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#cost optimization

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6 articles

Cloud Data Infrastructure: 5 Strategies for Cost Optimization

Cloud Data Infrastructure: Cutting the Bill Building high-performance data infrastructure on AWS, Azure, or GCP is easy; doing it affordably is the real challenge. As your traffic grows, data costs can quickly become you…

Apr 20, 20262 min read

Deep Dive

#cloud-computing#cost-optimization#aws

AI/MLAdvanced

AI Infrastructure on AWS: SageMaker, EKS GPU Scheduling, and Cost-Efficient Inference

Running AI workloads in production is a different discipline from running web services. The hardware is expensive, the failure modes are opaque, and the cost curve compounds fast. After operating inference infrastructure…

Apr 8, 202615 min read

Deep Dive

#aws#sagemaker#gpu

AI/MLAdvanced

Kubernetes for AI Inference: GPUs, Autoscaling, Queues, and Cost Control

Kubernetes can run AI inference workloads well, but only if you treat GPU capacity as a scarce production resource instead of "just another Deployment." GPU nodes are expensive, images are large, cold starts are painful,…

Apr 8, 202612 min read

Deep Dive

#kubernetes#gpu#ai infrastructure

AWSAdvanced

AWS Lambda in Production: Cold Starts, Concurrency, and Cost Optimization

Lambda's value proposition is compelling: run code without managing servers, pay per invocation, scale from zero to 10,000 concurrent executions without configuration. The reality is a set of execution model nuances that…

Jun 28, 20257 min read

Deep Dive

#aws#lambda#serverless

AWSAdvanced

Cloud Cost Optimization: Engineering Practices That Cut AWS Bills by 50%

Cloud bills scale with usage — but they also scale with inattention. Most teams that haven't deliberately optimized their AWS spend are 30-50% over what they need to pay for the same workload. The savings come from a pre…

Apr 29, 20257 min read

Deep Dive

#aws#cost optimization#ec2

AWSAdvanced

AWS Lambda: Cold Starts, Memory Tuning, and Cost Optimization

Lambda functions are the easiest compute to get started with and the hardest to tune well. A 2-second cold start is a dealbreaker for a payment API. A 512MB function that runs in 1 second might be cheaper than a 128MB fu…

Mar 7, 202513 min read

Deep Dive

#aws#lambda#serverless