Operations | Monitoring | ITSM | DevOps | Cloud

Observability for LLM Apps and Agents: OpenLIT SDK + VictoriaMetrics observability stack

Many “LLM observability with OpenTelemetry” tutorials stop at a single chat.completions span. That works for a demo, but it leaves gaps once an agent fans out into 30 tool calls, two vector-DB queries, three handoffs, and a 90-second tail latency you need to attribute. This post wires the OpenLIT SDK (50+ instrumentations, OTel GenAI semantic conventions, one line of code) into the full VictoriaMetrics observability stack and shows query examples that turn agent telemetry into decisions.

Extending the Application Edge with F5 BIG-IP VE and Megaport Virtual Edge

Learn how F5 BIG-IP VE simplifies multicloud application delivery, security, and traffic management with MVE. As enterprise applications continue spreading across multiple clouds, the application edge is changing. A few years ago, application delivery was usually tied to a physical appliance sitting in a data center; today, applications are everywhere.

Unified Observability: Moving IT Teams from Reactive to Predictive

What does it take to stop an outage before it starts? In many cases, the warning signs are already there, scattered across different monitoring tools, which makes it difficult to see the full picture before issues escalate. When an incident occurs, engineers often spend valuable time piecing together metrics, logs, traces, and alerts to determine the root cause. Every minute spent investigating extends the outage and increases its business impact.

DevOps with Kubernetes: How to Reduce Cluster Toil and Complexity

Has Kubernetes made your DevOps team faster, or just busier? Most teams adopt it for speed and portability, and they get both. What arrives with it is a quieter cost: the operational weight of running the cluster day to day. That weight shows up in the manual work the platform was supposed to eliminate. A resource limit set incorrectly can waste infrastructure for months.

Six AI agent SDKs for enterprise Kubernetes, compared

There’s a question we hear constantly from platform and engineering leaders right now, “which agent SDK should we standardize on for our Kubernetes clusters?” The honest answer is that the question is slightly wrong, and the rest of this post explains why. But it’s a fair question, so let’s compare the contenders first.

What is Network Configuration Management

Many network outages usually start with something as small as a configuration change that nobody logged. One undocumented edit to a firewall or a core switch can lead to the team losing hours working out what changed, on which device, and how to undo it. Across cloud, SD-WAN, and multi-vendor stacks, that guesswork only gets more expensive. Network configuration management takes the guesswork off the table.

Optimizing SEO for Diverse Online Audiences

To connect with people worldwide, your online presence needs to speak their language, not just literally, but culturally. A generic SEO strategy often misses the mark because it doesn't consider how diverse people behave online, what they're looking for, or their cultural expectations. Reaching different audiences means taking a more thoughtful approach. It goes beyond simply translating keywords; it's about truly understanding the people you want to reach. This means looking at how different groups search for information, what kind of content they like, and which digital channels they trust most to propel business success.

Outsourcing Web Development Benefits and Risks: A Practical Breakdown

Most articles about outsourcing web development read like a sales brochure: cheaper, faster, done. That's not wrong, exactly - it's just incomplete. Handing part of your codebase and your deploy pipeline to an outside team is a real trade-off, not a free win, and the teams that get burned by it usually aren't the ones who chose to outsource. They're the ones who never sat down and weighed the upsides against the risks before settling on a web development outsource partner. This piece is that conversation - the benefits worth taking seriously, the risks that actually bite, and what to do about both.

How SRE Practices Improve Trust in Digital Finance and Healthcare Platforms

Trust used to be a brand problem. Now it's an uptime problem, a latency problem, a data integrity problem, and sometimes a "why is the payment button spinning again?" problem. For digital finance and healthcare platforms, users don't separate the service from the system behind it. If the app fails, the business feels careless. If records lag, confidence drops. If a transaction disappears for even a few seconds, panic arrives fast.