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TL;DR: Railway is a solid choice for agency demos, pitch builds, and discovery-phase prototypes. It is a weak default for client production workloads.…
Exam Guide: Developer - Associate 🏗️ Domain 4: Troubleshooting And Optimization 📘 Task 2: Instrument Code For Observability Observability goes beyond …
✓ Human-authored analysis; AI used for formatting and proofreading. Scott Piper published a twenty-year retrospective on cloud security research in Ma…
Heroku pioneered the shape of what a small team expects from a hosting platform. Push code to Git, get a running app, add a Postgres or a Redis with o…
Exam Guide: Developer - Associate 🏗️ Domain 4: Troubleshooting And Optimization 📘 Task 1: Assist In A Root Cause Analysis When something breaks in pro…
Over the last three posts, we explored the concept of "Zero-UI" software, deep-dived into our high-performance Rust core engine, and wrote local agent…
Full disclosure up front: I run one of the four platforms in this test (redu.cloud), so take my framing with that in mind. I recorded every run raw an…
Why clicking in consoles stops working Your first cloud resources come from clicking. You open the AWS console, click through a wizard, create a serve…
Python is an excellent language for automating cloud infrastructure, but the official Kubernetes Python client leaves developers with an important arc…
Anthropic shipped Claude Code 2.1.207 on Friday, and the one-line changelog entry hides a more interesting story than the headline suggests. Auto mode…
✓ Human-authored analysis; AI used for formatting and proofreading. Delivery teams have DORA. Four metrics — deployment frequency, lead time for chang…
If you've ever had a 2 AM page because a pod in ap-southeast-1 couldn't pull an image fast enough, or you've watched a deploy stall because your dev a…
I built a chat widget for my portfolio. One script tag, drop it on a page, and recruiters can ask questions about my projects, my AWS internship, what…
When people talk about AI today, they are not talking about artificial intelligence. They are talking about a service . You send a prompt to a server.…
The 8-Week AWS SAA-C03 Study Plan I Used to Score 812 While Working Full-Time Every AWS Solutions Architect Associate study plan on the internet seems…
Two months ago I picked up a ticket that looked routine: a job that reads mailbox data from Microsoft 365 through EWS, running fine for over a year, s…
The Context Models are stateless. They process one request, produce a text result, and forget. They don't take actions, don't integrate by default wit…
AWS Config drift emails look simple until you depend on them during a release window. A rule flags a changed security group, EventBridge pushes the ev…
Executive Summary The Salesforce Education Data Architecture (EDA) has served educational institutions well for over a decade as a free, community-sup…
Google AI recently became the official AI Model and Platform Partner of DEV Community. As someone building an AI routing platform, I paid attention. G…
Autoscaling is supposed to save money. A lot of the time it doesn't, because people reach for the wrong kind. Kubernetes gives you three common option…
Kubernetes does not make your architecture better automatically. Moving a lifted workload into a Deployment manifest without addressing stateful assum…
For many SaaS teams, cloud infrastructure starts as a simple solution. It helps teams launch faster, test new features, support users, and scale witho…
Exam Guide: Developer - Associate 🏗️ Domain 3: Deployment 📘 Task 4: Deploy Code By Using AWS Continuous Integration And Continuous Delivery (CI/CD) Se…
Data centers are becoming factories whose product is tokens. A deep dive into token economics, the $5.2T buildout, the enterprise cost paradox, and wh…
AWS SES template changes look harmless in a pull request. Usually it is "just copy" or "just a handlebars variable." Then the deploy goes out and a mi…
Every Azure team needs a naming convention, and Microsoft's Cloud Adoption Framework defines a good one. The annoying part is that the rules are scatt…
Blue/green rollouts look clean on diagrams, but the handoff can still be messy in real operations. Pods go healthy, the service flips, and everyone as…
Most teams validate pods, probes, and rollout status, but skip the email that tells humans a release actually happened. In cloud work, that message is…
When a single engineer manages all the Terraform in an organisation, everything is simple. One repo, one state, one pipeline, one set of credentials. …