Infrastructure Intelligence
Flickr
api.flickr.com
Cloud API Service Consistency
CASC turns API behavior into a 0–10 confidence signal.
CASC blends pass rates, error rates, outliers, and performance consistency into a single benchmark score. A fast API can score poorly if it behaves inconsistently; a slower API can score well if it is predictable.
Few if any issues detected.
Issues are impacting expectations.
Significant problems to investigate.
Healthy API: Few if any issues detected across consistency, pass rate, errors, and outlier behavior.
Infrastructure fingerprint
Developer Resources
Signal summary
Latency anatomy
DNS, connection, TLS, upload, processing, and download timing from the latest verified snapshot.
Regional Intelligence
Global performance breakdown
Median latency variance across continents and major monitoring regions in the latest verified snapshot.
Cloud Intelligence
Performance by cloud provider
Median and p95 latency measured from AWS, Akamai, Azure, and Google monitoring locations.
| Region | AWS | Akamai | Azure | |
|---|---|---|---|---|
| North America | 86msp95 158ms | — | 172msp95 268ms | 124msp95 194ms |
| Europe | 154msp95 187ms | — | 189msp95 265ms | 177msp95 258ms |
| Asia | 258msp95 371ms | — | 389msp95 588ms | 307msp95 844ms |
| Oceania | 267msp95 274ms | — | 401msp95 486ms | 284msp95 579ms |
| South America | 174msp95 216ms | — | 296msp95 406ms | 191msp95 428ms |
| Africa | 293msp95 301ms | — | 338msp95 354ms | — |
Forward Intelligence
Machine readiness index
Experimental operational scoring for production machine workflows, derived from reliability, consistency, tail latency, and workflow suitability.
Pass rate and failure consistency
Regional variance and stability
P99 performance under load
Overall machine suitability
Benchmark interpretation
- Flickr recorded 98.49% pass rate in the latest verified snapshot.
- The p95 latency signal is 466 ms, with median latency at 207 ms.
- Infrastructure fingerprinting identifies Amazon Technologies Inc. in the observed delivery path.
- Developer-facing integration resources are available for this benchmark subject.
CASC interpretation
Few if any issues detected across consistency, pass rate, errors, and outlier behavior.
Cloud API Service Consistency is scored from 0 to 10. Higher means more consistent, healthier API behavior across the benchmark period.