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product
Data quality: Editorially Reviewed
Process automation
AI infrastructure & hosting
Model monitoring
API / SDK
Usage-based
Private cloud / VPC
Model Serving
SaaS (vendor-hosted)
GPU & Compute
Model inference
Cross-industry / Horizontal
Fine-tuning
Enterprise / custom quote

Databricks Model Serving

AI infrastructure & hosting

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Overview

Databricks Model Serving is a managed endpoint service for machine-learning and generative-AI models. It hosts custom and fine-tuned models alongside foundation-model APIs, with autoscaling, governance, and monitoring capabilities.

Pricing model
Usage-based
Deployment
SaaS (vendor-hosted), Private cloud / VPC, API / SDK
Regions served
Global
Categories
Process automation, AI infrastructure & hosting, Model monitoring, API / SDK, Usage-based, Private cloud / VPC, Model Serving, SaaS (vendor-hosted), GPU & Compute, Model inference, Cross-industry / Horizontal, Fine-tuning, Enterprise / custom quote
Last updated
6 October 2026
Published
6 October 2026

Use cases

Process automation
Model monitoring

Deployment options

SaaS (vendor-hosted)
Private cloud / VPC
API / SDK

Data sources & provenance

Where this information came from, how it was checked and when it was last looked at. “Last updated” records a change to the record — it does not mean the record was verified.

Data quality
Data quality: Editorially Reviewed
Primary source
databricks.com
Sources cited
1
Last reviewed
5 October 2026
Last updated
6 October 2026

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