Operations | Monitoring | ITSM | DevOps | Cloud

What if your alerts were based on anomalies instead of static thresholds? This short explores how anomaly scores help build more adaptive, reliable alerts that respond to changing system behavior. Resources for Further Learning.

AI-generated code security is the part nobody plans for. Ross Hendrickson, CTO of Inspectiv, on what happens after the AI writes it. He can think of a feature and ship it the same day, generating more code than a week of writing it by hand would have produced. The vulnerabilities don't disappear along with the typing. Something still has to review what was generated, secure it, and get it out the door without becoming the new bottleneck.

In this episode of the Grafana OTel Community Call, we're joined by Sonal Gaud, code owner of otelhttp on opentelemetry-go-contrib. We'll trace her path from writing test-coverage PRs to owning the instrumentation library that most Go services use to get HTTP traces and metrics for free — and go deep on how otelhttp actually works under the hood: context propagation, metrics/attributes via the Labeler, route cardinality, and how the library evolves alongside HTTP semantic conventions.

Grafana's Knowledge Graph builds a contextual layer on top of your telemetry data, automatically extracting entities and relationships so you can see how your services actually connect. In this deep dive, Jia show how it powers root-cause investigation both in the Grafana UI and through agentic workflows using gcx and Claude Code. Learn more about Grafana's observability tools and try Knowledge Graph for your own telemetry data at grafana.com.

Watch our CEO build a 100 gig port live in less than two minutes.

Is your IT team still chasing alerts? See how ignio AIOps from Digitate helps enterprises move from reactive IT to autonomous operations.

Read more: https://www.speedscale.com/blog/test-ai-code-with-traffic-replay/

Aiven DataHub is a managed data catalog that helps you and your agents find, understand and reason on top of your data in data sources like PostgreSQL, ClickHouse, Kafka or BI Tools. In this video Stan dives into Aiven DataHub and shows how to set it up so context is derived from metadata, or the lineage between services. He also dives into examples on how to get deeper insights about your data through prompting Aiven DataHub.

See how to create a Business Application in InvGate Asset Management and map the Configuration Items (CIs) behind any service using AI-powered relationship suggestions. Add one CI, let the system suggest what connects to it, and apply the suggestions to build your map in a couple of clicks. It also identifies the type of each relationship, so the map reflects how your infrastructure actually works.