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 166ms | — | 181msp95 259ms | 132msp95 406ms |
| Europe | 150msp95 209ms | — | 188msp95 275ms | 176msp95 241ms |
| Asia | 245msp95 395ms | — | 406msp95 564ms | 281msp95 548ms |
| Oceania | 262msp95 274ms | — | 427msp95 550ms | 268msp95 474ms |
| South America | 176msp95 185ms | — | 300msp95 391ms | 192msp95 366ms |
| Africa | 282msp95 303ms | — | 495msp95 1,091ms | — |
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 482 ms, with median latency at 214 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.