← All updates Databricks Update One-Pager Navy version
databricks Platform · Updated May 20, 2026

Serve custom LLMs with Custom Model Serving (Beta)

You can now serve custom and fine tuned LLMs on Databricks with a vLLM engine, including multimodal models and PEFT recipes that Foundation Model APIs does not support.

What it does

You can now serve custom and fine tuned LLMs on Databricks with a vLLM engine, including multimodal models and PEFT recipes that Foundation Model APIs does not support. Custom LLM Serving is in Beta. Beta This feature is in Beta.

Why it matters

Select a GPU based on your model's memory and performance needs.

Architecture
Databricks Platform → Platform
In short

You can now serve custom and fine tuned LLMs on Databricks with a vLLM engine, including multimodal models and PEFT recipes that Foundation Model APIs does not support. Custom LLM Serving is in Beta.

Read the full documentation ↗
Key takeaway
You can now serve custom and fine tuned LLMs on Databricks with a vLLM engine, including multimodal models and PEFT recipes that Foundation Model APIs does not support.
2026-05-20-serve-custom-llms-with-custom-model-serving-beta Generated by the Databricks Updates Agent · browse all updates