Cloud Computing

Hybrid Computing: Performance Efficiency Score for On-Premise and Cloud Integrated Systems

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Conceptual image of Kubernetes managing and orchestrating containerized workloads, dynamically scaling applications

1. Defining Hybrid Performance Efficiency The modern enterprise landscape is defined by data sprawl and dynamic operational needs. While the shift to the public cloud has delivered unprecedented scalability, organizations quickly realized that not every workload belongs in the cloud. Critical applications, legacy systems, and sensitive data demanding low latency or strict regulatory compliance often … Read more

Serverless Architecture vs. Containerization (Kubernetes): A TCO Analysis for AI Workloads

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Graphic illustrating AI inference latency differences between Kubernetes and Serverless scaling

The Infrastructure Dilemma: Optimizing Cost and Scale for Modern Machine Learning   The shift from monolithic applications to microservices has given rise to two dominant paradigms for modern application deployment: Serverless Architecture (e.g., AWS Lambda, Azure Functions, Google Cloud Functions) and Containerization managed by orchestrators like Kubernetes (K8s). While both offer flexibility and scalability, the … Read more