Testing, Deployment, and Maintenance Resources

Building Intelligent Applications Using Generative AI and Azure Database for PostgreSQL

Embed GenAI into PostgreSQL using Azure extensions for semantic search, predictions, and smart applications — directly within your data layer.

July 28, 2025

by Aravind Nuthalapati

CORE

· 11,267 Views · 2 Likes

Docker Model Runner Makes Running Models Simpler

Running models locally has just gotten simpler with Docker Model Runner. In this tutorial, we will talk about what the runner is about and how we can use it.

July 28, 2025

by Siri Varma Vegiraju

CORE

· 3,126 Views · 1 Like

5 Ways Microsoft’s MCP Protocol Will Transform Software Testing Forever

Microsoft's MCP Protocol uses AI to automate and transform software testing, generating tests, fixing errors, and monitoring in real time. Adapt or fall behind.

July 28, 2025

by Nidhi Sharma

· 2,394 Views · 6 Likes

Measuring DevOps Success in the Enterprise With DORA Metrics

Learn how DORA metrics help enterprises measure DevOps performance, boost software quality, and drive continuous improvement.

July 28, 2025

by May Sanders

· 1,761 Views · 2 Likes

The Open Source Climate Stack: Essential GitHub Repos Powering the Decarbonization Movement

Discover essential GitHub repos powering decarbonization, from data analysis to modeling, and contribute to a sustainable future.

July 25, 2025

by Devin Partida

· 2,558 Views · 1 Like

Configuring Embedded Global Cache for App Connect Enterprise Running in Containers

Step-by-step instructions and important considerations to help you get the new Embedded Global Cache feature in ACE up and running in your containerized platform.

July 25, 2025

by Amar Shah

· 2,991 Views

CI/CD at Scale: Smarter Pipelines for Monorepo Mayhem

Smarter CI/CD for monorepos: use affected-only builds, caching, AI, and modular pipelines to scale efficiently without sacrificing velocity.

July 25, 2025

by Mohit Menghnani

CORE

· 3,280 Views · 3 Likes

Test Pyramid: Test Setup Best Practices

Here, I revisit the plain old test pyramid and will speak a lot about how one can structure the tests to make them more reliable and profitable.

July 25, 2025

by Bartłomiej Żyliński

CORE

· 1,477 Views · 2 Likes

Modern Data Projects Need Agile Thinking — Not Just Tech

Agile isn’t just for software. This article demonstrates how Agile methods enable data teams to adapt quickly, deliver tangible value, and avoid common project pitfalls.

July 25, 2025

by Pabitra Saikia

CORE

· 1,735 Views · 2 Likes

Deploying Containers on Azure Container Apps

In this article, we’ll explore Azure Container Apps and walk through example ARM templates to demonstrate how to deploy them within an Azure environment.

July 24, 2025

by Siri Varma Vegiraju

CORE

· 3,217 Views

Building a Modern Data Platform That Delivers Real Business Value

Data modernization transforms how organizations manage and use data by aligning cloud-native tech, governance, and culture to drive value and agility.

July 23, 2025

by Amlan Patnaik

· 2,313 Views · 2 Likes

Configuring Model Context Protocol (MCP) With Amazon Q CLI

In this post I share how MCP Servers can help provide better context with Amazon Q CLI, a next generation AI Coding Assistant

July 23, 2025

by Ricardo Sueiras

· 5,269 Views · 1 Like

The Golden Signals of Monitoring

Learn how Google’s Golden Signals — latency, traffic, errors, and saturation — help monitor service health and detect issues before they escalate.

July 23, 2025

by Krishna Vinnakota

· 2,707 Views · 4 Likes

Designing Retry-Resilient Fare Pipelines With Idempotent Event Handling

Design retry-safe fare pipelines with idempotent event handling to ensure consistency across failures, retries, and duplications.

July 23, 2025

by Ravi Teja Thutari

CORE

· 3,344 Views · 2 Likes

More Than Just Buttons: A Frontend Engineer's Exploration of Accessibility Frameworks

Architect Accessibility from Day 0, focus/live-region utilities, keyboard-friendly components, axe-core CI tests, and a "mouse-free" review culture.

July 22, 2025

by Mohit Menghnani

CORE

· 1,680 Views · 2 Likes

Implementing Least Privilege in AWS IAM: Principles, Practices, and Automation

Applying least privilege in AWS IAM helps reduce risk, improve compliance, and secure environments by granting only necessary permissions to users and services.

July 22, 2025

by Ishwar Bansal

· 4,101 Views · 2 Likes