Deployment Resources

The Airlock Pattern: A Mathematician's Secret to Preventing Cascade Failures

The reason your staged rollouts still cascade, and the drain-before-advance pattern that fixes it, is inspired by one of history's greatest mathematicians.

April 2, 2026

by Jithu Paulose

· 1,665 Views

Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization

Learn to optimize AKS with automated scaling, robust security policies, and cost-saving techniques for high-performance cloud clusters.

April 2, 2026

by Jubin Abhishek Soni

CORE

· 3,015 Views · 1 Like

AI Coding Agents Have Created a New Problem: The Validation Bottleneck

AI coding agents can refactor a microservice in seconds. So why are developers still spending half their day waiting to find out if their code actually works?

April 1, 2026

by Arjun Iyer

· 4,173 Views · 5 Likes

DocumentDB on Kubernetes

Securely connect to a MongoDB DocumentDB replica set in Kubernetes using mongosh with credentials retrieved dynamically from Kubernetes secrets for direct access.

April 1, 2026

by Abhishek Gupta

CORE

· 3,003 Views

Kubernetes Autoscaling: What Breaks Under Real Traffic

Under real production traffic, Kubernetes autoscaling can struggle with delayed metrics, startup latency, and downstream pressure.

March 31, 2026

by Ankush Madaan

· 2,553 Views · 2 Likes

Shipping GenAI Into an Existing App: How to Integrate AI Features Without Rewriting Your Stack

Learn a repeatable pattern for safely adding GenAI to existing apps. Choose workflows, define contracts, handle latency, build fallbacks, and roll out with telemetry.

March 31, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 1,758 Views · 2 Likes

Data-Driven API Testing in Java With REST Assured and TestNG: Part 5

Learn how to perform data-driven API automation testing with REST Assured using Excel Files and TestNG's @DataProvider annotation.

March 30, 2026

by Faisal Khatri

CORE

· 1,292 Views · 2 Likes

A Developer’s Guide to Integrating Embedded Analytics

Embedded analytics implementations deliver in-context insights within everyday tools—while introducing integration, governance, and performance challenges for developers.

March 30, 2026

by Philip Piletic

CORE

· 1,759 Views

Feature Flag-Based Rollout: A Safer Way to Ship Software

Feature flags let teams release code without exposing it to everyone at once. They make rollouts safer, faster, and easier to control, especially in production.

March 30, 2026

by Mohit Menghnani

CORE

· 2,204 Views · 1 Like

Deploying Java applications on Arm64 with Kubernetes

Tuning Java on Kubernetes (Arm64): align CPU/memory limits with JVM, use container-aware settings, optimize placement, and leverage OS tuning for better performance.

March 30, 2026

by Dave Neary

· 1,948 Views · 1 Like

Azure Cosmos DB Playground: Learn and Experiment With Queries in Your Browser

Interactive, browser-based Azure Cosmos DB playground to learn, prototype, and test SQL queries instantly — no setup, installation, or cloud costs required.

March 30, 2026

by Abhishek Gupta

CORE

· 1,033 Views

Designing High-Concurrency Databricks Workloads Without Performance Degradation

Enable liquid clustering and auto-optimize by default. They handle layout, conflicts, and compaction automatically as workloads scale.

March 27, 2026

by Seshendranath Balla Venkata

· 3,973 Views · 3 Likes

When Kubernetes Says "All Green" But Your System Is Already Failing

Learn about how standard cluster observability misses the failure signals that matter most during real incidents, outages, and postmortems.

March 26, 2026

by Shamsher Khan

CORE

· 3,256 Views

Bringing AI Agents to Cloud Engineering: How Autonomous Operations Are Changing Reliability at Scale

AI agents turn cloud operations from reactive automation into adaptive systems by combining observability, autonomy, and engineering judgment.

March 26, 2026

by Arvind Gautam

· 102,624 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 4

Learn how to perform data-driven API automation testing with Rest-Assured using JSON Files and TestNG's @DataProvider annotation.

March 26, 2026

by Faisal Khatri

CORE

· 3,477 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 3

Learn how to perform data-driven API automation testing with Rest-Assured using CSV Files and TestNG's @DataProvider annotation.

March 25, 2026

by Faisal Khatri

CORE

· 3,305 Views · 1 Like

Mastering Serverless Architecture: Event-Driven Design with Azure Functions and Cosmos DB

A comprehensive guide to building serverless event-driven systems using Azure Functions and Cosmos DB, featuring real-world patterns.

March 25, 2026

by Jubin Abhishek Soni

CORE

· 1,685 Views

Shrink a Bloated Git Repository and Optimize Pack Files

This article walks you through why Git repos grow, how to find and remove hidden large files, and how to optimize pack files to get your repo back into shape.

March 23, 2026

by Shivi Kashyap

· 2,070 Views

Kubernetes Scheduler Plugins: Optimizing AI/ML Workloads

Custom Kubernetes scheduler plugins improve GPU utilization by understanding GPU topology, workload types, and gang scheduling requirements.

March 20, 2026

by Varun Kumar Reddy Gajjala

· 6,650 Views

Building MCP Hub for DevOps and CI/CD Pipelines

Model Context Protocol links AI with DevOps tools, automating code reviews, deployments, and security to speed up workflows and reduce manual work.

March 19, 2026

by Suman Basak

· 4,238 Views · 1 Like

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