1. Kubernetes Architecture Q1. What happens when you run kubectl apply -f deployment.yaml? Answer: When you run kubectl apply, the request goes to the kube‑api...
Workload‑Centric Scheduling in Kubernetes Scheduling large workloads is far more complex and fragile than scheduling a single Pod. Unlike per‑Pod scheduling, w...
The code that accompanies this blog post can be found herehttps://github.com/justtinkering/blogpost-deploy-lambda-with-terraform. Deploying Lambda functions to...
AWS DevOps Agent – Best‑Practice Guide One of the key releases at AWS re:Invent 2025 was the launch of new frontier autonomous agents: - AWS DevOps Agent - AWS...
In 2026, as companies increasingly look to infuse AI across their operations, a strong, secure, and automated hybrid cloud foundation will become a key competit...
Terraform's type constraints help write IaC that is reliable, reusable, and easily maintained when building out AWS-based infrastructures. Ensuring your AWS var...
As Kubernetes adoption grows, so does operational complexity. What starts as a small cluster running a handful of services can quickly evolve into dozens of app...
DevOps practices are the core of contemporary organizational activities. Integrating artificial intelligence AI and machine learning ML into DevOps practices ca...
Modern cloud architectures demand self-adaptive capabilities to manage dynamic operational conditions. Yet, existing solutions often impose centralized control ...
When designing new web applications, developers must cope with different kinds of constraints relative to the resources they rely on: software, hardware, networ...
The Adaptable TeaStore specification provides a microservice-based case study for implementing self-adaptation through a control loop. We argue that implementat...
This paper presents how an existing framework for offline performance optimization can be applied to microservice applications during the Release phase of the D...
