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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Sunbird

Automating Network Diagrams for A Complete View of All Active and Passive Components

Aug 6, 2025 By Sunbird In Sunbird
Accurately tracking how data center devices are connected—across switches, patch panels, structured cabling, and more—is essential for efficient data center operations. But for many teams, documentation still lives in static diagrams or outdated spreadsheets, requiring extensive manual effort. This is time-consuming and leads to inaccuracies that can cause delays in planning or troubleshooting and unnecessary risk. Sunbird DCIM changes that.
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IP Optical Middle Mile Network Architectures for Rural America

Aug 6, 2025 By Ribbon In Ribbon
In addressing the burgeoning demand for broadband connectivity in rural America, a robust and innovative IP Optical Network Architecture is essential. The architecture must incorporate a best-in-class multi-layer design optimized for middle-mile functionality, integrating both voice and security dimensions. A pivotal requirement is to decouple the last mile from the middle mile, ensuring that the last-mile solutions can remain agnostic to various technologies while still benefiting from a unified middle-mile infrastructure.
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Avoid the Chaos Engineering bottleneck

Aug 6, 2025 By Gremlin In Gremlin
Chaos Engineering is great, but by itself it can create bottlenecks that limit your reliability journey. FULL TRANSCRIPT: One of the things we've learned while building Gremlin and being the first Chaos Engineering tool to market is with all the greatness that comes with this approach, we've learned some of the downfalls, some of the drawbacks. And one of those is how you scale this practice.
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last9

Log Format Standards: JSON, XML, and Key-Value Explained

Aug 6, 2025 By Faiz Shaikh In Last9
Your log format defines how your application records events. The structure you choose shapes how logs get parsed, indexed, and queried. It affects how quickly you can debug issues, build alerts, or control storage usage. In this guide, we'll take a look at the log formats developers typically use, the essential fields to include, and what trade-offs to consider before locking down a format for your system.
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Optimizing Legacy ML Systems with Real-World DevOps Practices

Optimizing Legacy ML Systems with Real-World DevOps Practices

Aug 6, 2025 By OpsMatters In OpsMatters
We chose to feature this article because it reflects exactly what OpsMatters stands for: practitioners solving real problems with practical DevOps thinking. When we came across Ashish's detailed breakdown of his experience modernizing a complex ML environment, it stood out for its clarity and actionable insights. We reached out to him to learn more about the work behind this case study, and with his permission, we are sharing it here so the broader community can benefit from these lessons in observability, cost optimization, and real-world DevOps execution.
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How server-side tagging benefits complex operational systems

How server-side tagging benefits complex operational systems

Aug 6, 2025 By OpsMatters In OpsMatters
What was the biggest pain in your childhood when doing puzzles? Of course, the worst is when you need to somehow finish a plain-black segment of 300-400 pieces. Lost puzzle pieces proudly occupy the second place. Well, if you have chosen to work in the digital marketing or e-commerce industry, nothing changes. You still will suffer from huge black spots and tiny pieces of missing data. The bigger the company you work for is and the larger the amount of data you operate with, the more you will be affected by those information gaps.
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bunnyshell

Introduction to End-to-End Testing: Everything You Need to Know in 2025

Aug 5, 2025 By Alin Dobra In Bunnyshell
End-to-end (E2E) testing is a crucial software testing methodology that ensures an application works flawlessly from start to finish. In today’s fast-paced development cycles (think Agile and DevOps), E2E testing helps teams validate entire user workflows – from the user interface on the front end, through any APIs or services, down to databases or external integrations – exactly as a real user would experience them.
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speedscale

Speeding up AI Coding Assistants using Deterministic Feedback

Aug 5, 2025 By Matthew LeRay In Speedscale
AI coding assistants are transforming the way developers approach software development by automating routine tasks and enhancing code quality. These tools leverage artificial intelligence and machine learning to provide real-time code suggestions, auto-complete functions, and even debug existing code, making the development process faster and more accurate. Modern AI coding assistants integrate seamlessly with a wide range of programming languages and frameworks, including Java, Python, and C++.
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spike

PagerDuty vs. Spike: Which Tool is Better for Alerting in 2025

Aug 5, 2025 By Sreekar In Spike
If you’re stuck choosing between PagerDuty vs. Spike for alerting, you’re in the right place. I wrote this blog post to help you make a clear choice. To do this, I signed up for both tools and ran a full, hands-on comparison to see which one performs better in real-world scenarios. This detailed analysis will show you the key differences, declare a clear winner based on a 25-point scoring system, and give you the confidence to pick the right tool for your team. Let’s get started.
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resolve

AI in IT: Great! Now What the Hell Do You Do with It?

Aug 5, 2025 By Ari Stowe In Resolve
The demand for organizations to minimize downtime, swiftly address issues, and proactively manage the infrastructure has never been greater. But how can teams be expected to meet that challenge with legacy tools and approaches? Enter Zero Ticket IT, a transformative approach where AI-driven automation eliminates traditional ticket bottlenecks, empowering IT teams to focus on innovation and strategy. But how do you know if your team is truly ready for this transformative leap?
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