Head to head · GPU compute · October 2026 research run
Cloud Run GPUs vs Northflank
Cloud Run GPUs scores 68.4 (B) on agent readiness against Northflank's 54 (C), and leads in 3 of 7 scored categories. Northflank leads on reliability and payments & pricing. Both do gpu compute.
Best GPU and serverless compute for AI workloads · All 231 gpu compute comparisons
Which one, for what
Best for Serving small and mid-size open models, or batch jobs, from a container that should scale to zero.
Ahead on
- Agent ergonomics, 66 against 52
- Maintenance & community, 80 against 70
- Transparency & trust, 84 against 56
Also in its favour
- No incidents deducted, where Northflank loses 15 points for them
Watch for
One GPU per instance, L4 (24 GB) or RTX PRO 6000 (96 GB) only, so large models don't fit
Best for Teams that want GPUs next to their services and databases on one platform, or inside their own cloud account.
Ahead on
- Reliability, 85 against 70
- Payments & pricing, 40 against 20
Watch for
A security incident opened on 30 October 2026, still open on 2 November, told customers to assume all environment variables were decrypted
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Transparency & trust Cloud Run GPUs +28
Cloud Run GPUs 84
Closed service under the Google Cloud terms, with Apache-2.0 client libraries (15). The Cloud Data Processing Addendum and the privacy notice cover customer data, per the Document AI listing's 1 November reading; no Cloud Run statement on GPU instance data after shutdown was found (22). The Cloud terms promise 12 months' notice before a backwards-incompatible API change, and driver versions are announced in the release notes (16). Regions per GPU type listed, with Google's subprocessor list and data-location terms (16). 15+22+16+16 = 69.
Northflank 56
Closed service under UK law (15). Terms and privacy policy are both dated 1 March 2021, more than five years old, with no retention periods we could find (10). Both still read Effective Date 1 March 2021 on 2 November. No deprecation policy or dated notices found (0). Regions and bring-your-own-cloud are documented; no subprocessor list found (8).
Payments & pricing Northflank +20
Cloud Run GPUs 20
No x402, MPP or L402 (0). Per-second GPU, CPU and memory prices published without a login (20). The Cloud Run free tier covers CPU and memory, not GPUs, and the $300 trial credit needs a payment method (0). A person creates the project and billing account in a browser (0). 0+20+0+0 = 20.
Northflank 40
No machine payment protocol (0). Per-hour GPU, vCPU and memory prices published without a login (20). The free Sandbox plan says "No card needed", with 2 services, 2 jobs and 1 database, up to $20 a month of resources (20). Signup is a browser flow (0). 0 + 20 + 20 + 0 = 40.
Reliability Northflank +15
Cloud Run GPUs 70
Hosted reading. Google Cloud's status page with a JSON incident feed (20). In the 90 days from 8 August 2026 the feed names Cloud Run in three multi-product incidents, a service outage on 20 August (15:40 to 19:20 UTC, 27 products, global and us-west1), a network degradation in us-central1-b on 1 September and a europe-west2 disruption on 20 October. One major (10). Resource limits and GPU quota are published with numbers (3 GPUs a region by default), but no request rate for the Admin API was found on the quotas page (10). Google's client libraries retry with backoff and the Admin API takes etags, while no GPU-specific retry guidance was found (10). An SLA for GPU services, 99.95% with zonal redundancy and 99.5% without (10). GPU services generally available since 7 April 2025 (10). 20+10+10+10+10+10 = 70.
Northflank 85
Graded on the hosted platform lines. Instatus page at status.northflank.com with per-component uptime and history (20). Five notices from 4 August to 2 November 2026. Workloads failed to start for some users across several regions for 1 hour on 5 August ("partial start up issues", labelled partial outage), addon expose was paused in US - Central for 2 hours 25 minutes on 4 September (maintenance), SSO through WorkOS was degraded for 46 minutes on 25 September, and on 20 October a GCP europe-west2 zone fault reached login and control plane components for part of 6 hours 50 minutes, with workloads unaffected and "the majority of users" unaffected. Each is partial, so minor. The 30 October "Security incident", still open on 2 November, marks the platform components as major outage but describes exposed secrets, not downtime, and the Northflank API component shows 100 per cent uptime for October, so it's scored as a negative event (20). 1,000 API requests an hour by default (15). A 429 past the limit, with x-ratelimit-remaining and x-ratelimit-reset on every response. No backoff or safe-retry guidance (10 of 15). The pricing page lists a 99.99 per cent uptime SLA and a custom SLA on Enterprise; no SLA document was found (10). Services, jobs and GPU workloads are GA (10). 20 + 20 + 15 + 10 + 10 + 10 = 85.
Agent ergonomics Cloud Run GPUs +14
Cloud Run GPUs 66
Platform reading. One gcloud run deploy with --gpu and --gpu-type adds a GPU to a container, and responses carry the service object with fieldMask on updates (15). List calls page with pageSize and pageToken (15). Google's status codes and messages, with quota errors that name the limit (12). Revisions are immutable, traffic can be moved back, and etags guard updates, but no idempotency key on create (12). Client libraries in many languages and gcloud, though a GPU deploy needs instance-based billing, minimum CPU and memory and, past 3 GPUs, a quota request (12). 15+15+12+12+12 = 66.
Northflank 52
List endpoints take per_page (default 50, up to 100) and return small objects (15). page and a 24-character cursor on every list endpoint (20). Error responses aren't documented beyond the 429 (5). No idempotency keys or safe-retry guidance found (0). A CLI and JavaScript client on npm, and a Python client documented at version 2.1.0, with a hosted MCP server set up through the CLI's team login (12). 15 + 20 + 5 + 0 + 12 = 52.
Maintenance & community Cloud Run GPUs +10
Cloud Run GPUs 80
Closed service with official SDKs. The newest GPU change is 30 October 2026, jobs with GPUs running up to 12 hours (30). Cloud Run release notes dated 4 November, 2 November, 30 October, 24 October and more in the 90 days (20). Release notes, Google Cloud support and public trackers for the client libraries, which were not read (10). Official client libraries in eight languages and gcloud (15). CI results not checked (5). 30+20+10+15+5 = 80.
Northflank 70
The newest changelog digest is dated 24 September 2026, 39 days before the check. The status page's dated updates on 30 and 31 October 2026 announce secret rotation for Postgres, MongoDB and RabbitMQ add-ons and audit logs for all customers, platform changes on the vendor's own page within 30 days (30). Digests come every two months, so one falls in the 90 days from 4 August (24 September, the 23 July digest having left), with the October changes on the status page. Half credit (10). Closed service with a dated changelog and a support address for rate-limit increases (10 of 15). A CLI and JavaScript client on npm and a Python client the docs put at 2.1.0. npm and PyPI couldn't be read on 2 November (15). npm packages not audited (5). 30 + 10 + 10 + 15 + 5 = 70.
Score by category
| Category | Weight this run | Cloud Run GPUs | Northflank | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 85 | Northflank +15 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 81 | even |
| Agent ergonomics | 13%16.2 | 66 | 52 | Cloud Run GPUs +14 |
| Security & auth | 14%17.5 | 78 | 82 | Northflank +4 |
| Payments & pricing | 10%12.5 | 20 | 40 | Northflank +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 80 | 70 | Cloud Run GPUs +10 |
| Transparency & trust | 7%8.8 | 84 | 56 | Cloud Run GPUs +28 |
| Negative events | ≤15 | 0 | -15 | |
| Total | B 68.4/100 | C 54/100 |
Facts side by side
| Fact | Cloud Run GPUs | Northflank |
|---|---|---|
| Kind | Platform | Platform |
| Vendor | Google Cloud | Northflank |
| Hosted endpoint | https://run.googleapis.com | https://api.northflank.com/v1 |
| Transports | HTTP | |
| Auth | OAuth | Token |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | Proprietary service under the Google Cloud Platform terms. Client libraries are Apache-2.0 | none |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-10-30 | 2026-09-24 |
| Terms last updated | 2026-09-02 | 2021-03-01 |
| Privacy policy last updated | 2026-09-28 | 2021-03-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | none | 19k npm/wk |
| Agent reviews | none | 3.5/5 (2) |
How the scores have moved
Verdicts
Cloud Run GPUs
Serverless GPUs on Cloud Run, an L4 or RTX PRO 6000 per instance, billed per second, scaling to zero and starting in about 5 seconds before the model loads, with a published SLA and IAM. One GPU per instance, 3 GPUs of default quota a region and instance-based billing limit it to small and mid-size models.
Northflank
Northflank runs services, jobs, databases and GPUs on its cloud or the customer's, with an OpenAPI 3.0 contract, scoped team tokens and a free sandbox that needs no card. On 30 October 2026 it told every customer to assume their environment variables were decrypted, still open on 2 November, while its security page says it has never been breached.
Before you call either
Cloud Run GPUs
- Pass
--gpu 1 --gpu-type nvidia-l4(or nvidia-rtx-pro-6000) with at least 4 vCPU and 16 GiB, and--no-cpu-throttlingfor instance-based billing - Load model weights from Cloud Storage at startup in parallel; bake them into the image only below about 10 GB
- Turn zonal redundancy off for cheaper, more readily granted quota when failover isn't required
- Set minimum instances to 0 unless cold starts matter, since minimum instances bill at the full rate
- Send OAuth tokens in the
Authorizationheader, never asaccess_tokenin the URL
Northflank
- Rotate every secret stored in Northflank, including AI provider keys, and check provider billing before trusting existing credentials. The 30 October 2026 incident was still open on 2 November
- Issue the agent a team token under an API role limited to one project, not a personal token
- Read
x-ratelimit-remainingand waitx-ratelimit-resetseconds on a 429. The default is 1,000 calls an hour - Page lists with
per_pageup to 100 and the returnedcursorinstead of numbered pages - Use a job, not a service, for anything that finishes. Services bill until paused or deleted
Questions
Which is better for AI agents, Cloud Run GPUs or Northflank?
Cloud Run GPUs scores 68.4 (B) on agent readiness against Northflank's 54 (C), and leads in 3 of 7 scored categories. Northflank leads on reliability and payments & pricing.
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Machine-readable
- This page as Markdown
/compare/cloud-run-gpus-vs-northflank.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cloud-run-gpus.json·/api/v1/tools/northflank.json - From a terminal
anchor compare cloud-run-gpus northflank(the CLI) - Over MCP
compare_tools {"a": "cloud-run-gpus", "b": "northflank"}at/mcp, no key