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 | 82msp95 219ms | — | 173msp95 226ms | 118msp95 176ms |
| Europe | 154msp95 188ms | — | 197msp95 294ms | 174msp95 237ms |
| Asia | 262msp95 570ms | — | 393msp95 515ms | 289msp95 531ms |
| Oceania | 261msp95 308ms | — | 423msp95 1,463ms | 281msp95 481ms |
| South America | 170msp95 179ms | — | 314msp95 391ms | 339msp95 563ms |
| Africa | 289msp95 298ms | — | 340msp95 361ms | — |
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 98.2% pass rate in the latest verified snapshot.
- The p95 latency signal is 487 ms, with median latency at 210 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.