children:[\"If you are an early-stage startup that wants to save on cloud costs, use this opportunity. If you are a start-up business owner who wants to cut down the cost of using the cloud, then this is your chance. \",/*#__PURE__*/e(t,{href:\"https://pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump helps you save up to 60% in cloud costs\"})})}),\", and the best thing about it is that it is absolutely free!\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://pump.co/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Pump\"})})}),\" provides personalized solutions that allow you to effectively manage and optimize your \",/*#__PURE__*/e(\"strong\",{children:\"Azure, GCP and AWS spending\"}),\". \",/*#__PURE__*/e(t,{href:\"https://pump.co/why-pump\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Take complete control over your cloud expenses\"})})}),\" and ensure that you get the most from what you have invested. Who would pay more when we can save better?\"]}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"strong\",{children:\"Are you ready to take control of your cloud expenses?\"})}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Similar Blog Posts\"})}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/aws-finops\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"AWS FinOps - Cloud Cost Optimization Best Practices\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/ec2-reserved-instance-pricing\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"Choosing a Payment Option for EC2 Reserved Instances\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/how-does-pump-find-60-savings-on-aws\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"How does Pump find 60% savings on AWS\"})})})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://www.pump.co/blog/aws-ec2-pricing\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:\"AWS EC2 Pricing - Cost Breakdown & Savings Guide\"})})})})]})]});export const richText8=/*#__PURE__*/n(i.Fragment,{children:[/*#__PURE__*/n(\"p\",{children:[\"In the age of the cloud, controlling costs in a database is more critical than ever. \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/products/cosmos-db\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Microsoft Azure Cosmos DB\"})})}),\" is at the top of the list for companies because of its performance, global distribution, and scalability. 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By the end of this blog, you will learn to optimize profits from spending too much on Cosmos DB.\\xa0\\xa0\"]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"What is Microsoft Azure Cosmos DB?\"})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"390\",src:\"https://framerusercontent.com/images/fJoOufgKI837TJAxEGkJW0oU4.png\",srcSet:\"https://framerusercontent.com/images/fJoOufgKI837TJAxEGkJW0oU4.png?scale-down-to=512 512w,https://framerusercontent.com/images/fJoOufgKI837TJAxEGkJW0oU4.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/fJoOufgKI837TJAxEGkJW0oU4.png 1600w\",style:{aspectRatio:\"1600 / 781\"},width:\"800\"}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/products/cosmos-db\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cosmos DB\"})})}),\" is a NoSQL fully hosted database service with different supported data models such as documents, key-value pairs, graphs, and column-family. It is recognized for having a global reach with multiple active replicates, client-stable sets, low latency data retrieval, and five levels of consistency that can be offered to customers, which address varying company needs.\"]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Key Features\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Global Distribution\"}),\": Guarantee access with low latency from any location by replicating data globally.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Automatic Scaling\"}),\": Flexible resource allocation based on the current workload.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Multi-Model API Support\"}),\": Provide API access for MongoDB, Cassandra, Gremlin, SQL, and more.\"]})})]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Use Cases\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Real-time analytics\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Multi-region e-commerce platforms\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"IoT applications\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Tailored customer interactions\"})})]}),/*#__PURE__*/e(\"p\",{children:\"Regardless of whether you are developing a startup application or an enterprise product, Cosmos DB provides unparalleled agility and dependability.\"}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"How Azure Cosmos DB Works\"})}),/*#__PURE__*/n(\"p\",{children:[\"To grasp the expenses associated with it, one must understand how \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/products/cosmos-db\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cosmos DB\"})})}),\" is structured and how it manages data.\"]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Core Concepts\"}),/*#__PURE__*/e(\"br\",{}),/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/dotnet/api/microsoft.azure.cosmos.container?view=azure-dotnet\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Containers\"})})}),\" are defined as subset groups of Items (rows/records) that are logically arranged within a database.\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/how-to-dotnet-create-item\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Items\"})})}),\" constitute the smallest fragment of information which can take the form of documents in JSON, also described as a single unit.\\xa0\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/request-units\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Request Units\"})})}),\" utilized for carrying out chunks of work like reading, writing, or querying data in a database.\"]})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"Partitioning and Global Distribution\"})}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Partitioning\"})})}),\" helps to achieve scalability by slicing your data into pieces (partitions) using the provided partition key. \",/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/global-dist-under-the-hood\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Global distribution\"})})}),\" lets you replicate data across multiple regions for consistency and reliability.\"]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Deep Dive into Azure Cosmos DB Pricing Structure\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Pricing models are specific to the patterns of use for \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/standard-provisioned/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cosmos DB\"})})}),\". Let\u2019s break them down along with their costs:\"]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"1. Standard Provisioned Throughput Model\\xa0\"})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"261\",src:\"https://framerusercontent.com/images/PbI1EkCEGdrGTOTon3Z2loywQ.png\",srcSet:\"https://framerusercontent.com/images/PbI1EkCEGdrGTOTon3Z2loywQ.png?scale-down-to=512 512w,https://framerusercontent.com/images/PbI1EkCEGdrGTOTon3Z2loywQ.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/PbI1EkCEGdrGTOTon3Z2loywQ.png 1438w\",style:{aspectRatio:\"1438 / 522\"},width:\"719\"}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/standard-provisioned/#:~:text=RU%20calculator).-,Standard%20(manual)%20provisioned%20throughput,-Directly%20manage%20capacity\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Standard Provisioned Throughput\"})})}),\" suggests one can allocate effort as one manages capacity through pre-assigning RU/s specific to an allocation group and its demand emulated by the general workload.\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Minimum Throughput\"}),\": It starts at 400 RU/s and is adjustable in steps of \",/*#__PURE__*/e(\"strong\",{children:\"100 RU/s\"}),\" through the Azure portal or programmatically via API.\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Standard Pricing\"}),\":\\xa0\"]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"$0.008 per 100 RU/s per hour for single-region write accounts without multi-region distribution or availability zones (AZ).\\xa0\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Multi-region write accounts or accounts with AZ have adjusted pricing (e.g., $0.016 per 100 RU/s per hour for multi-region writes).\\xa0\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[\"Discounts available through Reserved Capacity for \",/*#__PURE__*/e(\"strong\",{children:\"1 or 3 year commitments (up to 30%).\\xa0\"})]})})]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Billing\"}),\": Hourly costs based on metered throughput to your database or container.\\xa0\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Good For\"}),\": Applications with consistent and predictable workloads as well as large or critical performance requirements.\"]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"2. Serverless Model\"})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"159\",src:\"https://framerusercontent.com/images/stfovZmztfZWBkv3ml5IIXWBSdA.png\",srcSet:\"https://framerusercontent.com/images/stfovZmztfZWBkv3ml5IIXWBSdA.png?scale-down-to=512 512w,https://framerusercontent.com/images/stfovZmztfZWBkv3ml5IIXWBSdA.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/stfovZmztfZWBkv3ml5IIXWBSdA.png 1438w\",style:{aspectRatio:\"1438 / 319\"},width:\"719\"}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/serverless/#:~:text=Gremlin%2C%20and%20Table.-,Serverless,-Serverless%20makes%20it\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Serverless model\"})})}),\" has no minimum operations or required throughput provisioning, charging only for the database activity performed and storage used. This approach allows for in-the-moment resource allocation without prior management planning, operating under a pay-per-request model.\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Cost Details:\"}),\"\\xa0\"]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Serverless Request Units:\"}),\" $0.25 per 1,000,000 RU\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"With Availability Zone: \"}),\"$0.25 per 1,000,000 RU x 1.25\\xa0\"]})})]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Good For:\"}),\" Small applications, development, testing, or workloads with low or erratic traffic.\\xa0\"]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"3. Autoscale Provisioned Throughput Model\"})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"226\",src:\"https://framerusercontent.com/images/39QjE7PcOzMAjU5drYlssZKSpdw.png\",srcSet:\"https://framerusercontent.com/images/39QjE7PcOzMAjU5drYlssZKSpdw.png?scale-down-to=512 512w,https://framerusercontent.com/images/39QjE7PcOzMAjU5drYlssZKSpdw.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/39QjE7PcOzMAjU5drYlssZKSpdw.png 1438w\",style:{aspectRatio:\"1438 / 453\"},width:\"719\"}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/autoscale-provisioned/#:~:text=RU%20calculator).-,Autoscale%20provisioned%20throughput,-Eliminate%20the%20need\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Autoscaling\"})})}),\" removes the labour of managing capacity by adjusting throughput from \",/*#__PURE__*/e(\"strong\",{children:\"10% to 100% of a predetermined maximum RU/s.\"}),\" Autoscaling manages spending during non-peak hours while scaling to the necessary levels during peak traffic. These lower limits can be set as low as 1,000 RU/s through the Azure portal or API.\"]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Cost Details\"}),\":\\xa0\"]}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Single-region write account\"}),\": $0.012/hour (based on 100 RU/s x 1.5 x 1 region).\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Single-region write with data distributed across multiple regions\"}),\": $0.012/hour per 100 RU/s x 1.5 x N regions.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Multi-region write account\"}),\": $0.016/hour per 100 RU/s x N regions.\\xa0\"]})})]}),/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Note: \"}),\"Availability zones incur no additional charge with autoscale provisioned throughput.\\xa0\"]}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"strong\",{children:\"Good For:\"})}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Automatically scales to meet demand without manual configuration.\\xa0\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Cost-sustainable for services with variable workloads.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Pricing is based on the peak RU/s consumed in an hour, optimising the pay-as-you-go policy.\"})})]}),/*#__PURE__*/e(\"h3\",{children:/*#__PURE__*/e(\"strong\",{children:\"Additional Pricing Factors\"})}),/*#__PURE__*/e(\"ol\",{children:/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/serverless/#:~:text=%240.25-,Consumed%20Storage,-Azure%20Cosmos%20DB\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Storage Costs:\\xa0\"})})})})})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"158\",src:\"https://framerusercontent.com/images/FPGucfoG1IMoviJYsMegikYf0.png\",srcSet:\"https://framerusercontent.com/images/FPGucfoG1IMoviJYsMegikYf0.png?scale-down-to=512 512w,https://framerusercontent.com/images/FPGucfoG1IMoviJYsMegikYf0.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/FPGucfoG1IMoviJYsMegikYf0.png 1438w\",style:{aspectRatio:\"1438 / 317\"},width:\"719\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Storing transactional storage costs $0.25 per GB per month.\\xa0\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Analytical storage is more affordable at $0.02 per GB per month.\\xa0\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Companies need to analyze the data type and usage frequency to avoid unnecessary storage expenses.\\xa0\"})})]}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/e(\"ol\",{start:\"2\",children:/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/serverless/#:~:text=0.02/month-,Backup%20storage,-Accounts%20can%20select\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Backup and Restore:\"})})}),\"\\xa0\"]})})}),/*#__PURE__*/e(\"img\",{alt:\"\",className:\"framer-image\",height:\"320\",src:\"https://framerusercontent.com/images/EPz1KIT56hk9WUp7qOz00rA9ko.png\",srcSet:\"https://framerusercontent.com/images/EPz1KIT56hk9WUp7qOz00rA9ko.png?scale-down-to=512 512w,https://framerusercontent.com/images/EPz1KIT56hk9WUp7qOz00rA9ko.png?scale-down-to=1024 1024w,https://framerusercontent.com/images/EPz1KIT56hk9WUp7qOz00rA9ko.png 1438w\",style:{aspectRatio:\"1438 / 641\"},width:\"719\"}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/n(\"ul\",{children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"The initial two periodic backups are complimentary. From the third backup onwards, incremental backups or continuous backups become chargeable $0.12 per copy per month.\"})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/e(\"p\",{children:\"Continuous backups incur higher costs, they offer better data recovery options. Assess backup needs accordingly and put emphasis on critical data only.\\xa0\"})})]}),/*#__PURE__*/e(\"p\",{children:/*#__PURE__*/e(\"br\",{className:\"trailing-break\"})}),/*#__PURE__*/n(\"ol\",{start:\"3\",children:[/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Multi-Region Writes\"}),\": Enabling multiple write regions for \",/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/optimize-cost-regions\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"global access comes with considerable costs\"})})}),\" as multiple replicas of the data across various regions have to be maintained.\\xa0\"]})}),/*#__PURE__*/e(\"li\",{\"data-preset-tag\":\"p\",children:/*#__PURE__*/n(\"p\",{children:[/*#__PURE__*/e(\"strong\",{children:\"Indexing Costs\"}),\": \",/*#__PURE__*/e(t,{href:\"https://learn.microsoft.com/en-us/azure/cosmos-db/index-overview\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Automatic indexing\"})})}),\" increases dataset query speed but also adds additional expenses, especially for larger datasets. Failure to index non-primary datasets affords significant savings.\\xa0\"]})})]}),/*#__PURE__*/n(\"p\",{children:[\"Selecting the appropriate pricing model as well as the type of storage features allows efficient management of company costs on \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/serverless/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cosmos DB\"})})}),\" without hindering their performance and scalability requirements.\"]}),/*#__PURE__*/e(\"h2\",{children:/*#__PURE__*/e(\"strong\",{children:\"Optimizing Azure Cosmos DB Costs\\xa0\"})}),/*#__PURE__*/n(\"p\",{children:[\"Keeping performance in consideration, managing costs for \",/*#__PURE__*/e(t,{href:\"https://azure.microsoft.com/en-us/pricing/details/cosmos-db/serverless/\",motionChild:!0,nodeId:\"AReWs55_O\",openInNewTab:!1,scopeId:\"contentManagement\",smoothScroll:!1,children:/*#__PURE__*/e(r.a,{children:/*#__PURE__*/e(\"strong\",{children:\"Azure Cosmos DB\"})})}),\" can be handled with ease. Here are a few strategies that can help you manage your costs effectively:\\xa0\\xa0\"]}),/*#__PURE__*/n(\"h3\",{children:[/*#__PURE__*/e(\"strong\",{children:\"1. 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