use case

AI-Powered Kubernetes Observability

Kubernetes environments are complex and dynamic. Edge Delta connects to your cluster with ease and gives AI Teammates clean, real-time signals to detect issues early, triage accurately, and coordinate fixes before incidents reach customers.

AI-Powered Kubernetes Observability
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The Challenge

Kubernetes complexity outpaces traditional monitoring

Kubernetes environments are dynamic by design, and traditional monitoring can't keep up. Sending all telemetry to a centralized platform before analysis is slow, expensive, and creates:

Muddled Visibility

Too much telemetry data obfuscates the issues within your Kubernetes environment. Many Kubernetes components generate logs, leaving you drowning in a sea of data.

High Costs

Collecting and sending every piece of telemetry data to a centralized platform for processing and analysis is a surefire way to explode your observability bill.

Weak Performance

The “centralize-then-analyze” approach introduces significant delays between data creation and insight generation, wasting time when troubleshooting production issues.

The Solution

AI Teammates, Built for Kubernetes Scale

Edge Delta processes Kubernetes telemetry at the source, giving AI Teammates a real-time, high-fidelity signal to work from. The SRE Teammate triages pod failures and node anomalies. When issues point to application code, the Software Engineer Teammate gets the same rich context to help diagnose and fix the root cause.

Pre-Built Dashboards for Your Team

Golden signal dashboards for your Kubernetes workloads ship ready to use, and your team can build custom dashboards and alerts for the metrics that matter most. AI Teammates work the underlying telemetry directly, so the dashboards are there when humans want a visual read.

Deep Environment Visibility

AI Teammates drill into individual namespaces, workloads, and pods to pinpoint exactly where an issue originated, giving your team precise context without manual investigation.

Sub-Second Query Performance

AI Teammates query Kubernetes event data in sub-seconds, surfacing the relevant logs the moment an incident starts, so nothing is missed while the investigation is underway.

Edge Delta

Ready to take the next step?

See how the AI SRE Teammate handles Kubernetes incidents from detection to resolution.

“This is not just about doing what you used to do in the past, and doing it a little bit better. This is a new way to see this world of how we collect and manage our observability pipelines.”

Ben Kus, CTO, Box

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