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

How to Get Grafana Iframe Embedding Right

Adding Grafana dashboards directly into your app lets users see monitoring data without switching tabs or tools. Using an iframe to embed Grafana does work, but it brings along some tricky authentication and security issues that aren’t always obvious at first. In this blog, we’ll go over the practical ways to embed Grafana dashboards from easy public snapshots to secure, private dashboards that need authentication.

Optimize LangChain Performance with Trace Analytics

You’ve instrumented your LangChain app, and traces are now flowing into Last9. Now the issues are visible: API costs are crossing $200/day, average response times exceed 3 seconds, and performance degrades under 100 concurrent users. A single tool call adds over 2 seconds. Bloated context windows are pushing up token usage, wasting $50/day. Here’s how to use trace data to identify and fix these inefficiencies, systematically and at scale.

Top 6 Multi-CDN Solutions

Speed and reliability are crucial for online businesses. Whether you're streaming, gaming, e-commerce, or running media-rich websites, downtime or slow content delivery can drive users away. This is where Multi-CDN solutions become essential. A Multi-CDN setup dynamically manages requests across several CDN services, combining the strengths of each and minimizing weaknesses such as regional limitations, service disruptions, or bandwidth saturation. These systems provide resilience and optimization, often using advanced analytics, traffic-routing logic, and real-time load balancing.

Building a Multi-Agent Containerization System at Bunnyshell

At Bunnyshell, we’re building the environment layer for modern software delivery. One of the hardest problems our users face is converting arbitrary codebases into production-ready environments, especially when dealing with monoliths, microservices, ML workloads, and non-standard frameworks. To solve this, we built MACS: a multi-agent system that automates containerization and deployment from any Git repo.
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Boba Paradox

It's 2PM on a Thursday. Your engineering team is knee-deep in bugs from a recent release. But what's the Slack channel buzzing about? Not flaky tests. Not integration coverage. Not mocking services. It's whether to order brown sugar boba or taro with oat milk. Let's be honest: for many companies, it's easier to justify $8 on boba than $800 on testing tools. And we're not here to judge-we're here to understand why.

From Guesswork to Guarantees: How Traffic Replay Improves Release Confidence

In modern software development, the pressure to move fast is matched only by the need to get it right. Teams working within the software development lifecycle (SDLC) must constantly balance velocity and quality, ensuring releases are stable, secure, and performant. Traditional software development models often relied on manual verification and human intuition to validate releases; however, as systems have grown in complexity, guesswork is no longer sufficient to meet these rising needs.

Elasticsearch with Python: A Detailed Guide to Search and Analytics

If you’re using Python for search, log aggregation, or analytics, you’ve probably worked with Elasticsearch. It’s fast, scalable, and fairly complex once you go beyond the basics. The official Python client gives you raw access to Elasticsearch’s REST API. But getting it to work the way you want, especially under load, can be tricky. This blog walks through practical ways to index, query, and monitor Elasticsearch from Python code, without getting lost in the docs.

Deploying secure AI: Canonical + SpectroCloud for federal missions

As mission requirements evolve, federal agencies and defense teams need infrastructure supporting AI/ML workloads anywhere, from secure cloud environments to disconnected edge locations. In this fireside chat, Mark Lewis (VP, Application Services at Canonical) and William Crum (Senior Defense Success Engineer at SpectroCloud) discuss how their organizations are helping federal customers deploy secure, scalable, and consistent Kubernetes and AI infrastructure across hybrid and edge environments.