Testing, Deployment, and Maintenance Resources

Seeing the Whole System: Why OpenTelemetry Is Ending the Era of Fragmented Visibility

By a technology correspondent who has sat through enough war rooms to know that the data you need is almost always in a system nobody thought to connect.

April 16, 2026

by Igboanugo David Ugochukwu

CORE

· 4,597 Views

SBOM in Practice: Embedding Compliance Into the Software Delivery Lifecycle

Software Bill of Materials (SBOMs) are no longer optional — embedding them in the SDLC creates real security, compliance, and operational advantage.

April 16, 2026

by Vineet Bhatkoti

· 2,951 Views

Code Security Remediation: What 50,000 Repositories Reveal About PR Scanning

An analysis of 50,000+ repositories shows PR-detected vulnerabilities get fixed 9x faster. Here's what the data says about when and where you catch security issues.

April 15, 2026

by Braden Riggs

· 3,416 Views · 2 Likes

When Kubernetes Breaks Session Consistency: Using Cosmos DB and Redis Together

Cosmos DB stores durable state; Redis acts as a coordination layer, enabling predictable, stateless scaling without sticky sessions, strong consistency, or high costs.

April 15, 2026

by Vikas Mittal

· 2,726 Views

How to Reliably Implement Post-Commit Actions in Spring

In this article, you will learn how to reliably implement post-commit actions in Spring Boot using a dedicated annotation, ensuring consistent behavior.

April 15, 2026

by Mario Casari

· 2,772 Views

Architecting the Future of Research: A Technical Deep-Dive into NotebookLM and Gemini Integration

Explore how NotebookLM and Gemini 1.5 Pro revolutionize research through source grounding, long context windows, and content pipelines.

April 15, 2026

by Jubin Soni, FBCS

CORE

· 2,829 Views

The Platform or the Pile: How GitOps and Developer Platforms Are Settling the Infrastructure Debt Reckoning

By a technology correspondent who has spent the better part of a decade watching engineering teams drown in YAML they wrote themselves.

April 15, 2026

by Igboanugo David Ugochukwu

CORE

· 3,434 Views

Runtime FinOps: Making Cloud Cost Observable

Treat cloud cost as a real-time system metric tied to deployments. With tagging, CI/CD estimates, and alerts to service owners, teams can catch spend spikes early.

April 15, 2026

by David Iyanu Jonathan

· 2,981 Views

AI-Driven DevOps for SaaS: From Reactive to Predictive Pipelines

LLMs automate risk analysis, config generation, and incident response boosting speed, reliability, and developer efficiency.

April 15, 2026

by Suresh Kurapati

· 2,886 Views

NeMo Agent Toolkit With Docker Model Runner

Agent observability is often missing in the rush to build AI agents. NeMo adds observability to AI agents, helping trace, evaluate, and debug multi-agent workflows.

April 15, 2026

by Siri Varma Vegiraju

CORE

· 2,802 Views

Building an AI-Powered SRE Incident Response Workflow With AWS Strands Agents

Learn how to automate CloudWatch alerts, Kubernetes remediation, and incident reporting using multi-agent AI workflows with the AWS Strands Agents SDK.

April 14, 2026

by Ayush Raj Jha

· 3,006 Views · 1 Like

Faster Releases With DevOps: Java Microservices and Angular UI in CI/CD

Jenkins automates build, containerizes, and deploys to AWS on every Git commit across Java microservices and Angular apps.

April 14, 2026

by Kavitha Thiyagarajan

· 2,923 Views

How I Fixed a Silent Production Bug in Apache Airflow That Affected Thousands of Deployments

Pool names in Airflow can contain any characters, but the metrics system can't handle them. I traced the root cause and got a backwards-compatible fix and merged it.

April 14, 2026

by Pradeep Kalluri

· 2,746 Views

Designing AI-Assisted Integration Pipelines for Enterprise SaaS

AI automates Workday data mapping, reducing manual effort and boosting integration speed, accuracy, reliability, scalability, efficiency and maintainability.

April 13, 2026

by Suresh Kurapati

· 2,740 Views

SelfService HR Dashboards with Workday Extend and APIs

Workday Extend enables developers to turn HCM data into secure, self-service dashboards by consuming RaaS and REST APIs directly inside Workday.

April 13, 2026

by Suresh Kurapati

· 3,110 Views

AI in SRE: What's Actually Coming in 2026

A practical look at where AI genuinely helps SRE teams, and what “AI-powered operations” can realistically deliver in production.

April 13, 2026

by Ashly Joseph

· 5,164 Views · 1 Like

How to Test a GET API Request Using REST-Assured Java

Learn about testing GET API requests with REST Assured Java, send requests with headers and params, validate response body, time, and extract data.

April 13, 2026

by Faisal Khatri

CORE

· 2,799 Views · 2 Likes

Apache Spark 3 to Apache Spark 4 Migration: What Breaks, What Improves, What's Mandatory

A comprehensive guide to migrating from Apache Spark 3.x to Spark 4.0, covering breaking changes, new features, and mandatory updates for smooth transition.

April 10, 2026

by Rambabu Bandam

· 4,730 Views · 1 Like

Building End-to-End Payroll Integrations in Workday Using PECI and PICOF

PECI is the modern Workday payroll integration standard that reliably captures all effective changes end-to-end, while PICOF is a legacy fallback.

April 10, 2026

by Suresh Kurapati

· 3,907 Views

How Agentic AI Platforms Organize Their Hardware Infrastructure

Discover how on-prem GPU clusters power secure, low-latency agentic AI pipelines with predictable costs and full data control.

April 9, 2026

by Kevin Vu

· 2,983 Views

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