Applying GCP, AI & Modern Web to Build a Summarized News Experience
While preparing for the Google Cloud Architect certification, I wanted to deepen my understanding by building something practical using the GCP servic…
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The AI/ML Engineer Roadmap Nobody Actually Finishes (But You Should Try)
Okay real talk — if you've googled "how to become an AI/ML engineer" you've drowned in roadmap images that are just... a wall of logos. TensorFlow log…
Cloud vendor lock-in! How much should I be scared of? 😱
What is vendor lock-in? Some examples? Why this approach is dangerous? Vendor lock-in only in choosing the public cloud provider? What should I do the…
Testing CAST AI on GKE: A Hands-On Kubernetes Workload Optimization Lab
Kubernetes makes it easy to define CPU and memory requests for our applications. But there is a problem: How do we know whether those resource request…
Automating Dell PowerProtect Backup on AWS: A Terraform-Based Approach
Organizations running Dell PowerProtect backup on AWS face a recurring challenge: the multi-appliance ecosystem — PPDM (PowerProtect Data Manager), DD…
Leaving Heroku in 2026: Where Your App Actually Belongs
I work at Railway, so take everything here with that in mind. But I've spent the last year talking to teams migrating off Heroku, and the pattern is c…
Debugging a Broken Ingress Setup: A Step-by-Step Walkthrough
This post documents a real debugging session that started with a simple symptom — example.com wouldn't load — and ended up uncovering several separate…
SAP BTP Fundamentals: SAP BTP Governance
Introduction As organizations increasingly adopt cloud technologies to modernize business processes and accelerate digital transformation, governance …
My Developer Associate Certification Journey and Resources to Certify With Confidence
☁️ Exam Guide: Developer Associate Resources to Certify With Confidence My Developer Associate Certification Journey 🧭 First Things First A Note on Re…
Serverless: When It Helps and When It Hurts
Introduction Serverless computing has become a buzzword in cloud architecture. But like any tool, it has sweet spots and sharp edges. After building a…
Cybersecurity Beginner's Dilemma: Navigating Specialized Areas and Next Steps for Focused Learning
Introduction: Strategic Entry into Cybersecurity The cybersecurity domain operates as a dynamically evolving ecosystem, characterized by the rapid eme…
Your First Oracle Autonomous Database on OCI Always Free
The single best way to keep your Oracle skills sharp without a license, a server, or a finance conversation is OCI Always Free . It gives you a real, …
Introducing RegionCheck: Test Endpoints from AWS, Azure, and Google Cloud Regions
Today I'm excited to launch RegionCheck , a tool for testing, monitoring, and debugging endpoints from cloud regions around the world. The idea is sim…
Four Eras of Cloud Security. Same Verb.
✓ Human-authored analysis; AI used for formatting and proofreading. Scott Piper published a twenty-year retrospective on cloud security research in Ma…
DORA Metrics Measure Delivery Health. What Measures Security Posture Health?
✓ Human-authored analysis; AI used for formatting and proofreading. Delivery teams have DORA. Four metrics — deployment frequency, lead time for chang…
I Migrated 26 AI Models to Google Cloud Agent Platform (And Cut Costs 90%)66
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…
Why Cloud Cost Visibility Matters for Growing SaaS Teams
For many SaaS teams, cloud infrastructure starts as a simple solution. It helps teams launch faster, test new features, support users, and scale witho…
Tokenmining: How the Token Became the Unit of Production of the AI Economy (2026 2030)
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…
I built a free Azure naming tool that knows every resource type's rules
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 Release Emails for Kubernetes Ops
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…
Kubernetes Release Emails as a CI/CD Gate
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…
Scaling Terraform Infrastructure Beyond a Single Team
When a single engineer manages all the Terraform in an organisation, everything is simple. One repo, one state, one pipeline, one set of credentials. …
Managing Terraform Across Multiple Cloud Providers
Most organisations don't live in a single cloud. You might run compute in AWS, DNS in Cloudflare, identity in Azure AD, and logging in GCP. Terraform …
Why Snap CD: Non-invasive Orchestration
Most infrastructure CD tools ask you to change the way you write Terraform. Some require a proprietary wrapper CLI. Others impose a specific directory…
Peak Load Is the Steady State
The product drop had been planned for months. The direct-to-consumer subscription business had run three separate load tests, provisioned extra capaci…
Splitting a Terraform Monolith into Smaller States
If your Terraform plans are slow, your blast radius is too wide, or multiple teams are stepping on each other's changes, it's time to split your monol…
frontier models are becoming cloud procurement
The interesting part of OpenAI and Codex on AWS is not that another cloud menu got more model names. That part is useful. Enterprises want strong mode…
Your Terraform Can Be Insecure: A Practical Look at Checkov
Infrastructure as Code makes cloud deployment faster and more consistent, but it also makes mistakes repeatable. A single insecure setting can be depl…
How to Become a Cloud Architect in 2026: Step-by-Step Career Guide
The cloud architect role is one of the highest-paying positions in technology — $175K-$230K for senior architects, $220K-$310K for principals. But the…
Cinema Seat Reservation System — Part 2: Transitioning To Production-Scale and Deploying on Azure Cloud
Introduction This is the second part of sharing my journey to create a microservices-based backend system, in the previous part, I introduced the syst…