AURA in practice: real-world use cases for production AI agent infrastructure
How platform and SRE teams are using Mezmo's open-core agent framework — with any LLM, any tools, any observability backend.
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Lift-and-Shift VMs to Kubernetes with Calico L2 Bridge Networks
On paper, lift-and-shift VM migration to Kubernetes sounds simple. Compute can be moved. Storage can be remapped. But many migration projects stall at the network boundary. VM workloads are often tied to IP addresses, network segments, firewall rules, and routing models that already exist in the wider environment. That is where lift-and-shift becomes much harder than it first appears.
API Response Time Monitoring: Metrics, SLAs & Optimization Guide
Modern applications are powered by APIs. Every login request, checkout transaction, mobile interaction, and third-party integration depends on APIs responding quickly and reliably. When an API slows down, the entire user experience suffers. Even a one-second delay in response time can: For ecommerce platforms, fintech systems, SaaS products, and real-time applications, slow APIs do not simply create inconvenience. They directly affect revenue, customer retention, and operational stability.
API Observability Tools: Complete Guide to Platforms, Features & Use Cases (2026)
Modern software runs on APIs. Whether you are operating microservices, integrating third party services, or building customer facing platforms, APIs are the backbone of your architecture. As systems become more distributed, simply knowing whether an endpoint is up or down is no longer enough. Teams need deeper visibility into performance, reliability, latency, and behavior across environments. That is where API observability tools come in. API observability goes beyond basic health checks.
FinOps Leaders Who Will Win The AI Era Are Already Experimenting
Engineering teams are shipping faster than ever. AI coding tools like Claude Code and OpenAI’s Codex have quietly removed some of the biggest friction points in the development cycle — and the result is that FinOps teams are being asked to keep up with a pace most practitioners haven’t fully reckoned with yet. That acceleration has a cost consequence. More shipping means more services, more experiments, more infrastructure spun up without review cycles.
API Status Monitoring: Real-Time Health & Uptime Tracking
APIs sit at the center of modern digital infrastructure. Mobile applications, SaaS platforms, microservices, and third party integrations all depend on APIs to exchange data and execute business logic in real time. When an API becomes unavailable, slows down, or returns incorrect data, users feel it immediately. Transactions fail. Dashboards stop updating. Logins break. Revenue and trust are affected within minutes.
VirtualMetric DataStream + Splunk: Pre-Ingest CIM Normalization Without the TA Tax
Splunk is built around a deceptively simple premise: get your data in, search it, and act on it. In practice, the gap between “get your data in” and “data that actually works in Splunk ES” is where most of the engineering effort goes. CIM normalization is non-trivial. Technology Add-on development is slow. Volume-based licensing penalizes growth. And the combination means that as environments expand, Splunk becomes harder to operate efficiently.
Gaming Rigs That Balance Speed, Stability, and Power
Finding the right balance for a PC setup involves looking at several factors. High frame rates matter, but stability keeps the experience smooth - here I have used the hyphen-minus symbol instead of an em dash. Many enthusiasts search for machines that handle both intense creative work and fast-paced competitive matches. You need hardware that stays cool under pressure. Choosing parts often means looking at long-term value and current tech trends. A great rig handles modern software without breaking a sweat. It provides a reliable foundation for all your digital needs.
The Best Marketing Companies to Outsource to in 2026
In the world of business, you're always going to be met with a range of different challenges. In the early days, you're often trying to figure things out for yourself. Then, over time, you're able to find your feet and get into a rhythm of what works best for you. However, as the business grows, that will often change. You'll also realize that you're not quite able to take on everything yourself. When you hire your first employee and start growing the business, it can be a lot of fun. But then, as things start to get bigger, you may realise that you need to go one step further than that.
How Do Optimized Press Releases Support Digital PR Strategies? 4 Benefits
The way we share company news has changed completely in the modern digital landscape. In 2026, roughly 68% of online experiences begin with a search engine, making discoverability the ultimate goal for any brand. While an old-school announcement might have just sat on a wire service, a modern, data-driven approach turns your news into a powerful engine for organic growth. Integrating these updates into your broader digital PR strategy is the best way to cut through the noise and reach the right decision-makers.