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 186ms | — | 177msp95 308ms | 123msp95 344ms |
| Europe | 150msp95 184ms | — | 200msp95 287ms | 171msp95 233ms |
| Asia | 252msp95 369ms | — | 402msp95 652ms | 284msp95 415ms |
| Oceania | 258msp95 278ms | — | 420msp95 679ms | 279msp95 473ms |
| South America | 171msp95 182ms | — | 296msp95 315ms | 187msp95 588ms |
| Africa | 284msp95 295ms | — | 347msp95 497ms | — |
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 100% pass rate in the latest verified snapshot.
- The p95 latency signal is 445 ms, with median latency at 216 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.