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The latest News and Information on Log Management, Log Analytics and related technologies.

AI observability: The backbone of mission resilience in the public sector

Downtime cost the public sector $193 million last year — and the financial hit is only the beginning. Beyond the numbers, downtime in the public sector can also lead to severe consequences for citizens: interrupted access to critical online services, delayed benefits, and stalled emergency response. When citizens cannot rely on government services, downtime becomes more than an inconvenience; it becomes a matter of trust. More than uptime, resilience is the new success metric for modern government.

Troubleshooting & RCA with Olly

If troubleshooting still feels harder than it should, check on these two numbers: how many dashboards you have, and how many alerts fire every day. For most teams, it’s hundreds of dashboards and thousands of alerts, a sign of maturity, coverage, and good intentions. On the other hand, we also see that when something actually breaks, that coverage rarely turns into clarity fast enough.

Agent vs Assistant: The key distinction between Olly and the competition

The market is saturated with agents and assistants, making it difficult to tell them apart. However, the difference between these two approaches is significant. They offer radically distinct levels of impact, reflecting major differences in both their technical complexity and the quality of their inferences. Let’s figure out the distinction.

OpenTelemetry in Production: Design for Order, High Signal, Low Noise, and Survival

A lot of talk around OpenTelemetry has to do with instrumentation, especially auto-instrumentation, about OTel being vendor neutral, being open and a defacto standard. But how you use the final output of OTel is what makes business difference. In other words, how do you use it to make your life as an SRE/DevOps/biz person easier? How do you have to set things up to truly solve production issues faster?

What Agentic AI Is Really Made Of (Most People Miss This)

Agentic AI isn’t just an LLM. Without the right context, it gives generic answers. This is the component that makes its decisions actually useful. Additional Resources: About Elastic Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale. Elastic’s solutions for search, observability, and security are built on the Elastic Search AI Platform — the development platform used by thousands of companies, including more than 50% of the Fortune 500.

Exploring Splunk Alternatives [2026]: Deep Dive into Log Analysis

Splunk isn't bad software. It's genuinely powerful. But in 2026, a lot of engineering teams are asking a fair question: are we getting $300K worth of value out of this? More often than not, the answer is no. We went through 15 alternatives - read the docs, tested where we could, and talked to engineers who made the switch. This is what we found.

What problem is agentic AI trying to solve?

Agentic AI isn’t limited to security operations. It’s already improving hospitals, financial systems, and service industries by reducing overload and filling skill gaps. Here’s the problem it was actually built to solve. Additional Resources: About Elastic Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale. Elastic’s solutions for search, observability, and security are built on the Elastic Search AI Platform — the development platform used by thousands of companies, including more than 50% of the Fortune 500.

VictoriaLogs in VictoriaMetrics Cloud: Fast, Cost-Effective Log Management is Here

Yes, you got it right: VictoriaLogs is now Generally Available in VictoriaMetrics Cloud! We believe that this is a huge milestone in our journey to deliver what our users are expecting from us: a complete, managed observability solution. If you’ve been following our quarterly updates, you know we’ve been after this launch for a while. In our latest update a few weeks ago we already announced that we were ready and today we’re making it official.

What is agentic AI? (explained in 60 seconds)

Agentic AI is the next evolution of artificial intelligence. Unlike traditional AI, it can act autonomously and make decisions on its own. Here’s what that actually means, without the hype. Additional Resources: About Elastic Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale. Elastic’s solutions for search, observability, and security are built on the Elastic Search AI Platform — the development platform used by thousands of companies, including more than 50% of the Fortune 500.

The Human-Centric Stack: Why Logs Are the Great Equalizer in the Age of AI

In 2026, we are seeing incredible feats of engineering with agentic AI, impacting metrics and distributed traces that map thousands of microservices. Our systems have never been more intelligent and complex. However, as our observability becomes more intelligent, fewer employees know how to manage and troubleshoot complex systems. These employees, who often bear the brunt of an error’s impact, may need to rely on specialists to interpret the system.