Reference architecture
Observability and threat detection
Metrics, logs, and traces flow into one place, with alerts for security signals as well as availability.
Observability and threat detection
01
Sources
- Apps
- Kubernetes
- Cloud logs
02
Collect
- Prometheus
- Fluent Bit
03
Store
- Loki
- Elasticsearch
04
Visualize
- Grafana
- Datadog
05
Respond
- Alertmanager
- Runbooks
Detection plane
Auth-failure spikes · Unexpected egress · Out-of-band deploys
Design decisions
DECISION 1
Alert on symptoms users feel, plus a small set of high-signal security events.
DECISION 2
Every alert links to a runbook; an alert without an action is noise.
DECISION 3
This is the theme of the MSc research: automation for continuous threat detection.
Components
- Sources
- Apps · Kubernetes · Cloud logs
- Collect
- Prometheus · Fluent Bit
- Store
- Loki · Elasticsearch
- Visualize
- Grafana · Datadog
- Respond
- Alertmanager · Runbooks
