Testing, Deployment, and Maintenance Resources

Effective Engineering Feedback: Software Testing

Software testing is a feedback system that drives better decisions. Learn how effective feedback, CLEAR principles, and testing levels improve quality and teamwork.

May 6, 2026

by Stelios Manioudakis, PhD

CORE

· 5,681 Views · 1 Like

How Reactive Scaling Drains Your Cloud Budget Without Warning

Reactive auto-scaling wastes cloud budgets on idle servers. Learn to replace it with a predictive C# and ML.NET engine that forecasts latency and scales proactively.

May 6, 2026

by Rodrigo Martinez Pinto

· 1,744 Views · 1 Like

The Hidden Latency of Autoscaling

Autoscaling isn’t real elasticity — it’s slow, reactive, and can mislead. Use demand metrics, keep warm capacity, and pair with circuit breakers & observability.

May 5, 2026

by David Iyanu Jonathan

· 1,801 Views

Modernization Is Not Migration

CI/CD-driven modernization of data platforms, improving release speed, observability, and reliability through automation, parallelization, and job-level telemetry.

May 5, 2026

by vaibhav Sharma

· 1,701 Views

How We Diagnosed a Hidden Scheduler Failure in a Docker Swarm Cluster Serving 2 Million Users

A real production incident in a Docker Swarm cluster — how a routine service update triggered a silent scheduler failure, and how we uncovered it.

May 5, 2026

by Denis Tiumentsev

· 1,623 Views · 1 Like

Mastering Kubernetes to Maximize Your Cloud Potential

Understanding Kubernetes architecture through seven critical layers: storage, compute, networking, observability, security, dev tools, and CI/CD.

May 4, 2026

by Jaswinder Kumar

· 1,743 Views · 2 Likes

AgentOps: The Next Evolution of DevOps for AI-Driven Systems

Explore AgentOps, the next evolution of DevOps for AI systems, enabling scalable, observable, and safe deployment of autonomous AI agents.

May 4, 2026

by Dennis Helfer

· 1,787 Views

Cost Is an SLI: Why Your System Is “Healthy” but Burning Cash

Runaway cloud spend hides in healthy systems — driven by poor cost visibility, idle resources, and scaling inefficiencies. Fix it with cost-per-request metrics.

May 4, 2026

by David Iyanu Jonathan

· 1,592 Views

Securing the IT and OT Boundary in Geospatial Enterprise Systems

Enterprise GIS platforms blend IT & OT, offering vital operational insight. To protect critical systems, secure the boundary with zero-trust principles and segmentation.

May 4, 2026

by Emily Newton

· 1,665 Views

Bucket4j + Infinispan: A Deep Dive Into Implementation

This deep dive explores integrating Bucket4j with Embedded Infinispan to implement a distributed rate limiter with logic execution directly on the data-owning node.

May 1, 2026

by Arkadii Osheev

· 1,976 Views · 2 Likes

6 Integration Patterns That Look Good on Paper and What Happens When They Hit Production

This article explores six commonly used enterprise integration patterns, the real world risks and the practical controls to build resilient systems.

May 1, 2026

by Priyanka Jayavel

· 2,001 Views · 1 Like

Generate Random Test Data in PostgreSQL

Learn how to use PostgreSQL to generate random data for testing purposes, and use PL/pgSQL to automatically insert random values into your database tables.

May 1, 2026

by arvind toorpu

CORE

· 2,148 Views

End-to-End Event Streaming With Kafka, Spring Boot and AWS SQS/SNS (Production-Ready Code Guide)

Kafka streams it, SNS fans it out, and SQS decouples it — three platforms, one resilient event pipeline wired together with Spring Boot.

April 30, 2026

by Mallikharjuna Manepalli

· 2,288 Views · 3 Likes

AI Agents for DevOps on Kubernetes Need Real Engineering, Not Magic

Kubernetes incident triage: OpenTelemetry → Kafka → CrewAI → RBAC scale. DORA 2024: 75% AI use, 39% low trust. AI correlates, humans approve changes.

April 30, 2026

by Abdul Majid Qureshi

· 2,202 Views

5 Ways Azure AI Search Enhances Enterprise RAG Architectures

Azure AI Search enhances RAG through hybrid search, semantic reranking, and enterprise-grade security for scalable production AI apps.

April 30, 2026

by Jubin Abhishek Soni

CORE

· 3,172 Views

7 Techniques That Supercharged My Claude-Assisted Development

Claude Code turns your terminal into an AI collaborator — automating coding loops, scaling workflows, and accelerating development with structured, agentic execution.

April 30, 2026

by VIVEK KATARYA

· 1,639 Views

Beyond Big Data: Designing Agentic Data Pipelines for AI Workloads

Learn how agentic data pipelines go beyond big data to power modern AI workloads with autonomous decision-making, real-time adaptability, and intelligent data.

April 29, 2026

by Liza Kosh

· 2,451 Views

Modernizing Cloud Data Automation for Faster Insights

Transform cloud data operations with automated ingestion, scalable ELT processing, and Zero-ETL simplicity for rapid insights.

April 29, 2026

by Sandeep Batchu

· 2,008 Views

What AWS Kiro Matters for Agentic Development

AWS Kiro is a high-speed communication fabric for AI agents, enabling sub-millisecond coordination and persistent memory management.

April 29, 2026

by Jubin Abhishek Soni

CORE

· 2,038 Views

The Bill You Didn't See Coming

Egress — not compute — drives surprise cloud costs. Fix it by designing for data locality, using compression/caching wisely, and actively monitoring data flows.

April 28, 2026

by David Iyanu Jonathan

· 2,864 Views

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