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    Home»Big Tech & Startups»The Hyperscale War: How Oracle Is Using Nvidia Hardware to Poach High-Performance AI Workloads from AWS and Azure
    Big Tech & Startups

    The Hyperscale War: How Oracle Is Using Nvidia Hardware to Poach High-Performance AI Workloads from AWS and Azure

    fariehanBy fariehanJune 7, 2026No Comments
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    Oracle’s cloud infrastructure has become a major challenger in the AI cloud race. For years, AWS, Microsoft Azure, and Google Cloud dominated hyperscale computing and enterprise workloads. 

    However, AI workloads have reshaped that balance and shifted the competition towards GPU access, performance, and cost efficiency. 

    As a result, cloud providers now compete directly for AI training and inference workloads. This change created an opening for Oracle in a market dominated by hyperscalers.

    How Oracle Became An AI Contender

    Currently, AWS leads the cloud market, followed by Microsoft Azure and Google Cloud. Oracle holds a smaller share, but continues to grow as AI demand accelerates across the industry.

    In addition, Oracle has reported strong expansion in its cloud infrastructure business, driven largely by AI workload adoption. Unlike major hyperscalers, Oracle does not compete directly with customers through foundation models. 

    Instead, they focus on infrastructure services. This distinction matters because AI companies often prefer providers that avoid competing with their model development. 

    Because of this, Oracle has positioned OCI as a neutral alternative for large-scale AI workloads and gained traction with enterprise AI customers.

    Nvidia Hardware Strengthens Oracle’s AI Position

    Oracle’s rise is heavily dependent on performance rather than positioning. OCI has built large-scale GPU clusters with Nvidia hardware to support demanding AI training workloads.

    However, raw compute alone does not guarantee efficiency. AI training requires constant data movement between GPUs. This makes network latency and bandwidth critical performance factors in distributed systems.

    To address this, Oracle has built a high-performance networking platform called Zettascale. This was designed for low-latency GPU communication. The company has also expanded its AI infrastructure through large-scale cluster deployments. 

    As a result, OCI can support increasingly complex AI training workloads at large.

    Oracle’s Pricing Strategy Pressures AWS and Azure

    Performance attracts AI customers, but pricing strongly influences long-term decisions. OCI positions itself as a price-performance alternative for AI workloads.

    In addition, a key factor in this competition is data transfer cost. Many providers charge departure fees when customers move data between systems or clouds. These fees increase total infrastructure costs and reduce flexibility. For example, AWS has once been criticised for charging high egress fees. 

    Hence, Oracle beat the competition by reducing this barrier through more flexible data transfer policies. Customers gain fewer restrictions when moving AI workloads. This puts pressure on competitors to adjust pricing strategies for GPU-based computing.

    Customer Wins and Multi-Cloud Strategy Reshape Market Position

    Oracle has secured major customers in advanced AI workloads. As a result, early adoption has validated OCI as a high-performance platform. These wins also shifted Oracle from legacy database provider to AI infrastructure competitor.

    Instead of forcing migration, Oracle embeds services into environments already controlled by AWS, Azure, and Google Cloud. In practice, its multi-cloud integrations allow operation inside rival ecosystems rather than outside them.

    Ultimately, this creates a structural advantage. Oracle does not compete for workload access. Instead, it plugs into existing systems and captures AI demand at the infrastructure layer.

    ai cloud competition AI infrastructure AI infrastructure market AI Infrastructure Scaling AI networking systems AI platform strategy AI training infrastructure AI workload distribution AWS vs Oracle Azure cloud competition cloud computing race cloud pricing strategy data center AI infrastructure distributed AI training enterprise AI systems enterprise cloud adoption Google cloud AI GPU compute clusters High Performance Computing hyperscaler alternatives machine learning workloads Nvidia Nvidia GPUs Nvidia Oracle partnership OCI cloud platform Oracle AI infrastructure Oracle cloud infrastructure Zettascale AI clusters
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