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How to Visualize Ceph Network Performance in Grafana
Nawaz Dhandala · 2026-03-31 · via OneUptime Blog

Why Network Performance Matters for Ceph

Ceph is a network-intensive distributed storage system. OSD replication, client I/O, and recovery traffic all compete for bandwidth. Without visibility into network performance, slow storage is difficult to diagnose. Grafana dashboards built on Ceph's Prometheus metrics give you real-time and historical network insights.

Key Ceph Network Metrics

Rook exposes network-related metrics through the Ceph manager's Prometheus module:

MetricDescription
ceph_osd_op_r_out_bytesBytes sent to clients for reads
ceph_osd_op_w_in_bytesBytes received from clients for writes
ceph_osd_recovery_bytesBytes moved during recovery
ceph_mon_num_sessionsNumber of active monitor client sessions
ceph_osd_op_latency_sumOSD operation latency total

Building a Network Throughput Panel

In Grafana, create a Time series panel with two queries:

# Client read throughput (bytes/sec)
rate(ceph_osd_op_r_out_bytes{namespace="rook-ceph"}[5m])

# Client write throughput (bytes/sec)
rate(ceph_osd_op_w_in_bytes{namespace="rook-ceph"}[5m])

Set the unit to bytes/sec and alias the series as "Read" and "Write" for clarity.

Recovery Network Traffic Panel

Recovery traffic can saturate links during OSD failures:

# Recovery bytes sent per second
rate(ceph_osd_recovery_bytes{namespace="rook-ceph"}[5m])

Add a threshold at your network link's 50% capacity (e.g., 500 MB/s for a 10 GbE link) to visualize when recovery is saturating the network.

OSD Latency Heatmap

Use a heatmap panel to visualize latency distribution across OSDs:

# Per-OSD average operation latency in milliseconds
(
  rate(ceph_osd_op_latency_sum{namespace="rook-ceph"}[5m]) /
  rate(ceph_osd_op_latency_count{namespace="rook-ceph"}[5m])
) * 1000

Group by ceph_daemon label to see which OSD is the latency outlier.

Network Error Rate Panel

Monitor OSD read operation rates and network errors. A sudden drop in operation rate can signal connectivity problems:

# OSD read operation rate (drops may indicate network issues)
rate(ceph_osd_op_r_latency_count{namespace="rook-ceph"}[5m])

Combine with node exporter metrics for raw NIC statistics:

# NIC receive errors on storage nodes
rate(node_network_receive_errs_total{job="node-exporter"}[5m])

Dashboard Layout Example

Organize panels into rows for clarity:

Row 1: Client Network
  - Read Throughput (Time series)
  - Write Throughput (Time series)
  - Client Connections (Stat)

Row 2: Internal Cluster Network
  - Recovery Throughput (Time series)
  - Replication Bandwidth (Time series)

Row 3: Latency
  - OSD Op Latency Heatmap
  - P99 Latency by OSD (Bar chart)

Provisioning the Dashboard

Export your dashboard as JSON and provision it via a ConfigMap:

kubectl create configmap ceph-network-dashboard \
  --from-file=dashboard.json=/path/to/ceph-network-dashboard.json \
  -n monitoring

# Label for Grafana sidecar discovery
kubectl label configmap ceph-network-dashboard grafana_dashboard=1 -n monitoring

Summary

Grafana dashboards built on Ceph's Prometheus metrics provide deep visibility into network throughput, recovery traffic, and OSD latency. By separating client I/O from replication and recovery traffic, you can quickly identify whether network saturation is client-driven or caused by background Ceph operations. Provisioning dashboards via ConfigMaps keeps your observability setup reproducible.