Operations | Monitoring | ITSM | DevOps | Cloud

We’re excited to announce a set of updates across the entire VictoriaMetrics open source products suite — including VictoriaMetrics, VictoriaLogs, VictoriaTraces, the VictoriaMetrics Kubernetes Operator. These improvements bring better performance, stronger security, enhanced metadata visibility, and a smoother experience when running observability at scale.

The observability market has moved beyond manual threshold-setting. Modern platforms use statistical algorithms, machine learning, and causal AI to detect anomalies automatically. Some work immediately after deployment. Others train on your data for better accuracy. Each approach has technical trade-offs worth understanding. This guide compares how nine monitoring solutions handle automated anomaly detection and root cause analysis.

Icinga Director is a powerful tool that greatly simplifies the configuration, management, and deployment of monitoring objects in Icinga. It provides a user-friendly interface and automation features that make complex setups easier to maintain. Occasionally, though, you may unintentionally introduce a cyclic inheritance while configuring templates. A typical case occurs when a template imports another template that eventually imports the original one again.

Back in September, we unveiled Sumo Logic Dojo AI, our agentic AI platform built to power intelligent security operations and incident response. With that launch, we introduced Mobot, our conversational interface, as well as our first agents designed to help automate routine tasks, streamline investigations, and give security teams the freedom and ability to focus on analyzing the highest value security issues facing their organization. Today, we’re excited to share the latest additions to Dojo AI.

SaaS products that are built for engineers power critical workflows, yet their designs are often afterthoughts. SaaS products often assume that technical audiences will figure out their way through a complex experience, or just forgive them for the paper cuts on the way. A foundational design system can be perceived as a layer of polish rather than an infrastructure investment, especially in the early stages of a startup.

Modern web applications are increasingly complex, with dynamic content, single-page apps (SPAs), APIs, and third-party integrations. For businesses, ensuring application reliability and a seamless end-user experience is critical. Poor performance can lead to customer dissatisfaction, revenue loss, and reputational damage. This is where browser monitoring tools and browser performance monitoring come into play.

This is the fifth blog in our Azure Monitoring series, and we’re focusing on what’s most critical: keeping your environment secure and always available. Performance and cost mean nothing if your services go offline or your data is compromised. In this post, we’ll highlight the Azure metrics that help CloudOps teams detect threats early, build resilience into their stack, and stay ahead of outages before they impact users or compliance. Missed our earlier posts? Catch up.

Businesses are quickly adopting multi-cloud because they can use AWS, Google Cloud, Azure, and other cloud providers at the same time to make their systems more reliable, scalable, and effective. This distributed strategy gives more freedom and makes it less dependent on vendors, but it also makes things more complex and maximizes the chance of outages, which are hard to identify. In multi-cloud settings, failures do not necessarily indicate that everything stops functioning.

Modern websites and applications are no longer simple HTML pages. As applications evolve into sophisticated single-page applications (SPAs) built with frameworks like React and Vue and rely heavily on API-driven architectures, the need for advanced browser monitoring has never been more critical.

Remote network monitoring is the process of monitoring and managing network resources and activity from a remote location using software and tools that allow network administrators to monitor network performance, troubleshoot problems, and ensure that the network is secure and operating efficiently.