Forem: ProvisioningIQ - appswireless

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-24

ProvisioningIQ - appswireless — Sat, 25 Apr 2026 17:00:08 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-24

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	27,699ms	19,356ms	36,928ms	100.0%
Azure	76,753ms	61,152ms	112,377ms	100.0%
GCP	71,752ms	8,351ms	179,933ms	100.0%

Regional Breakdown

AWS

eu-north-1: 28,772ms avg | 100.0% reliability
us-east-1: 26,924ms avg | 100.0% reliability
us-west-2: 27,400ms avg | 100.0% reliability

Azure

eastus: 67,078ms avg | 100.0% reliability
northeurope: 82,032ms avg | 100.0% reliability
westus2: 79,538ms avg | 100.0% reliability

GCP

europe-north1: 60,007ms avg | 100.0% reliability
us-east1: 66,435ms avg | 100.0% reliability
us-west2: 88,815ms avg | 100.0% reliability

Methodology

Tests run via ProvisioningIQ — a continuous cloud benchmarking platform. Scenarios include Linux VM provisioning, container deployments, and network resource provisioning across multiple regions per cloud provider.

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-23

ProvisioningIQ - appswireless — Fri, 24 Apr 2026 17:00:07 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-23

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	29,237ms	19,639ms	51,967ms	100.0%
Azure	76,229ms	58,156ms	139,700ms	100.0%
GCP	69,091ms	8,533ms	226,817ms	100.0%

Regional Breakdown

AWS

eu-north-1: 29,364ms avg | 100.0% reliability
us-east-1: 28,028ms avg | 100.0% reliability
us-west-2: 30,319ms avg | 100.0% reliability

Azure

eastus: 83,726ms avg | 100.0% reliability
northeurope: 70,285ms avg | 100.0% reliability
westus2: 74,678ms avg | 100.0% reliability

GCP

europe-north1: 57,878ms avg | 100.0% reliability
us-east1: 63,758ms avg | 100.0% reliability
us-west2: 85,636ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-22

ProvisioningIQ - appswireless — Thu, 23 Apr 2026 17:00:07 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-22

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	28,389ms	17,228ms	36,380ms	100.0%
Azure	79,831ms	59,524ms	100,681ms	100.0%
GCP	70,696ms	9,349ms	226,784ms	100.0%

Regional Breakdown

AWS

eu-north-1: 28,343ms avg | 100.0% reliability
us-east-1: 29,080ms avg | 100.0% reliability
us-west-2: 27,745ms avg | 100.0% reliability

Azure

eastus: 84,369ms avg | 100.0% reliability
northeurope: 75,515ms avg | 100.0% reliability
westus2: 79,608ms avg | 100.0% reliability

GCP

europe-north1: 60,739ms avg | 100.0% reliability
us-east1: 88,004ms avg | 100.0% reliability
us-west2: 63,345ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-21

ProvisioningIQ - appswireless — Wed, 22 Apr 2026 17:00:08 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-21

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	32,218ms	18,238ms	101,717ms	100.0%
Azure	73,144ms	56,211ms	114,595ms	100.0%
GCP	84,032ms	9,518ms	249,020ms	100.0%

Regional Breakdown

AWS

eu-north-1: 27,601ms avg | 100.0% reliability
us-east-1: 40,758ms avg | 100.0% reliability
us-west-2: 28,294ms avg | 100.0% reliability

Azure

eastus: 73,294ms avg | 100.0% reliability
northeurope: 64,969ms avg | 100.0% reliability
westus2: 81,168ms avg | 100.0% reliability

GCP

europe-north1: 81,376ms avg | 100.0% reliability
us-east1: 79,639ms avg | 100.0% reliability
us-west2: 91,082ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-20

ProvisioningIQ - appswireless — Tue, 21 Apr 2026 17:00:09 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-20

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	33,482ms	20,410ms	100,418ms	100.0%
Azure	70,979ms	52,189ms	94,673ms	100.0%
GCP	93,117ms	8,513ms	281,406ms	100.0%

Regional Breakdown

AWS

eu-north-1: 29,574ms avg | 100.0% reliability
us-east-1: 39,855ms avg | 100.0% reliability
us-west-2: 31,017ms avg | 100.0% reliability

Azure

eastus: 72,812ms avg | 100.0% reliability
northeurope: 66,951ms avg | 100.0% reliability
westus2: 73,174ms avg | 100.0% reliability

GCP

europe-north1: 90,851ms avg | 100.0% reliability
us-east1: 83,788ms avg | 100.0% reliability
us-west2: 104,712ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-19

ProvisioningIQ - appswireless — Mon, 20 Apr 2026 17:00:08 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-19

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	29,061ms	19,431ms	50,260ms	100.0%
Azure	72,693ms	54,842ms	103,085ms	100.0%
GCP	93,795ms	8,392ms	252,833ms	100.0%

Regional Breakdown

AWS

eu-north-1: 29,759ms avg | 100.0% reliability
us-east-1: 30,565ms avg | 100.0% reliability
us-west-2: 26,859ms avg | 100.0% reliability

Azure

eastus: 69,775ms avg | 100.0% reliability
northeurope: 67,082ms avg | 100.0% reliability
westus2: 81,221ms avg | 100.0% reliability

GCP

europe-north1: 105,323ms avg | 100.0% reliability
us-east1: 75,532ms avg | 100.0% reliability
us-west2: 100,531ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-19

ProvisioningIQ - appswireless — Mon, 20 Apr 2026 02:34:42 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-19

Fastest cloud today: AWS

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
AWS	29,061ms	19,431ms	50,260ms	100.0%
Azure	72,693ms	54,842ms	103,085ms	100.0%
GCP	93,795ms	8,392ms	252,833ms	100.0%

Regional Breakdown

AWS

eu-north-1: 29,759ms avg | 100.0% reliability
us-east-1: 30,565ms avg | 100.0% reliability
us-west-2: 26,859ms avg | 100.0% reliability

Azure

eastus: 69,775ms avg | 100.0% reliability
northeurope: 67,082ms avg | 100.0% reliability
westus2: 81,221ms avg | 100.0% reliability

GCP

europe-north1: 105,323ms avg | 100.0% reliability
us-east1: 75,532ms avg | 100.0% reliability
us-west2: 100,531ms avg | 100.0% reliability

Methodology

📊 View live dashboard and historical data

We Ran 7,600+ Cloud Provisioning Tests Across AWS, Azure, and GCP — Here's What We Found

ProvisioningIQ - appswireless — Sun, 19 Apr 2026 09:30:39 +0000

Nobody publishes this data. We measured it ourselves.

Cloud providers publish uptime SLAs. They publish pricing calculators. They publish feature comparison tables.

None of them publish how long it actually takes to provision infrastructure — or how often it fails.

So we built ProvisioningIQ to measure it continuously. Here's what 7,600+ real provisioning tests across AWS, Azure, and GCP look like.

Methodology

Every test is a real API call — no simulations, no estimates.

Provision a real resource (VM or serverless container)
Measure time at each phase: API accepted → allocating → ready → reachable
Record success/failure + failure category
Immediately destroy the resource
Running continuously since January 2026, 3x per day across 3 regions per cloud

Serverless Containers (Cloud Run / ECS / ACI)

Cloud	Service	p50 Latency	p95 Latency	Success Rate
🟢 GCP	Cloud Run	6–8 seconds	~20 seconds	100%
🟠 AWS	ECS	~20 seconds	~40 seconds	100%
🔵 Azure	ACI	~40 seconds	~60 seconds	100%

GCP Cloud Run provisions 10–20x faster than Azure ACI at p50.

That gap isn't a fluke — it's been consistent across every region we test. GCP's architecture for Cloud Run means containers reach a ready state dramatically faster than the competition.

Virtual Machines

Cloud	Service	p50 Latency	Success Rate
🟠 AWS	EC2	~34 seconds	99.8%
🔵 Azure	VM	~72–86 seconds	99.7%
🟢 GCP	GCE	~100 seconds	98.5%

AWS wins on VMs — fastest p50 and highest reliability. GCP VMs are slower than their containers by a significant margin, making Cloud Run the clear GCP choice for latency-sensitive workloads.

Why p95 Matters More Than p50

Your infrastructure decisions are made looking at averages. Your on-call engineer deals with the p95.

AWS containers p95:   ~40 seconds
Azure containers p95: ~60 seconds
GCP containers p95:   ~20 seconds

Your SLA is written around the average. Your on-call engineer gets paged during the p95.

When auto-scaling fires at 2AM, that difference between a 20-second GCP recovery and a 60-second Azure recovery isn't academic — it's the difference between your system recovering before users notice and your users noticing before your system recovers.

Regional Variance Is Real

Same cloud, different region — provisioning times vary meaningfully. A region running elevated p95 the week of your incident is not something any cloud provider will warn you about. We've observed maintenance-window-related spikes that temporarily double provisioning times in specific regions.

Without continuous independent benchmarking, you have no visibility into this.

What This Means for Your Architecture

Containerized workloads with aggressive auto-scaling:
GCP Cloud Run's 6-8 second p50 is a genuine architectural advantage. Scaling from zero is nearly instant compared to alternatives.

Need VM reliability above everything else:
AWS EC2 at 99.8% with tight p95 variance is the most predictable option across all three clouds.

Running on Azure:
ACI latency is consistent but higher than the competition. Build 40-60 second provisioning windows into your scaling policies — don't assume AWS-like behavior.

Making a cloud selection decision:
Don't rely on vendor benchmarks. The provisioning behavior of the cloud you choose affects your auto-scaling, DR, and CI/CD pipeline every single day.

Three Scenarios Where This Directly Hits Your Business

1. Auto-scaling under load
A 60-second provisioning gap is a 60-second window where your system is degraded, your queue is backing up, and your users experience latency you can't explain in a postmortem because "the cloud was slow" isn't on anyone's dashboard.

2. Disaster recovery
Your RTO assumes 30-second provisioning. If your cloud is running at 90-second p95 that week, your actual RTO just tripled. Without independent benchmarking, you won't know until it matters.

3. CI/CD pipeline velocity
40 seconds saved per deploy × 50 deploys/day × 260 working days = 144 hours of engineering time recovered annually. Per team.

The Transparency Gap in Cloud Procurement

When you sign a cloud agreement, you negotiate:

Price per compute hour ✓
Storage costs ✓
Network egress ✓
Uptime SLA ✓

You don't negotiate provisioning latency. You don't get a commitment on it. You don't even get a number.

ProvisioningIQ exists to close that transparency gap.

What We're Measuring Next

Managed database provisioning — RDS PostgreSQL vs Cloud SQL vs Azure Database for PostgreSQL. Nobody has continuous benchmark data on this. We're building it.
Terraform-based step-level timing — breaking provisioning into discrete phases to pinpoint exactly where each cloud spends its time.

See the Live Data

Free daily benchmarks: provisioningiq.appswireless.com

Pro tier includes 90-day history, p50/p95 trends, per-region failure analysis, and daily email digest.

Questions about methodology, failure categorization, or how we handle cleanup? Drop them in the comments.

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-18

ProvisioningIQ - appswireless — Sat, 18 Apr 2026 22:35:55 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-18

Fastest cloud today: Azure

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
Azure	70,588ms	55,461ms	114,594ms	100.0%
GCP	94,038ms	8,064ms	228,095ms	100.0%

Regional Breakdown

Azure

eastus: 72,187ms avg | 100.0% success
northeurope: 67,876ms avg | 100.0% success
westus2: 71,700ms avg | 100.0% success

GCP

europe-north1: 95,787ms avg | 100.0% success
us-east1: 108,188ms avg | 100.0% success
us-west2: 78,140ms avg | 100.0% success

Methodology

📊 View live dashboard and historical data

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-17

ProvisioningIQ - appswireless — Sat, 18 Apr 2026 08:10:07 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-17

Fastest cloud today: GCP

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
Azure	132,426ms	54,623ms	460,588ms	100.0%
GCP	130,315ms	10,058ms	265,460ms	100.0%

Regional Breakdown

Azure

eastus: 262,356ms avg | 100.0% success
northeurope: 57,814ms avg | 100.0% success
westus2: 77,108ms avg | 100.0% success

GCP

europe-north1: 89,724ms avg | 100.0% success
us-east1: 170,348ms avg | 100.0% success
us-west2: 110,856ms avg | 100.0% success

Methodology

📊 View live dashboard and historical data

I Built a Tool That Benchmarks Cloud Provisioning Speed Across AWS, Azure, and GCP

ProvisioningIQ - appswireless — Fri, 17 Apr 2026 16:01:29 +0000

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? 👇

Cloud Provisioning Benchmarks: AWS vs Azure vs GCP — 2026-04-16

ProvisioningIQ - appswireless — Fri, 17 Apr 2026 15:13:55 +0000

Daily Cloud Provisioning Benchmarks — 2026-04-16

Fastest cloud today: Azure

Real provisioning latency and reliability data collected via automated synthetic tests across AWS, Azure, and GCP. All results from live API calls — no estimates.

Summary

Cloud	Avg Latency	Min	Max	Success Rate
Azure	73,879ms	57,926ms	98,605ms	100.0%
GCP	N/A	N/A	N/A	0.0%

Regional Breakdown

Azure

eastus: 69,748ms avg | 100.0% success
northeurope: 79,268ms avg | 100.0% success
westus2: 72,622ms avg | 100.0% success

GCP

europe-north1: N/A avg | 0.0% success
us-east1: N/A avg | 0.0% success
us-west2: N/A avg | 0.0% success

Methodology

📊 View live dashboard and historical data