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The Latest Testing, Deployment, and Maintenance Topics

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Beyond 200 OK: Full-Stack Observability for Developers
200 OK isn’t success; we should own the complete user journey from click to memory with traceable, observable, full-stack systems.
August 4, 2025
by Mohit Menghnani DZone Core CORE
· 2,371 Views · 3 Likes
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Feature Flags in Agile Development: Lessons from Scaling Front-End Platform Releases
Feature flags can supercharge agile UI delivery, but without intentional governance, they quietly become a source of complexity, risk, and technical debt.
August 1, 2025
by Aishwarya Murali
· 2,707 Views · 3 Likes
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WAN Is the New LAN!?!?
Enterprises are replacing legacy LAN and MPLS with agile, cloud-optimized WANs powered by SD-WAN and Cloud WAN to meet global, digital demands.
August 1, 2025
by Harika Rama Tulasi Karatapu
· 2,731 Views · 5 Likes
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Docker Offload: One of the Best Features for AI Workloads
Docker Offload enables running container builds and workloads in the cloud while maintaining a local development experience using Docker Desktop.
August 1, 2025
by Naga Santhosh Reddy Vootukuri DZone Core CORE
· 3,698 Views · 2 Likes
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AI-Powered AWS CloudTrail Analysis: Using Strands Agent and Amazon Bedrock for Intelligent AWS Access Pattern Detection
In this post, I came up with a solution that addresses the critical challenge of efficiently analyzing AWS CloudTrail logs to identify security threats.
August 1, 2025
by Anil Malakar
· 3,121 Views · 2 Likes
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Choosing Between GCP Workflows, AWS Step Functions, and Temporal for Stateful Workflow Orchestration
GCP Workflows vs AWS Step Functions vs Temporal — a vendor-neutral look at usability, dev experience, pros/cons, and best-fit use cases.
July 31, 2025
by Ravi Teja Thutari DZone Core CORE
· 6,672 Views
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From Raw Data to Model Serving: A Blueprint for the AI/ML Lifecycle With Kubeflow
Learn the entire ML lifecycle—from data preparation to live inference—leveraging the Kubeflow platform to create a cohesive, production-grade MLOps workflow.
July 31, 2025
by Helber Belmiro DZone Core CORE
· 2,448 Views · 1 Like
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Agentic DevOps for the Rest of Us: A New Era of Intelligent SDLC
Agentic DevOps augments developers with intelligent agents that automate coding, testing, and operations, boosting productivity across the entire SDLC.
July 30, 2025
by Shashikant Jagtap
· 2,410 Views · 1 Like
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Building Reliable Experimentation Systems: From Assignment to Decision Quality
How we build reliable experimentation systems that ensure clean assignment, prevent SRM, and accelerate learning — from A/B tests to bandits.
July 30, 2025
by Ieshika C
· 1,692 Views · 1 Like
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Should You Switch to a Monorepo? A Developer’s No-Fluff Guide
Polyrepo - fast, autonomous repos; duplicate code and scattered tooling. Monorepo - single codebase, one-PR fixes; heavy build tooling and org-wide standards.
July 30, 2025
by Mohit Menghnani DZone Core CORE
· 3,383 Views · 2 Likes
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TypeScript in Cloud Applications: Why It’s a Powerful Choice
TypeScript blends static typing with JavaScript’s flexibility, boosting safety and speed for serverless, microservices, and scalable cloud app development.
July 29, 2025
by Rama Mallika Kadali
· 4,650 Views
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2025 Gartner Magic Quadrant for iPaaS: A Shift Towards Intelligent Automation
The 2025 Gartner iPaaS report highlights a shift toward AI-driven, low-code platforms, with Workato rising to Leader and MuleSoft slipping to Challenger.
July 29, 2025
by Susmit Dey DZone Core CORE
· 5,814 Views · 1 Like
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From Development to Deployment: Automating Machine Learning
A step-by-step journey of a machine learning model from development to deployment using containers and Infrastructure-as-Code tool Terraform.
July 29, 2025
by Yashraj Behera
· 2,473 Views · 4 Likes
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Building Secure Transaction APIs for Modern Fintech Systems Using GitHub Copilot
Use GitHub Copilot to build secure fintech APIs faster by adding input validation, rate limiting, and safe error handling, without compromising compliance or trust.
July 29, 2025
by Sibasis Padhi
· 2,789 Views · 3 Likes
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Why Most IaC Strategies Still Fail (And How to Fix Them)
Infrastructure as Code offers a compelling vision for solving the chaos of cloud ops, but in practice, many organizations remain tangled in complexity.
July 29, 2025
by Ido Neeman
· 2,053 Views
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AWS vs. Azure vs. GCP: A Comprehensive Guide to Choosing the Right Cloud Provider
The three most well-known cloud providers by highlighting their unique strengths, diverse services, and various pricing plans, enabling you to make informed decisions.
July 28, 2025
by Sairamakrishna BuchiReddy Karri
· 2,371 Views
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Building Intelligent Applications Using Generative AI and Azure Database for PostgreSQL
Embed GenAI into PostgreSQL using Azure extensions for semantic search, predictions, and smart applications — directly within your data layer.
July 28, 2025
by Aravind Nuthalapati DZone Core CORE
· 11,169 Views · 2 Likes
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Docker Model Runner Makes Running Models Simpler
Running models locally has just gotten simpler with Docker Model Runner. In this tutorial, we will talk about what the runner is about and how we can use it.
July 28, 2025
by Siri Varma Vegiraju DZone Core CORE
· 3,020 Views · 1 Like
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5 Ways Microsoft’s MCP Protocol Will Transform Software Testing Forever
Microsoft's MCP Protocol uses AI to automate and transform software testing, generating tests, fixing errors, and monitoring in real time. Adapt or fall behind.
July 28, 2025
by Nidhi Sharma
· 2,254 Views · 6 Likes
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Measuring DevOps Success in the Enterprise With DORA Metrics
Learn how DORA metrics help enterprises measure DevOps performance, boost software quality, and drive continuous improvement.
July 28, 2025
by May Sanders
· 1,681 Views · 2 Likes
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