The Problem Nobody Talks About
Everyone compares cloud pricing and compute performance. Nobody benchmarks how fast a cloud actually provisions infrastructure — or how often it fails. That gap directly affects your CI/CD pipelines, auto-scaling, and disaster recovery. So I built ProvisioningIQ to measure it.
What is ProvisioningIQ?
ProvisioningIQ runs automated synthetic provisioning tests across AWS, Azure, and GCP — 24/7, across multiple regions. Every test is a real API call. We measure VM provisioning, container deployments, public IP allocation, and virtual network creation.
Early Findings (7,642 real runs, Jan–Apr 2026)
Overall Reliability & Speed
| Cloud | Success Rate | Avg Latency | p50 | p99 |
|---|---|---|---|---|
| 🟠 AWS | 99.6% | 27,850ms | 30,215ms | 49,838ms |
| 🔵 Azure | 98.3% | 74,439ms | 72,395ms | 131,771ms |
| 🟢 GCP | 92.9% | 74,610ms | 19,654ms | 235,748ms |
The Interesting Split: Containers vs VMs
| Scenario | Cloud | Avg Latency | Success Rate |
|---|---|---|---|
| 🐳 Container | GCP Cloud Run | 11,024ms 🏆 | 88.0% |
| 🐳 Container | AWS ECS | 21,996ms | 99.4% |
| 🐳 Container | Azure ACI | 75,252ms | 96.9% |
| 🖥️ VM | AWS EC2 | 33,673ms 🏆 | 99.8% |
| 🖥️ VM | Azure | 73,625ms | 99.7% |
| 🖥️ VM | GCP GCE | 139,095ms | 98.5% |
What stands out:
- GCP wins containers by a huge margin — Cloud Run provisions in ~11 seconds on average, nearly 7x faster than Azure ACI
- AWS wins VMs — EC2 is fastest and most reliable at 99.8% success rate
- Azure is the most consistent — lowest p99 variance for VMs, predictable if not the fastest
- GCP's p99 is brutal — 235 seconds worst-case means outlier provisioning events are extreme
- All three clouds show elevated failure rates during certain time windows — never documented publicly by any provider
Here's a live look at the Pro Dashboard:
![ProvisioningIQ Pro Dashboard showing VM latency trends across AWS, Azure and GCP]
Pro and Enterprise members get access to p50/p99 latency breakdowns, regional comparisons, and 7-day historical trends across all clouds and scenarios.
Try It / Follow Along
- 🌐 Live dashboard: provisioningiq.appswireless.com
- 📊 Daily benchmark results posted here automatically every morning
- 💬 Questions about methodology? Drop them below
Which cloud are you betting on for your next deployment? 👇
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