CDN Log Analysis and Monitoring: Real-time Insights into CDN Operations
CDN logs are the window into website acceleration effectiveness. Through log analysis, you can discover cache optimization opportunities, identify abnormal traffic, and track user access patterns.
1. Information Contained in CDN Logs
Different CDN providers offer slightly different log formats, but they typically include:
| Field | Description | Example |
|---|---|---|
| Request Time | Time of request arrival | 2026-07-15T10:30:00Z |
| Client IP | User IP address | 203.0.113.1 |
| Request Method | GET/POST etc. | GET |
| Request URI | Request path | /images/logo.png |
| Status Code | HTTP status code | 200, 304, 404 |
| Response Size | Response bytes | 10240 |
| Cache Status | HIT/MISS/EXPIRED | HIT |
| User-Agent | Client identifier | Mozilla/5.0... |
| Referer | Referrer URL | https://google.com |
| Response Time | CDN processing time | 15ms |
2. Log Collection Solutions
2.1 CDN Log Export Methods
| CDN Provider | Log Export Method | Frequency |
|---|---|---|
| Cloudflare | Logpush → R2/S3/Splunk | Per minute |
| AWS CloudFront | Standard logs → S3 | Per hour |
| Alibaba Cloud CDN | Offline logs → OSS | Per hour |
| Tencent Cloud CDN | Real-time logs → CLS | Real-time |
| Fastly | Real-time log stream | Real-time |
2.2 Log Analysis Architecture
CDN Logs → S3/OSS → ETL → Analytics Engine → Visualization
├── Cache Hit Ratio Dashboard
├── Traffic Trend Chart
├── Anomaly Alerts
└── Cost Analysis
2.3 Recommended Tool Stack
- Collection: Logstash / Fluentd / Vector
- Storage: Elasticsearch / ClickHouse / S3 + Athena
- Analysis: Spark / Presto / Trino
- Visualization: Grafana / Kibana / Tableau
3. Key Monitoring Metrics
3.1 Cache Hit Ratio
Cache hit ratio is the core metric of CDN efficiency.
| Metric | Description | Healthy Value |
|---|---|---|
| Byte Hit Ratio | Proportion of traffic served directly by CDN | > 85% |
| Request Hit Ratio | Proportion of requests handled directly by CDN | > 90% |
| Static Resource Hit Ratio | Image/CSS/JS hit ratio | > 95% |
3.2 Performance Metrics
- P50/P95/P99 Response Time: Observe latency distribution
- Time to First Byte (TTFB): CDN response speed
- Download Speed: Large file transfer speed
3.3 Errors and Anomalies
- 4xx/5xx Status Codes: Anomalous request monitoring
- Origin Pull Ratio: Too many origin requests indicate cache strategy needs optimization
- Bandwidth: Real-time bandwidth usage and trends
4. Grafana Dashboard Example
A complete CDN monitoring dashboard should include:
- Real-time bandwidth and request count
- Cache hit ratio trends
- Popular URI rankings
- Status code distribution
- Geographic distribution
- Response time heatmap
5. Alert Rules
| Trigger Condition | Severity | Response |
|---|---|---|
| Cache hit ratio < 70% | Warning | Check cache configuration |
| Error rate > 1% | Warning | Check origin and CDN |
| Origin bandwidth spike 5x | Critical | Check for attacks |
| Widespread CDN node failure | Critical | Enable backup CDN |