Why cloud spending keeps rising as AI moves into daily operations

CloudTech is part of the TechForge Publications seriesView AllAI NewsDeveloperIoT NewsMarketing TechTechHQTech Wire AsiaTelecomsView AllAI NewsDeveloperIoT NewsMarketing TechTechHQTech Wire AsiaTelecomsTechForge SearchNewsCategoriesCloud in ActionCloud MigrationCloud ROI & CostInternal Change ManagementMissteps & LessonsSME & Startup CloudEditorial DeskAnnouncements & AnalysisForecasts & TrendsMigrations: Behind the ScenesTechEx EventsFeaturesInterviewsPodcastsSponsored ContentVideosWebinarsFuture of CloudAI & CloudCloud EthicsEdge & Distributed CloudOpen CloudQuantum & CloudServerless ArchitectureSustainable CloudIndustry PerspectivesEducation & ResearchFinanceHealthcare & Life SciencesLegal & HRMedia, Gaming & CreativePublic SectorRetail & ConsumerMarket IntelligenceCloud StartupsEarnings & Market ShareEvent CoverageMergers & AcquisitionsVendor Roadmaps & LeadershipSecurity, Privacy & TrustCloud CybersecurityCyber Security & Cloud ExpoEncryption & Data PrivacyGovernance, Risk & ComplianceIdentity & AccessStrategy & Decision-MakingChoosing a Cloud StrategyFinOps & BudgetsLock-In & ExitMulti- & Hybrid CloudProcurement & ContractsSkills & HiringTechnology StackBig VendorsContainers & KubernetesDatabases & Data PlatformsInfrastructure as CodeObservability & MonitoringXaaS ModelsEventsResourcesOn-demand WebinarsExclusive VideosPodcastsAll ResourcesMoreAdvertiseAbout UsContact Us SearchNewsCategoriesCloud in ActionCloud MigrationCloud ROI & CostInternal Change ManagementMissteps & LessonsSME & Startup CloudEditorial DeskAnnouncements & AnalysisForecasts & TrendsMigrations: Behind the ScenesTechEx EventsFeaturesInterviewsPodcastsSponsored ContentVideosWebinarsFuture of CloudAI & CloudCloud EthicsEdge & Distributed CloudOpen CloudQuantum & CloudServerless ArchitectureSustainable CloudIndustry PerspectivesEducation & ResearchFinanceHealthcare & Life SciencesLegal & HRMedia, Gaming & CreativePublic SectorRetail & ConsumerMarket IntelligenceCloud StartupsEarnings & Market ShareEvent CoverageMergers & AcquisitionsVendor Roadmaps & LeadershipSecurity, Privacy & TrustCloud CybersecurityCyber Security & Cloud ExpoEncryption & Data PrivacyGovernance, Risk & ComplianceIdentity & AccessStrategy & Decision-MakingChoosing a Cloud StrategyFinOps & BudgetsLock-In & ExitMulti- & Hybrid CloudProcurement & ContractsSkills & HiringTechnology StackBig VendorsContainers & KubernetesDatabases & Data PlatformsInfrastructure as CodeObservability & MonitoringXaaS ModelsEventsResourcesOn-demand WebinarsExclusive VideosPodcastsAll ResourcesMoreAdvertiseAbout UsContact Us Subscribe Subscribe SearchNewsCategoriesCloud in ActionCloud MigrationCloud ROI & CostInternal Change ManagementMissteps & LessonsSME & Startup CloudEditorial DeskAnnouncements & AnalysisForecasts & TrendsMigrations: Behind the ScenesTechEx EventsFeaturesInterviewsPodcastsSponsored ContentVideosWebinarsFuture of CloudAI & CloudCloud EthicsEdge & Distributed CloudOpen CloudQuantum & CloudServerless ArchitectureSustainable CloudIndustry PerspectivesEducation & ResearchFinanceHealthcare & Life SciencesLegal & HRMedia, Gaming & CreativePublic SectorRetail & ConsumerMarket IntelligenceCloud StartupsEarnings & Market ShareEvent CoverageMergers & AcquisitionsVendor Roadmaps & LeadershipSecurity, Privacy & TrustCloud CybersecurityCyber Security & Cloud ExpoEncryption & Data PrivacyGovernance, Risk & ComplianceIdentity & AccessStrategy & Decision-MakingChoosing a Cloud StrategyFinOps & BudgetsLock-In & ExitMulti- & Hybrid CloudProcurement & ContractsSkills & HiringTechnology StackBig VendorsContainers & KubernetesDatabases & Data PlatformsInfrastructure as CodeObservability & MonitoringXaaS ModelsEventsResourcesOn-demand WebinarsExclusive VideosPodcastsAll ResourcesMoreAdvertiseAbout UsContact Us Hamburger Toggle Menu AI & Cloud, Cloud ROI & Cost, Forecasts & Trends, Future of Cloud, Market Intelligence, Multi- & Hybrid Cloud, Skills & Hiring, Strategy & Decision-MakingWhy cloud spending keeps rising as AI moves into daily operationsMuhammad Zulhusni20th January 2026 Share this story: Tags:AIcloudcloud infrastructurecloud researchspendingCategories::AI & CloudCloud ROI & CostForecasts & TrendsFuture of CloudMarket IntelligenceMulti- & Hybrid CloudSkills & HiringStrategy & Decision-MakingThe cloud is not treated as a place to experiment.For many enterprises, it’s become the default environment for running AI systems that support daily work.That shift, more than any headline figure, explains why cloud spending continues to climb.Instead of short trials or isolated pilots, AI workloads are now tied to core functions like forecasting, planning, and customer operations.

Once these systems move into regular use, they demand steady access to compute power, storage, and networking.That need has kept demand for cloud infrastructure strong, even as companies apply more discipline to technology spending.Market data supports this trend.Research from Synergy Research Group shows global cloud infrastructure services spending passed the $100 billion mark per quarter in late 2025, with year-on-year growth driven largely by AI-related demand.

The biggest providers continue to hold most of the market, reflecting how scale matters when workloads grow unevenly and quickly.What has changed is not just how much enterprises spend, but how they think about what the cloud is for.Earlier waves of adoption focused on moving existing systems out of data centres.Today, cloud infrastructure is often chosen because it can support workloads that are hard to run elsewhere.

Training models, running inference, and storing large datasets all place demands on systems that on-premise setups may struggle to meet without frequent upgrades.This helps explain why cloud use has held up even as budgets come under pressure.AI workloads do not behave like traditional enterprise software.They scale up and down, consume resources in bursts, and are often shared in teams.

Cloud environments make it easier to absorb that variation, even if the cost is harder to predict.Rather than asking whether to use the cloud, many IT teams are now focused on how to run it well.Running AI as part of daily operationsThe questions enterprise leaders raise today sound different from those of a few years ago.Migration timelines matter less than stability, performance, and cost control.AI systems that support live services cannot tolerate the same level of downtime that testing environments once did.Forecasts from Gartner reflect this shift, with the firm expecting world spending on public cloud services to exceed $700 billion in 2026, with growth spread across infrastructure, platforms, and AI-related services.

That growth suggests cloud use is not driven by one-off moves, but by ongoing operational needs.AI also changes how capacity planning works.Training a model can push use sharply higher for short periods, while inference workloads may run constantly.That mix makes it harder to plan for average demand, and as a result, some enterprises separate AI workloads from other applications so they can track use more closely and avoid surprises.The choices are often less about optimisation and more about control.

When AI systems deal with sensitive data or influence decisions, teams want clearer boundaries around who can access what and how resources are used.Skills and uneven progressSpending patterns also reflect gaps inside organisations.Running AI systems in production requires skills that many teams are still building.Engineers, security staff, and application owners need to work together more closely, and when that coordination is missing, cloud services can fill in some of the gaps, even if they raise costs.Progress varies by industry.

Regulated sectors like finance and healthcare tend to move slowly, balancing cloud use with legal and data location rules.Manufacturing and retail firms, on the other hand, often move faster, using cloud-based AI to improve planning and supply chains.Data growth adds another layer of pressure.AI systems depend on large and growing datasets, and many enterprises keep data longer than they once did.

Managing that volume on-premise can be costly and rigid.Cloud storage offers a way to expand without constant hardware changes, though it brings its own cost trade-offs.When reliability and cost take priorityAs AI becomes part of daily work, tolerance for failure drops.Outages that once affected test systems can now disrupt operations.That raises expectations of reliability and puts pressure on cloud providers and customers to design systems that can cope with disruption.Cost control remains an open issue.

AI workloads can drive spending higher faster than expected, and pricing models are not always easy to forecast.Some enterprises respond by setting stricter limits or shifting stable workloads back in-house.Others rely on hybrid setups, using the cloud for peaks while keeping steady demand elsewhere.Together, such patterns point to a cloud market that has grown up.

Spending continues to rise, but the reasons are more practical than previously.The cloud is not a destination, but part of how work gets done.As AI becomes harder to separate from everyday operations, cloud infrastructure is likely to stay central to enterprise IT plans.The next challenge is not whether to invest, but how to make sure that investment holds up over time.Want to learn more about Cloud Computing from industry leaders? Check out Cyber Security & Cloud Expo taking place in Amsterdam, California, and London.

The comprehensive event is part of TechEx and co-located with other leading technology events.Click here for more information.CloudTech News is powered by TechForge Media.Explore other upcoming enterprise technology events and webinars here.About the Author Muhammad ZulhusniJournalist As a tech journalist, Zul focuses on topics including cloud computing, cybersecurity, and disruptive technology in the enterprise industry.

He has expertise in moderating webinars and presenting content on video, in addition to having a background in networking technology.Related Best cross-tenant migration tool: Securing enterprise cloud transitions21st January 2026 A pivotal 2026 for cloud strategy15th January 2026 Amazon’s sovereign cloud puts Europe’s data control debate into practice15th January 2026 A closer look at the Bank of England’s expanding cloud project15th January 2026 Best cross-tenant migration tool: Securing enterprise cloud transitions21st January 2026 A pivotal 2026 for cloud strategy15th January 2026 Amazon’s sovereign cloud puts Europe’s data control debate into practice15th January 2026 A closer look at the Bank of England’s expanding cloud project15th January 2026 Join our CommunitySubscribe now to get all our premium content and latest tech news delivered straight to your inbox Click here Popular Cloud ROI & Cost, Interviews, Sponsored Content, Sustainable CloudRipple effect: Xylem’s sustainable water solutions for Europe’s data centres 20338 view(s)Cloud Computing, XaaS ModelsConcern over cloud storage security remains says Spiceworks – but good news for OneDrive 12574 view(s)Big Vendors, Cloud Computing, Market IntelligenceOracle Cloud denies breach as hacker offers 6 million records for sale 5495 view(s)Big Vendors, Cloud Computing, Market Intelligence5 of the best: cloud technology training platforms 5308 view(s)Cloud ROI & Cost, Interviews, Sponsored Content, Sustainable CloudRipple effect: Xylem’s sustainable water solutions for Europe’s data centres 20338 view(s)Cloud Computing, XaaS ModelsConcern over cloud storage security remains says Spiceworks – but good news for OneDrive 12574 view(s)Big Vendors, Cloud Computing, Market IntelligenceOracle Cloud denies breach as hacker offers 6 million records for sale 5495 view(s)Big Vendors, Cloud Computing, Market Intelligence5 of the best: cloud technology training platforms 5308 view(s) See all Latest View All Latest Announcements & Analysis15th January 2026Amazon’s sovereign cloud puts Europe’s data control debate into practice Cloud Migration15th January 2026A closer look at the Bank of England’s expanding cloud project Manufacturing & Supply Chain9th January 2026Aumovio turns to cloud computing to scale autonomous vehicle testing Announcements & Analysis15th January 2026Amazon’s sovereign cloud puts Europe’s data control debate into practice Cloud Migration15th January 2026A closer look at the Bank of England’s expanding cloud project Manufacturing & Supply Chain9th January 2026Aumovio turns to cloud computing to scale autonomous vehicle testing SubscribeAll our premium content and latest tech news delivered straight to your inbox Subscribe ExploreAbout UsContact UsNewsletterPrivacy PolicyCookie PolicyAbout UsContact UsNewsletterPrivacy PolicyCookie PolicyReach Our AudienceAdvertisePost a Press ReleaseContact UsAdvertisePost a Press ReleaseContact UsCategoriesCloud in ActionEditorial DeskFeaturesFuture of CloudIndustry PerspectivesMarket IntelligenceSecurity, Privacy & TrustTechnology StackStrategy & Decision-MakingAll CategoriesCloud in ActionEditorial DeskFeaturesFuture of CloudIndustry PerspectivesMarket IntelligenceSecurity, Privacy & TrustTechnology StackStrategy & Decision-MakingAll CategoriesOther PublicationsExplore AllAI NewsDeveloperIoT NewsMarketing TechTechHQTech Wire AsiaTelecomsExplore AllAI NewsDeveloperIoT NewsMarketing TechTechHQTech Wire AsiaTelecomsCloudTech News is part of TechForge  SubscribeAll our premium content and latest tech news delivered straight to your inbox

Read More
Related Posts