Self-Hosting LLMs on AWS vs Managed APIs for SaaS
Every SaaS team using large language models eventually runs into the same debate. Should we keep calling managed LLM APIs, or should
Running Spot GPU Workloads on EKS the Right Way
GPU workloads are where AWS bills go to get absolutely unhinged. The moment you introduce training jobs, batch inference, or anything remotely
AI Cost Optimization Starts With Reducing Reprocessing
Most teams think AI cost optimization starts with model choice. In reality, it often starts much earlier, with how often the same
The Hidden Cost of “One Model for Everything”
Most teams don’t overspend on AI because they’re careless. They overspend because they do the obvious thing: choose one powerful model, route
Why Even AWS Experts Need Better Cost Visibility Tools Than AWS Provides
The moment you connect your first AWS account, a curious thing happens. You gain access to one of the world’s most powerful
Why You Need Dedicated AWS Spend Management Tools
Cloud expenses can escalate quickly, leaving businesses frustrated with overly complex cost management. Many companies start with AWS’s built-in spend management tools,
Proactive AWS Cost Management: Charting a New Path Forward
Traditional cost management practices have long underpinned business operations. Yet, as market conditions evolve and financial pressures mount, relying solely on reactive
Turning Cloud Efficiency into a Strategic Investment
Successful business leaders must make every dollar count. Rather than viewing AWS costs as fixed expenses, smart organizations transform them into growth
From Frugal Beginnings to Millions Saved: The Story Behind Spend Shrink
My journey into cloud cost optimization began long before I encountered terms like serverless or compute savings plans. During my early days
Compute Savings Plan vs EC2 Reserved Instances
When you dive into AWS cost optimization, the promise of deep discounts from reserved instances can look enticing at first. However, while
AWS OpenSearch vs. ElasticSearch on EKS: Which One’s Right for Your Team?
When you have a large volume of data, it’s essential to have a search engine that not only finds what you need
Slash Machine Learning Costs with SageMaker Spot Instances
Deep learning models deliver exceptional performance, but managing their compute costs on AWS SageMaker can be challenging. You might have seen unexpectedly