Operations | Monitoring | ITSM | DevOps | Cloud

Drop a JAR on the JVM. Get distributed tracing, RxJava context propagation, log-trace correlation, and Vert.x internal metrics. No code changes. No Maven dependency. Java 8–21. Inside the design of last9/vertx-opentelemetry v2.3.4. Prathamesh works as an evangelist at Last9, runs SRE stories - where SRE and DevOps folks share their stories, and maintains o11y.wiki - a glossary of all terms related to observability.

Focusing on GenAI and logs for IT efficiency Efficiency is everything for managing today’s digital systems. Technology is constantly transforming and expanding operations are driving an explosion in data. Consequently, data ingest and storage costs have soared. But it’s not just storage data costs that keeps teams behind.The challenge of managing all that observability data forces IT teams to choose between efficiency and the bottom line.

Digital employee experience isn’t just a nice to have anymore. In hybrid, SaaS heavy IT environments Digital Employee Experience (DEX) is where productivity can live or die. Employees don’t care whether the culprit is Wi‑Fi connectivity, CPU/RAM load, poor battery life, or a misbehaving cloud app. They just know work got harder.

We built something called Auvik Aurora, and before you scroll any further, I can already hear your thoughts. “Wait a second, Anto. Is this going to be another blog post giving me the hard sell on using AI?” Fair enough, I don’t think anyone would blame you, especially when we’re seeing AI adoption across nearly every industry, tool, hobby, workflow, or even . The blank is intentional, AI is everywhere, and chances are that you already know that it matters.

Over the past few weeks, we have been driving a cross-ecosystem effort to replace the “monkey-patching” that powers all JavaScript APM tools today with something built into the runtime. Here is why, how, and where it stands. This applies to server-side JavaScript only (Node.js, Bun, Deno, Cloudflare Workers). Browsers do not have diagnostics_channel and lack the async context propagation primitives needed to polyfill it.

Most ActiveMQ outages are not sudden failures. They are visible in the metrics for minutes, sometimes hours, before they become incidents. A memory usage graph climbing past 60%. A queue depth that isn't draining. An enqueue time that doubled after a deployment. A consumer count that dropped from 3 to 1 at 2 AM.

Over the last decade, a great deal of data privacy regulations have been passed in the European Union. Like it or not, measures like GDPR, the Digital Services Act, and the upcoming Artificial Intelligence Act are exerting increasing influence across industries over how and especially where the data of European customers is stored. In this article, we will explore the ways to keep the simplicity of a Platform as a Service (PaaS) while utilizing only European providers.