The hottest Cost Optimization Substack posts right now

And their main takeaways

Category

Top Technology Topics

How to reduce cost of ranking by knowledge distillation

Recommender systems • 33 implied HN points • 06 Jan 24

🕹 Technology AI Machine Learning Cost Optimization

Training an early ranker to mimic the final ranker can improve top-line metrics and reduce costs
Knowledge distillation involves training a student model, the early ranker, to learn from a teacher model, the final ranker
Implementing knowledge distillation through shared or auxiliary tasks can increase alignment between the early and final rankers

Optimising costs to enhancing UX - it is all engineering

system bashing • 117 implied HN points • 18 Jul 23

🕹 Technology Cost Optimization User Experience Cloud Services Engineering System Design

In a tech company, engineering involves balancing cloud costs and user interface to optimize costs and enhance user experience.
Reducing costs significantly is crucial for a company's profitability regardless of other measures like discounts or marketing strategies.
Engineering decisions impact user experience constraints and cloud costs, requiring a balance between the two for system efficiency.

Tactics to help reign in cloud costs

Brick by Brick • 18 implied HN points • 17 Apr 23

🕹 Technology Cloud Computing Cost Optimization Best Practices

Start early and consistently optimize cloud costs to control spending
Evaluate and apply tactics for optimizing compute, storage, and networking resources to reduce waste
Delegate cost optimization tasks, introduce review processes for new cloud services, and use cloud tools to support cost optimization efforts

AWS Lambda: Pitfalls

Unlearning • 6 implied HN points • 08 Jul 23

🕹 Technology Development Cloud Computing Software Architecture Cost Optimization Serverless Computing

Avoid creating Lambda monoliths to improve performance and cost efficiency.
Be cautious of Lambdas calling other Lambdas to prevent increased costs and potential bottlenecks.
Design Lambdas to be idempotent to avoid data duplication and ensure system reliability.

You're Paying too much for (Cloudwatch) Logs

Bit by Bit • 5 implied HN points • 10 Jul 23

🕹 Technology Cloud Computing Cost Optimization AWS Logging Data Management

Using Cloudwatch Logs can be expensive due to high ingestion costs.
Consider alternative solutions like Datadog or a custom AWS setup for cost savings.
Optimizing log storage and querying processes can lead to significant cost reductions.

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Is Serverless Cheaper? 3 Questions That Will Help You Find Out

The Serverless Mindset • 0 implied HN points • 19 May 23

🕹 Technology Cloud Computing Cost Optimization Architecture Microservices

Check if your cloud services are optimized to keep costs down.
Separate workloads to give each part of your application exactly what it needs.
Consider delegating non-urgent tasks to save on costs with event-driven architecture.

Cost-Saving Machine Learning Deployment Tips!

CodeLink’s Substack • 0 implied HN points • 11 May 23

🕹 Technology Machine Learning Kubernetes Cost Optimization Implementation

Deploying machine learning models on GPU cores can be costly due to server prices and lack of scalability.
Using Kubernetes and KEDA for autoscaling GPU nodes can significantly reduce costs and improve scalability.
Implementing cost-optimized ML on production can be achieved by using K8s and autoscaling GPU nodes, resulting in substantial cost savings.