Testing, Deployment, and Maintenance Resources

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

· 2,439 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

· 2,867 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

· 2,871 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

· 1,406 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

· 1,662 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

· 3,109 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

· 2,232 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

· 5,205 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

· 2,593 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

· 3,203 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

· 1,613 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

· 3,910 Views · 2 Likes

Debugging Distributed Flight Search: What Logs Alone Won’t Tell You

Logs aren’t enough. Learn how tracing, metrics, and correlation IDs help debug fare mismatches in distributed flight search systems.

July 22, 2025

by Ravi Teja Thutari

CORE

· 2,046 Views · 3 Likes

How to Create Loki Alerts via PrometheusRule Resource

Enable PrometheusRule alerts for Loki logs with Grafana Alloy — even with Helm. Get unified, declarative alerting for logs and metrics in Kubernetes.

July 22, 2025

by Alexander Sharov

· 3,646 Views · 1 Like

6 Ways AI-Enhanced Phishing Can Hijack Developer Workflows (and What to Do About It)

Phishing has evolved into a major supply chain security threat, targeting software developers with attacks on development tools and workflows.

July 21, 2025

by Philip Piletic

CORE

· 3,042 Views · 3 Likes

Software Supply Chain Security Regulations From a DevSecOps Perspective

This article examines how new regulations demand automated SBOMs and DevSecOps automation to secure software supply chains and ensure compliance.

July 21, 2025

by Apostolos Giannakidis

CORE

· 3,066 Views · 1 Like

Designing and Operating Single-Tenant Architectures at Scale

This article covers deployment patterns, automation via CI/CD, centralized observability, and best practices to scale single-tenant dedicated environments efficiently.

July 21, 2025

by Avik Bose

· 2,212 Views · 1 Like