Vendors · Comparison
Databricks Model Serving vs Scaleway
Side-by-side comparison of Databricks Model Serving and Scaleway for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
Databricks Model Serving
Mosaic AI Model Serving deploys custom MLflow models and fine-tuned foundation models on Databricks-managed serverless compute; provisioned throughput allocates dedicated inference capacity. Trust pages list ISO 27001:2022 (including AWS single-tenant), SOC 2 Type II report on request, HIPAA options, FedRAMP Moderate/High; a standard BAA is published. DPA with SCCs published. Databricks, Inc. is headquartered in San Francisco.
Scaleway
Managed Inference runs models on dedicated GPUs at fixed hourly rates (e.g. Llama 3.1-8b at 0.93 EUR/hour) inside a VPC; prompts and responses are stated as stored only in Europe. Scaleway SAS is registered in Paris, France (legal notice). Security page says the SecNumCloud qualification process was entered in January 2025; not yet listed as qualified.
From the data
Key differences
- Category Databricks Model Serving is a Managed self-host offering; Scaleway is EU sovereign.
- Compliance Both document ISO 27001 and GDPR DPA. Only Databricks Model Serving documents SOC 2 Type II, HIPAA BAA and FedRAMP.
- Data residency Databricks Model Serving's residency guarantee is not verified; Scaleway has a verified residency guarantee.
- Jurisdiction Parent jurisdiction: Databricks Model Serving US, Scaleway FR.
- Pricing Databricks Model Serving: Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs (published pricing). Scaleway: Per-hour dedicated GPU (Managed Inference); per token (Generative APIs) (published pricing).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Databricks Model Serving | Scaleway | |
|---|---|---|
| Category | Managed self-host | EU sovereign |
| Deployment models | Custom model servingProvisioned throughputPay-per-token endpoints | Serverless APIDedicated GPU inference |
| Regions | US, Europe, Asia-Pacific | Europe |
| Compliance | SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA | ISO 27001GDPR DPA |
| Pricing model | Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs | Per-hour dedicated GPU (Managed Inference); per token (Generative APIs) |
| Public pricing | Yes | Yes |
| Residency guarantee | Not verified | Yes |
| Parent jurisdiction | US | FR |
| Analyst note | Mosaic AI Model Serving deploys custom MLflow models and fine-tuned foundation models on Databricks-managed serverless compute; provisioned throughput allocates dedicated inference capacity. Trust pages list ISO 27001:2022 (including AWS single-tenant), SOC 2 Type II report on request, HIPAA options, FedRAMP Moderate/High; a standard BAA is published. DPA with SCCs published. Databricks, Inc. is headquartered in San Francisco. | Managed Inference runs models on dedicated GPUs at fixed hourly rates (e.g. Llama 3.1-8b at 0.93 EUR/hour) inside a VPC; prompts and responses are stated as stored only in Europe. Scaleway SAS is registered in Paris, France (legal notice). Security page says the SecNumCloud qualification process was entered in January 2025; not yet listed as qualified. |
Where they diverge
Deployment differentiation
Only Databricks Model Serving
Both
No overlap in deployment models.
Only Scaleway
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