Operations | Monitoring | ITSM | DevOps | Cloud

Resources for Further Learning.

Discover the latest advancements in AI-driven monitoring with VictoriaMetrics. Fred Navruzov, Lead of the Anomaly Detection team, presents a comprehensive year-in-review for vmanomaly (part of the VictoriaMetrics Enterprise suite). This session dives into how we are making machine learning more accessible for SREs through new interactive tools and protocol integrations. Key Highlights: 2025 Recap: A look back at the major releases and improvements in vmanomaly. Interactive Playgrounds: A demo of our new environment for testing anomaly detection models before deployment. MCP Server Integration.

How do you monitor tens of trillions of data points without building your own database?

Warm up VictoriaMetrics roadmap updates Spotify - Customer Story: "How & why we use VictoriaMetrics" Presenter: Lauren Roshore, Engineering Manager, Observability at Spotify.

Did you miss KubeCon + CloudNativeCon Atlanta, or are you still processing it? Join Marc Sherwood (Marketing), Mathias (SE Magician), Stephan Burns, and Diana (Evangelist) as they take you behind the curtain for an unfiltered look at the biggest cloud native event of the year! We’re diving deep into the massive shifts, key announcements, and major trends that are set to redefine the Kubernetes ecosystem in the next 12 months.

From Blueprint to Reality This episode is designed to be a practical, step-by-step guide. We will show you how to leverage the VictoriaMetrics Kubernetes Stack—our "easier button"—to simplify the deployment process and get your components running quickly.

Simple Network Management Protocol (#SNMP) has been a backbone for network management since the 1980s. While it’s still useful for remotely devices, it’s showing its age. This Short takes you through the evolution of SNMP and shows how newer, more efficient methods for collecting network data are changing the game. Learn how to move beyond older protocols and better monitor and manage your modern network environment.

How do you spy on a secret message? That's the challenge for network monitoring tools like Suricata today. Encryption is essential for privacy, but it creates massive blind spots for security. Dive into the modern-day cat-and-mouse game of monitoring encrypted traffic. How do you deal with security blind spots in your network?

Is your network data CRASHING your database? NetFlow offers incredible insights, but there's a hidden catch: cardinality explosion. Collecting every IP address can overload time-series databases (even VictoriaMetrics!), killing performance. Watch to learn how to tame the data beast! What's the worst 'cardinality explosion' you've ever witnessed?

Agenda highlights: VictoriaMetrics Roadmap Update Ryan Jacobs will talk about his experience of switching to and using VictoriaMetrics and VictoriaLogs in the world of. Anomaly Detection & Roadmap Community + AMA.