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 | 76msp95 168ms | — | 156msp95 249ms | 134msp95 211ms |
| Europe | 149msp95 185ms | — | 200msp95 268ms | 171msp95 242ms |
| Asia | 245msp95 346ms | — | 377msp95 501ms | 285msp95 409ms |
| Oceania | 261msp95 5,268ms | — | 329msp95 596ms | 280msp95 351ms |
| South America | 169msp95 174ms | — | 292msp95 401ms | 186msp95 708ms |
| Africa | 280msp95 309ms | — | 789msp95 1,265ms | — |
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 99.69% pass rate in the latest verified snapshot.
- The p95 latency signal is 417 ms, with median latency at 206 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.