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

Unlocking business resilience with full-stack observability in hybrid IT environments

For CIOs and technology leaders across the Gulf Cooperation Council (GCC), full-stack observability is a strategic lever for achieving faster ROI, operational resilience, and digital maturity. By integrating AI-powered insights and automation, IT leaders can streamline operations and align technology outcomes with business goals. Demonstrating ROI within tight timelines is critical, as is leveraging observability to maintain competitive advantage in a rapidly evolving market.

Introducing "Explain Flame Graph": Stop Fighting Fires and Start Explaining Them

In a modern observability deployment, it’s simple to get data that helps you understand where your system is failing. However, when we try to understand why, the answer is often buried beneath a mound of stack traces. For many developers, attempting to interpret a flame graph by manually calculating self-time (the resources consumed by the function itself) versus child-frame latency (the time spent waiting on called sub-functions) is both confusing and time-consuming.

Troubleshooting Microservices with OpenTelemetry Distributed Tracing

Distributed tracing doesn’t just show you what happened. It shows you why things broke. While logs tell you a service returned a 500 error and metrics show latency spiked, only traces reveal the full chain of causation: the upstream timeout that triggered a retry storm, the N+1 query pattern that saturated your connection pool, or the missing cache hit that turned a 50ms call into a 3-second database roundtrip.

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.

Splunk Attack Range v5 Demo

The Splunk Attack Range is an open source project that lets security teams spin up instrumented cloud environments, simulate adversary behavior, and use the generated telemetry to build and test detections in Splunk. Whether you are a detection engineer tuning rules, a purple team validating coverage, or a developer automating tests, Attack Range gives you a repeatable, cloud-based lab. This post highlights what Attack Range does, how it works, and how to get started - whether you prefer a web UI, a REST API, or the command line.

Will humans be replaced by AI? The truth

Agentic AI doesn’t replace analysts, it augments them. The real value comes from making teams more efficient, not smaller. This is the perspective most people miss. 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.

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.