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The Latest Testing, Deployment, and Maintenance Topics

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Observability on the Edge With OTel and FluentBit
Master edge observability with OTel and Fluent Bit, leveraging tail sampling, persistent queues, and footprint optimization.
April 23, 2026
by Graziano Casto DZone Core CORE
· 2,766 Views
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CI/CD Integration: Running Playwright on GitHub Actions: The Definitive Automation Blueprint
Learn how to automate Playwright tests on GitHub Actions for faster, more reliable CI/CD pipelines and consistent test execution.
April 23, 2026
by Priti Gaikwad
· 2,268 Views
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The Pod Prometheus Never Saw: Kubernetes' Sampling Blind Spot
Prometheus sampling gaps are irreducible — reducing the scrape interval just moves the threshold. The Kubernetes watch API eliminates it entirely.
April 23, 2026
by Shamsher Khan DZone Core CORE
· 2,267 Views · 1 Like
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Revolutionizing Scaled Agile Frameworks with AI, MuleSoft, and AWS: An Insider’s Perspective
AI + MuleSoft + AWS enhance SAFe with automated insights, better integration, and smarter DevOps—guided by human judgment.
April 22, 2026
by Abhijit Roy
· 2,692 Views
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The Rollback Problem: Implementing Transactional Boundaries in Agentic Loops
Learn how to leverage the Saga pattern, sandboxes, and idempotent tooling to define transactional boundaries and prevent failure loops in AI agents.
April 22, 2026
by Sidhesh Badrinarayan
· 2,096 Views
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The Invisible OOMKill: Why Your Java Pod Keeps Restarting in Kubernetes
A Kubernetes pod may restart due to an OOMKill when the Java process exceeds the container’s memory limit. JVM memory tuning and correct resource limits prevent crashes.
April 22, 2026
by Ramya vani Rayala
· 6,254 Views · 6 Likes
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AWS Bedrock: The Future of Enterprise AI
Amazon Bedrock simplifies enterprise AI with multi-model access, built-in security, RAG, and scalable, no-infrastructure deployment.
April 21, 2026
by Subrahmanyam Katta
· 4,913 Views · 2 Likes
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Demystifying Intelligent Integration: AI and ML in Hybrid Clouds
AI and ML are transforming hybrid clouds with edge intelligence, federated learning, and explainable, scalable integration.
April 21, 2026
by Abhijit Roy
· 3,383 Views
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SPACE Framework in the AI Era: Why Developer Productivity Metrics Need a Rethink Right Now
AI coding tools boost commit metrics, but hide deeper issues. Learn how the SPACE framework reveals real developer productivity beyond traditional DevOps metrics.
April 21, 2026
by Sreejith Velappan
· 3,023 Views
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The DevOps Security Paradox: Why Faster Delivery Often Creates More Risk
DevOps speeds delivery and risk. Without built-in security, vulnerabilities reach production fast — DevSecOps embeds automated security into the pipeline.
April 21, 2026
by Jaswinder Kumar
· 3,531 Views · 2 Likes
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Building Cost-Aware Product Roadmaps Using Real-Time Data from Distributed Logistics Systems
Dynamic, cost-aware product roadmaps use real-time logistics data, predictive analytics, and alerts to optimize profitability and adapt quickly.
April 21, 2026
by Srikrishna Jayaram
· 2,016 Views
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Quality Assurance in AI-Driven Business Evolution
QA is evolving for AI-driven business, focusing on data quality, model validation, and risk management to ensure reliable, trustworthy, well-governed systems.
April 20, 2026
by Parimal Kumar
· 3,848 Views
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Why Embedding Pipelines Break at Scale and How Lakehouse Architecture Fixes Them
Use Apache Iceberg to store embeddings as versioned datasets and treat the vector database as a derived retrieval index.
April 20, 2026
by Vivek Venkatesan
· 2,347 Views
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Context Lakes: The Infrastructure Layer AI Agents Need That Doesn't Exist Yet
No composition of feature stores, vector DBs, and stream processors can guarantee Decision Coherence. Here's the correctness gap in multi-agent systems.
April 17, 2026
by Angela Zhao
· 2,641 Views
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Velocity Is Not Enough: Rethinking Risk in Agile Software Development
Feature burndown doesn’t guarantee stability. Agile teams must actively manage risk every sprint to avoid accelerating hidden liability.
April 17, 2026
by Shreya Sridhar
· 2,613 Views · 3 Likes
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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 DZone Core CORE
· 4,462 Views
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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
· 2,843 Views
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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
· 3,254 Views · 2 Likes
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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
· 2,605 Views
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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
· 2,703 Views
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