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The Latest Testing, Deployment, and Maintenance Topics

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A Step-by-Step Guide to AWS Lambda Durable Functions
Build long-running workflows by separating orchestration from execution, persisting state, and using events or callbacks to pause and resume without holding compute.
January 20, 2026
by Lakshmi Narayana Rasalay
· 3,568 Views
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Scaling Infrastructure as Code in Enterprise Automation
Tools like Ansible enable modernization but introduce a coding skills gap. This article outlines a pattern to democratize automation using intermediate tooling.
January 19, 2026
by Dippu Kumar Singh
· 1,450 Views
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Top 5 Payment Gateway APIs for Indian SaaS: A Developer’s Analysis
Compare 5 international payment APIs for Indian SaaS. Choose APIs that enable automated FIRC retrieval — and test the sandbox.
January 19, 2026
by Sarang S Babu
· 5,576 Views
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Self-Healing Infrastructure Automation Platform That Reduced MTTR by 40%
How we built a self-healing infrastructure automation platform, enabling faster recovery, lower on-call load, and reliability that scales with the system.
January 19, 2026
by Venkatesan Thirumalai
· 2,800 Views · 1 Like
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Stop Debugging Code That Works: Identifying False Failures in Kubernetes
How to tell real Kubernetes deployment failures from false alarms by verifying builds, pods, and image digests instead of trusting platform status.
January 19, 2026
by Janani Annur Thiruvengadam DZone Core CORE
· 3,879 Views · 3 Likes
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Copilot, Code, and CI/CD: Securing AI-Generated Code in DevOps Pipelines
AI coding tools boost speed but weakens security and developer judgment. Here’s how hidden vulnerabilities escape review and what must change before a breach hits.
January 19, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 1,704 Views
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Integrating CUDA-Q with Amazon Bedrock AgentCore: A Technical Deep Dive
This integration lets AI agents use GPU-accelerated quantum simulations as tools in their workflows. Learn more in this deep dive.
January 16, 2026
by Rakesh Kumar Pal
· 1,687 Views · 1 Like
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DevSecOps for MLOps: Securing the Full Machine Learning Lifecycle
Why ML systems are uniquely vulnerable to security attacks — and how MLSecOps closes the gaps in data, models, and pipelines.
January 15, 2026
by Igboanugo David Ugochukwu DZone Core CORE
· 2,156 Views · 2 Likes
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Integrating AI-Enhanced Microservices in SAFe 5.0 Framework
Explore how AI serves as a lean portfolio ally to enhance value stream performance, reduce noise, and automate tasks.
January 14, 2026
by Abhijit Roy
· 1,834 Views · 2 Likes
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Unit Testing SQL Queries Across Multiple Database Platforms
A practical guide with SQL Testing Library and type-safe contracts using Pydantic models that validate types, constraints.
January 14, 2026
by Gurmeet Saran
· 8,840 Views · 3 Likes
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Architecting Observability in Kubernetes with OpenTelemetry and Fluent Bit
Microservices solve scalability problems but introduce troubleshooting nightmares. Here is a practical architectural pattern to unify logs, metrics, and traces.
January 13, 2026
by Dippu Kumar Singh
· 5,878 Views · 1 Like
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The Timeless Architecture: Enterprise Integration Patterns That Exceed Technology Trends
There are five core integration patterns that have proven to be long-lasting over the years and continue to shape up modern architectures.
January 13, 2026
by Anant Wairagade
· 2,963 Views · 1 Like
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Supercharge AI Workflows on Azure: Remote MCP Tool Triggers + Your First TypeScript MCP Server
Remote MCP in Azure Functions exposes serverless tools for AI assistants, enabling scalable, cloud-native workflows with Azure services and bindings.
January 13, 2026
by Swapnil Nagar
· 2,208 Views · 1 Like
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Pragmatic Paths to On-Device AI on Android with ML Kit
Use ML Kit to add on-device AI (Text/Barcode/OCR, Object & Pose, Translation) with simple Kotlin APIs-fast, offline, private.
January 12, 2026
by Mohan Sankaran
· 2,059 Views · 6 Likes
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Mastering Fluent Bit: Developer Guide to Telemetry Pipeline Routing (Part 12)
This intro to mastering Fluent Bit covers telemetry pipeline routing mechanisms, tag-based, conditional, and label-based, with hands-on examples for developers.
January 9, 2026
by Eric D. Schabell DZone Core CORE
· 1,666 Views · 2 Likes
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How to Build and Deploy an AI Agent on Kubernetes With AWS Bedrock, FastAPI and Helm
Learn how to build, containerize, and deploy a lightweight, cloud-native AI agent on Amazon EKS using FastAPI, AWS Bedrock, Docker, and Helm.
January 9, 2026
by Chandrasekhar Rao Katru
· 3,756 Views · 6 Likes
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From Code to Runtime: How AI Is Bridging the SAST–DAST Gap
A practical exploration of how AI connects static code vulnerabilities with their potential runtime exploitability in modern cloud-native applications
January 9, 2026
by Atish Kumar Dash
· 1,811 Views · 1 Like
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How AI Is Rewriting DevOps: Practical Patterns for Faster, Safer Releases
AI is reshaping DevOps by accelerating development, testing, and deployment while enhancing reliability through smart automation.
January 9, 2026
by Bhanu Sekhar Guttikonda DZone Core CORE
· 2,236 Views · 2 Likes
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Speak Their Language: How Communication Profiling Prevents Agile Delivery Breakdowns
This article introduces a practical framework for diagnosing and stabilizing delivery by treating communication as system infrastructure.
January 8, 2026
by Ella Mitkin
· 2,718 Views · 3 Likes
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Telemetry-Driven AI Architecture: Closing the Loop from UX to Models
Most Android AI features fail after launch because they don’t learn from real users — this architecture logs predictions and user outcomes.
January 8, 2026
by Mohan Sankaran
· 2,985 Views · 5 Likes
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