Testing, Deployment, and Maintenance Resources

Anthropic’s Model Context Protocol (MCP): A Developer’s Guide to Long-Context LLM Integration

Anthropic’s Model Context Protocol (MCP) standardizes how AI applications provide context to LLMs. Learn more about MCP and its practical uses.

October 27, 2025

by Naresh Dulam

· 5,292 Views · 4 Likes

Enterprise-Grade Document Intelligence: Cloud Big Data AI With YOLOv9 and Spark on AWS

Automate document analysis with YOLOv9, Apache Spark, and AWS. Boost speed, accuracy, and fraud detection across finance, healthcare, insurance, and more.

October 27, 2025

by Ram Ghadiyaram

CORE

· 2,450 Views · 4 Likes

Engineering Performance: Technical Analysis of telecom-mas-agent vs Google Cloud Pub/Sub in High-Throughput Telecom Automation

This investigation compares @npm-telecom-mas-agent against Google Cloud Pub/Sub (@google-cloud/pubsub) across multiple dimensions.

October 27, 2025

by Wenbo He

· 111,010 Views · 1 Like

Kubernetes Debugging Recipe: Practical Steps to Diagnose Pods Like a Pro

Adopt step-by-step debugging with kubectl, ephemeral containers, and AI-powered RCA to find root causes faster. Add predictive autoscaling and anomaly detection.

October 24, 2025

by Chandrasekhar Rao Katru

· 4,634 Views · 8 Likes

From Distributed Monolith to Composable Architecture on AWS

Learn in this article how to fix distributed monoliths with Domain-Driven Composable Architecture and build independent, composable microservices on AWS.

October 24, 2025

by Elakkiya Daivam

· 8,405 Views · 1 Like

Performance Testing 101: A Beginner's Guide to Building Robust Applications

This guide provides a practical, step-by-step introduction to performance testing to ensure applications can handle real-world user loads without failing.

October 24, 2025

by Arkadii Osheev

· 2,224 Views · 3 Likes

Evolving Golden Paths: Upgrades Without Disruption

Keep your golden paths evolving — with semantic versioning, automation, and empathy — to drive innovation without breaking developer flow.

October 23, 2025

by Josephine Eskaline Joyce

CORE

· 13,818 Views · 3 Likes

Data Quality at Write Time: Engineering Reliability With Delta Expectations

Ensure reliable data from the start. Learn how Delta Expectations in Databricks enforce real-time, write-time validation to prevent bad data before it lands.

October 23, 2025

by Rambabu Bandam

· 2,446 Views · 1 Like

Fundamentals of Logic Hallucinations in AI-Generated Code

Learn how AI tools can generate logical errors in code, tests, and architecture, and discover ways to detect and prevent these hallucinations.

October 23, 2025

by Stelios Manioudakis, PhD

CORE

· 8,896 Views · 2 Likes

Exploring Best Practices and Modern Trends in CI/CD

CI/CD is a big part of modern software development, like automation, better quality, and faster time-to-market. However, we shouldn't forget security.

October 22, 2025

by Milosz Jesis

· 1,675 Views · 1 Like

What Is End-to-End Testing?

Learn end-to-end testing, including its definition, goals, stages, timing, and a practical example, to ensure complete software workflow validation.

October 22, 2025

by Faisal Khatri

CORE

· 2,922 Views · 4 Likes

Next-Gen DevOps: Rule-Based AI Auto-Fixes for PMD, Veracode, and Test Failures

Learn how to build self-healing CI/CD pipelines that fix minor code issues automatically, reduce developer toil, and keep your DevOps flow fast and reliable.

October 21, 2025

by Sivasai Nadella

· 2,556 Views

A 5-Minute Fix to Our CI/CD Pipeline That Saved Us 5 Hours a Day

A reminder that even the most obvious optimizations can hide in plain sight when you’re heads down building the next big thing.

October 21, 2025

by Thomas Johnson

CORE

· 2,060 Views · 2 Likes

Automating Storage Tiering and Lifecycle Policies in AWS S3 Using Python (Boto3)

You can save money on AWS S3 by using Python scripts to automatically move files between storage classes based on how often you access them.

October 21, 2025

by Arjun Mullick

· 2,452 Views

A Practical Guide to Deploying Microservices on Kubernetes

This guide covers deploying microservices on Kubernetes, highlighting containerization, scaling, monitoring, and security.

October 21, 2025

by Puneet Pahuja

· 2,596 Views · 1 Like

Coarse Parallel Processing of Work Queues in Kubernetes: Advancing Optimization for Batch Processing

In the current modern distributed architecture, this article will explain how to execute a Kubernetes Job with optimized and multiple parallel worker processes.

October 20, 2025

by Tanu Jain

· 2,893 Views · 1 Like

AIOps for Predictive Incident Management: A Novel Approach to Proactive DevOps

AIOps with machine learning improvements will allow DevOps teams to tune the system approaches from reactive to proactive.

October 20, 2025

by Lakshmi Prasad Rongali

· 1,713 Views · 1 Like

Should You Use Azure Data Factory?

Yes for most ETL scenarios, ADF handles data movement, basic transformations, and scheduling well, just don't expect it to replace custom code for complex business logic.

October 20, 2025

by Sohag Maitra

· 6,222 Views

Event-Driven Chaos Engineering: From Failure to Resilience in Kubernetes

Event-driven chaos in Kubernetes ties alerts to automated failure tests, transforming unexpected disruptions into resilience by design.

October 17, 2025

by Josephine Eskaline Joyce

CORE

· 4,590 Views · 4 Likes

Beyond Keywords: Modernizing Enterprise Search with Vector Databases

A modern search approach unlocks deeper insights, more relevant results, and boosts productivity across organizations; here's how AWS OpenSearch fits into this landscape.

October 17, 2025

by Lakshmi Narayana Rasalay

· 4,075 Views · 1 Like

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