Raphtory + Grafana

Real-time graph intelligence dashboards.

Visualize network health metrics, algorithm results, and temporal trends with Grafana's powerful dashboarding capabilities.

Setup

Export your graph metrics to a time-series database like Prometheus or InfluxDB, then connect Grafana to that data source.

Example: Monitoring Fraud Rings

1. Define Prometheus Metrics

Use the prometheus_client library to define gauges for your graph metrics.

2. Update Metrics in Pipeline

In your scheduled analysis pipeline, calculate the metrics and update the gauges.

3. Build Grafana Dashboard

Add a Prometheus data source in Grafana pointing to localhost:8000 and create panels to track:

Fraud Rings detected over time
Average community size
Graph density and connectivity

Dashboard Use Cases

Security Operations: Monitor for sudden spikes in "lateral movement" motifs.
Infrastructure Health: Track the number of isolated components in your network topology.
Product Analytics: Visualize the growth of user communities in real-time.