Testing, Deployment, and Maintenance Resources

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

· 3,007 Views

Reliability Is Security: Why SRE Teams Are Becoming the Frontline of Cloud Defense

In cloud systems, reliability and security are the same problem — security changes can cause outages, and attacks often appear as operational issues.

March 31, 2026

by Oreoluwa Omoike

· 3,478 Views · 1 Like

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

· 2,557 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

· 1,765 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

· 1,300 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

· 1,772 Views

Beyond Static Checks: Designing CI/CD Pipelines That Respond to Live Security Signals

CI/CD pipelines miss runtime risk. Learn how to integrate real-time security signals into deployment decisions for safer, context-aware releases.

March 30, 2026

by Raghava Dittakavi

CORE

· 1,375 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

· 2,207 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

· 1,955 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

· 1,035 Views

The Hidden Cost of Legacy Infrastructure in Asset-Heavy Game Development

Today’s software and game dev bottleneck is legacy pipelines. Modern VCS gives studios the edge to scale and thrive in a high-velocity, agent-driven era.

March 27, 2026

by Sasha Medvedovsky

· 2,582 Views

The Hidden Cost of Flaky Tests in Test Automation

Flaky tests erode developer trust, slow delivery, and waste engineering time. Learn why flakiness happens and how teams restore reliability in test automation.

March 27, 2026

by Sancharini Panda

· 2,625 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

· 3,979 Views · 3 Likes

Why Good Models Fail After Deployment

Learn how feedback loops, distribution shift, and metric misalignment break machine learning systems in production, and what you can do about it.

March 27, 2026

by Oleksandr Pyvovar

· 8,378 Views · 51 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

· 3,277 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

· 102,630 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

· 3,481 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

· 3,307 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

· 1,689 Views

Agent-of-Agents Pattern: Enhancing Software Testing

Multi-agent AI validation replaces slow, costly full regression testing by intelligently selecting and running only the tests relevant to your code changes.

March 24, 2026

by Vineet Bhatkoti

· 3,807 Views · 1 Like

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