The latest articles on DEV Community by ProvisioningIQ - appswireless (@biz_dev_5bfcf2eb4cb185fe9). https://dev.to/biz_dev_5bfcf2eb4cb185fe9 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3883070%2F48577096-49b8-474d-99bf-9d5dc9cd79d9.png https://dev.to/biz_dev_5bfcf2eb4cb185fe9 en ProvisioningIQ - appswireless Sun, 21 Jun 2026 18:00:04 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-jun-14-jun-20-2026-5bj3 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-jun-14-jun-20-2026-5bj3 <h2> 🖥️ Virtual Machines — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 14 – Jun 20, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-east1 had a rough week for virtual machines — reliability dropped 9.5 points to 90.5%.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>36.1s</td> <td>43.6s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 12s</td> <td>1m 29s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>2m 36s</td> <td>3m 54s</td> <td>96.8%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▼ GCP us-east1: reliability 90.5% (was 100.0%, Δ -9.5 pp)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>35.8s</td> <td>36.7s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>37.3s</td> <td>50.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>36.0s</td> <td>44.0s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 14s</td> <td>1m 27s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 07s</td> <td>1m 20s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 15s</td> <td>1m 29s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>2m 13s</td> <td>3m 27s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>3m 21s</td> <td>3m 49s</td> <td>90.5%</td> </tr> <tr> <td><code>us-west2</code></td> <td>2m 38s</td> <td>4m 02s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Synthetic Linux VM provisioning tests with public IP allocation, run continuously across multiple regions. Measured latency is wall-clock time from API request to a successful TCP probe on port 22.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud aws azure devops ProvisioningIQ - appswireless Thu, 18 Jun 2026 18:00:05 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-jun-11-jun-17-2026-2ie4 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-jun-11-jun-17-2026-2ie4 <h2> 🗄️ Managed Postgres Databases — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 11 – Jun 17, 2026 | <strong>Total runs:</strong> 189</p> <p>Azure northeurope led managed postgres databases provisioning this week at p50 4m 46s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>5m 03s</td> <td>5m 30s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>5m 32s</td> <td>6m 34s</td> <td>95.2%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>10m 17s</td> <td>11m 47s</td> <td>98.4%</td> <td>63</td> </tr> </tbody> </table></div> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>5m 01s</td> <td>5m 04s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>5m 08s</td> <td>5m 32s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>4m 58s</td> <td>5m 39s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus2</code></td> <td>5m 32s</td> <td>6m 38s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>4m 46s</td> <td>5m 57s</td> <td>95.2%</td> </tr> <tr> <td><code>westus2</code></td> <td>5m 32s</td> <td>5m 41s</td> <td>90.5%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>10m 28s</td> <td>11m 10s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>10m 15s</td> <td>11m 37s</td> <td>95.2%</td> </tr> <tr> <td><code>us-west2</code></td> <td>10m 15s</td> <td>12m 59s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Managed Postgres instance provisioning, measured from create-DB API call to the database accepting a connection. Includes teardown timing for completeness.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud postgres database aws ProvisioningIQ - appswireless Tue, 16 Jun 2026 18:00:04 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-jun-09-jun-15-2026-4fg2 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-jun-09-jun-15-2026-4fg2 <h2> 🐳 Serverless Containers — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 09 – Jun 15, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-west2 led serverless containers provisioning this week at p50 9.5s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>22.4s</td> <td>33.8s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 23s</td> <td>1m 56s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>10.3s</td> <td>12.5s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>22.6s</td> <td>25.4s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>25.4s</td> <td>44.3s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>21.7s</td> <td>26.2s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 24s</td> <td>2m 11s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 19s</td> <td>1m 29s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 28s</td> <td>1m 48s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>11.9s</td> <td>12.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>9.8s</td> <td>11.5s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>9.5s</td> <td>10.8s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Cold-start serverless container deployments measured from API submit to a successful HTTP probe. Tests run continuously across multiple regions per provider.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud serverless aws devops ProvisioningIQ - appswireless Sun, 14 Jun 2026 18:00:09 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-jun-07-jun-13-2026-3np9 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-jun-07-jun-13-2026-3np9 <h2> 🖥️ Virtual Machines — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 07 – Jun 13, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP europe-north1 virtual machines slowed down +39% this week.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>36.5s</td> <td>44.3s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 19s</td> <td>1m 42s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>2m 30s</td> <td>3m 30s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▼ GCP europe-north1: p50 latency 2m 14s (was 1m 36s, +39%)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>35.8s</td> <td>37.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>37.3s</td> <td>57.6s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>35.9s</td> <td>44.4s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 18s</td> <td>1m 38s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 18s</td> <td>1m 43s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 20s</td> <td>1m 37s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>2m 14s</td> <td>3m 44s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>2m 42s</td> <td>3m 27s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>2m 19s</td> <td>3m 01s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Synthetic Linux VM provisioning tests with public IP allocation, run continuously across multiple regions. Measured latency is wall-clock time from API request to a successful TCP probe on port 22.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud aws azure devops ProvisioningIQ - appswireless Thu, 11 Jun 2026 18:00:09 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-jun-04-jun-10-2026-112a https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-jun-04-jun-10-2026-112a <h2> 🗄️ Managed Postgres Databases — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 04 – Jun 10, 2026 | <strong>Total runs:</strong> 185</p> <p>AWS eu-north-1 led managed postgres databases provisioning this week at p50 4m 53s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>4m 59s</td> <td>5m 18s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>5m 32s</td> <td>5m 40s</td> <td>94.9%</td> <td>59</td> </tr> <tr> <td><strong>GCP</strong></td> <td>11m 17s</td> <td>12m 43s</td> <td>98.4%</td> <td>63</td> </tr> </tbody> </table></div> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>4m 53s</td> <td>5m 04s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>5m 09s</td> <td>5m 19s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>4m 58s</td> <td>5m 19s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus2</code></td> <td>5m 32s</td> <td>5m 48s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>5m 34s</td> <td>5m 39s</td> <td>90.5%</td> </tr> <tr> <td><code>westus2</code></td> <td>5m 32s</td> <td>5m 42s</td> <td>95.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>11m 09s</td> <td>12m 55s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>11m 06s</td> <td>12m 18s</td> <td>95.2%</td> </tr> <tr> <td><code>us-west2</code></td> <td>11m 18s</td> <td>12m 39s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Managed Postgres instance provisioning, measured from create-DB API call to the database accepting a connection. Includes teardown timing for completeness.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud postgres database aws ProvisioningIQ - appswireless Tue, 09 Jun 2026 18:00:09 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-jun-02-jun-08-2026-4lfj https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-jun-02-jun-08-2026-4lfj <h2> 🐳 Serverless Containers — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> Jun 02 – Jun 08, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-west2 led serverless containers provisioning this week at p50 9.7s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>21.7s</td> <td>31.7s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 25s</td> <td>1m 55s</td> <td>98.4%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>10.4s</td> <td>12.5s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▲ Azure northeurope: reliability 100.0% (was 90.5%, Δ +9.5 pp)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>21.7s</td> <td>26.6s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>22.4s</td> <td>42.9s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>20.7s</td> <td>26.0s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 29s</td> <td>2m 11s</td> <td>95.2%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 21s</td> <td>1m 37s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 27s</td> <td>1m 41s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>11.8s</td> <td>13.0s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>10.2s</td> <td>12.1s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>9.7s</td> <td>10.7s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Cold-start serverless container deployments measured from API submit to a successful HTTP probe. Tests run continuously across multiple regions per provider.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud serverless aws devops ProvisioningIQ - appswireless Sun, 07 Jun 2026 18:00:08 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-may-31-jun-06-2026-2o5h https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-may-31-jun-06-2026-2o5h <h2> 🖥️ Virtual Machines — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 31 – Jun 06, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-west2 sped up — virtual machines latency improved 37% week-over-week.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>35.8s</td> <td>41.5s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 19s</td> <td>1m 35s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>2m 08s</td> <td>3m 09s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▲ GCP us-west2: p50 latency 2m 07s (was 3m 22s, -37%)</li> <li>▲ GCP europe-north1: p50 latency 1m 36s (was 2m 32s, -37%)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>35.6s</td> <td>41.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>36.3s</td> <td>41.6s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>35.8s</td> <td>39.2s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 16s</td> <td>1m 31s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 18s</td> <td>1m 30s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 19s</td> <td>1m 38s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>1m 36s</td> <td>2m 52s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>2m 29s</td> <td>3m 09s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>2m 07s</td> <td>3m 04s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Synthetic Linux VM provisioning tests with public IP allocation, run continuously across multiple regions. Measured latency is wall-clock time from API request to a successful TCP probe on port 22.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud aws azure devops ProvisioningIQ - appswireless Thu, 04 Jun 2026 18:00:09 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-may-28-jun-03-2026-2eh9 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-may-28-jun-03-2026-2eh9 <h2> 🗄️ Managed Postgres Databases — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 28 – Jun 03, 2026 | <strong>Total runs:</strong> 188</p> <p>Azure northeurope had a rough week for managed postgres databases — reliability dropped 9.5 points to 90.5%.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>5m 00s</td> <td>5m 17s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>5m 33s</td> <td>5m 38s</td> <td>95.2%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>11m 08s</td> <td>12m 43s</td> <td>100.0%</td> <td>62</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▼ Azure northeurope: reliability 90.5% (was 100.0%, Δ -9.5 pp)</li> <li>▲ GCP us-east1: reliability 100.0% (was 90.5%, Δ +9.5 pp)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>4m 53s</td> <td>5m 04s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>5m 07s</td> <td>5m 19s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>4m 58s</td> <td>5m 09s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus2</code></td> <td>5m 33s</td> <td>5m 35s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>4m 36s</td> <td>5m 44s</td> <td>90.5%</td> </tr> <tr> <td><code>westus2</code></td> <td>5m 32s</td> <td>5m 35s</td> <td>95.2%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>11m 11s</td> <td>12m 43s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>10m 47s</td> <td>12m 17s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>11m 17s</td> <td>12m 39s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Managed Postgres instance provisioning, measured from create-DB API call to the database accepting a connection. Includes teardown timing for completeness.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud postgres database aws ProvisioningIQ - appswireless Tue, 02 Jun 2026 18:00:08 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-may-26-jun-01-2026-43d5 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-may-26-jun-01-2026-43d5 <h2> 🐳 Serverless Containers — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 26 – Jun 01, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-east1 led serverless containers provisioning this week at p50 9.3s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>21.3s</td> <td>24.4s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 27s</td> <td>2m 24s</td> <td>96.8%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>9.7s</td> <td>12.5s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>20.7s</td> <td>24.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>20.3s</td> <td>24.4s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>21.8s</td> <td>23.9s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 40s</td> <td>2m 18s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 22s</td> <td>1m 31s</td> <td>90.5%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 29s</td> <td>2m 29s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>12.1s</td> <td>12.7s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>9.3s</td> <td>10.3s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>9.4s</td> <td>10.1s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Cold-start serverless container deployments measured from API submit to a successful HTTP probe. Tests run continuously across multiple regions per provider.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud serverless aws devops ProvisioningIQ - appswireless Sun, 31 May 2026 18:00:08 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-may-24-may-30-2026-44f3 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/virtual-machines-across-aws-azure-gcp-weekly-benchmarks-for-may-24-may-30-2026-44f3 <h2> 🖥️ Virtual Machines — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 24 – May 30, 2026 | <strong>Total runs:</strong> 189</p> <p>AWS eu-north-1 led virtual machines provisioning this week at p50 34.8s.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>35.3s</td> <td>39.5s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 18s</td> <td>1m 39s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>3m 02s</td> <td>4m 04s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>34.8s</td> <td>37.9s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>36.4s</td> <td>40.5s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>35.0s</td> <td>37.9s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 16s</td> <td>1m 35s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 15s</td> <td>1m 31s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 28s</td> <td>1m 40s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>2m 32s</td> <td>4m 10s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>3m 06s</td> <td>4m 01s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>3m 22s</td> <td>4m 04s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Synthetic Linux VM provisioning tests with public IP allocation, run continuously across multiple regions. Measured latency is wall-clock time from API request to a successful TCP probe on port 22.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud aws azure devops ProvisioningIQ - appswireless Thu, 28 May 2026 18:00:08 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-may-21-may-27-2026-50pf https://dev.to/biz_dev_5bfcf2eb4cb185fe9/managed-postgres-databases-across-aws-azure-gcp-weekly-benchmarks-for-may-21-may-27-2026-50pf <h2> 🗄️ Managed Postgres Databases — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 21 – May 27, 2026 | <strong>Total runs:</strong> 189</p> <p>GCP us-east1 had a rough week for managed postgres databases — reliability dropped 9.5 points to 90.5%.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>4m 58s</td> <td>5m 29s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>5m 33s</td> <td>8m 39s</td> <td>98.4%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>10m 37s</td> <td>11m 50s</td> <td>96.8%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▼ GCP us-east1: reliability 90.5% (was 100.0%, Δ -9.5 pp)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>5m 02s</td> <td>5m 24s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>4m 58s</td> <td>5m 28s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>4m 58s</td> <td>5m 29s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus2</code></td> <td>5m 34s</td> <td>8m 39s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>5m 35s</td> <td>5m 40s</td> <td>100.0%</td> </tr> <tr> <td><code>westus2</code></td> <td>4m 34s</td> <td>12m 06s</td> <td>95.2%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>10m 29s</td> <td>10m 54s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>10m 39s</td> <td>12m 19s</td> <td>90.5%</td> </tr> <tr> <td><code>us-west2</code></td> <td>10m 37s</td> <td>11m 50s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Managed Postgres instance provisioning, measured from create-DB API call to the database accepting a connection. Includes teardown timing for completeness.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud postgres database aws ProvisioningIQ - appswireless Tue, 26 May 2026 18:00:08 +0000 https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-may-19-may-25-2026-14bc https://dev.to/biz_dev_5bfcf2eb4cb185fe9/serverless-containers-across-aws-azure-gcp-weekly-benchmarks-for-may-19-may-25-2026-14bc <h2> 🐳 Serverless Containers — Weekly Provisioning Benchmarks </h2> <p><strong>Window:</strong> May 19 – May 25, 2026 | <strong>Total runs:</strong> 189</p> <p>Azure northeurope had a rough week for serverless containers — reliability dropped 9.5 points to 90.5%.</p> <h2> At a glance </h2> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Cloud</th> <th>p50</th> <th>p95</th> <th>Reliability</th> <th>Runs</th> </tr> </thead> <tbody> <tr> <td><strong>AWS</strong></td> <td>20.8s</td> <td>27.0s</td> <td>100.0%</td> <td>63</td> </tr> <tr> <td><strong>Azure</strong></td> <td>1m 21s</td> <td>1m 54s</td> <td>96.8%</td> <td>63</td> </tr> <tr> <td><strong>GCP</strong></td> <td>9.9s</td> <td>12.6s</td> <td>100.0%</td> <td>63</td> </tr> </tbody> </table></div> <h2> What changed this week </h2> <ul> <li>▼ Azure northeurope: reliability 90.5% (was 100.0%, Δ -9.5 pp)</li> </ul> <h2> Regional detail </h2> <h3> AWS </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eu-north-1</code></td> <td>22.3s</td> <td>26.9s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east-1</code></td> <td>19.4s</td> <td>38.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west-2</code></td> <td>20.8s</td> <td>24.9s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> Azure </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>eastus</code></td> <td>1m 27s</td> <td>2m 38s</td> <td>100.0%</td> </tr> <tr> <td><code>northeurope</code></td> <td>1m 19s</td> <td>1m 47s</td> <td>90.5%</td> </tr> <tr> <td><code>westus2</code></td> <td>1m 21s</td> <td>1m 45s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h3> GCP </h3> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Region</th> <th>p50</th> <th>p95</th> <th>Reliability</th> </tr> </thead> <tbody> <tr> <td><code>europe-north1</code></td> <td>11.7s</td> <td>12.8s</td> <td>100.0%</td> </tr> <tr> <td><code>us-east1</code></td> <td>9.5s</td> <td>11.0s</td> <td>100.0%</td> </tr> <tr> <td><code>us-west2</code></td> <td>9.7s</td> <td>10.6s</td> <td>100.0%</td> </tr> </tbody> </table></div> <h2> Methodology </h2> <p>Cold-start serverless container deployments measured from API submit to a successful HTTP probe. Tests run continuously across multiple regions per provider.</p> <p>All data is collected via <a href="https://piq.appswireless.com/dashboard" rel="noopener noreferrer">ProvisioningIQ</a> — a continuous benchmarking platform that runs synthetic provisioning tests and publishes the results. No estimates, no vendor data; every number above came from a real provisioning attempt.</p> cloud serverless aws devops