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All GA Preview Behavior change Deprecation Update

27 releases of 1321

Last updated 5 hours ago

Release					Date
Base environments are now supported on classic compute (Beta) Manages Python dependencies using Databricks-provided or custom environments. #Compute #Notebooks	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Sep 17, 2026
Git Folder Serverless is in Beta Shares serverless compute and pyproject.toml environment across notebooks and files. #Compute #Git Folders	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Sep 2, 2026
Genie Code for AI Runtime (Public Preview) Generates distributed training code and resolves environment issues. Requires AI Runtime. #Genie Code #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Unknown on SAP	Aug 27, 2026
Default Python package repositories are GA for Lakeflow pipelines and classic compute Supports private or authenticated registries as workspace defaults. Applies to UI and API created classic compute. #Compute #Lakeflow	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Aug 21, 2026
Manage project environments with %uv commands Requires environment version 5 or above. Supports serverless notebooks. #Compute #Notebooks	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Aug 17, 2026
Custom trace views in the MLflow trace explorer are in Beta Genie generates views based on plain language descriptions, surfacing relevant trace fields and metrics. #Gen AI #MLflow	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Aug 12, 2026
Run the change, do not just read it. Hands-on labs in your own Databricks workspace, graded when you submit. Browse labs
Serverless compute access control is now generally available Governs access to notebooks, jobs, and pipelines through Default Interactive and Automated Compute objects. Existing workloads run unchanged. #Compute #Serverless	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Aug 3, 2026
Web terminal on serverless GPU compute (AI Runtime) is in Public Preview Runs shell commands, monitors GPU usage, and manages files on serverless GPU compute. Requires environment version 5 or above. #Compute #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Unknown on SAP	Jul 31, 2026
Dedicated group clusters will soon be available by default for workspaces with the compliance security profile enabled Coming soon Enables shared compute for groups with compliance security profile, supporting Databricks Runtime for ML and RDD APIs. #Compute #Security	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Jul 24, 2026
MLflow trace storage in Unity Catalog is now generally available Stores traces in OpenTelemetry format with unlimited storage and SQL query access. #MLflow #Unity Catalog	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Jul 16, 2026
Protobuf tensor input for custom model serving endpoints (Public Preview) Replaces JSON with serialized KServe v2 ModelInferRequest. Requires endpoints deployed after July 9, 2026. #Machine Learning #Model Serving	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Jul 9, 2026
Custom Docker images for AI Runtime CLI workloads (Beta) Allows custom system library versions and complex dependencies, requires setup via Use custom Docker images. #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	Jun 29, 2026
AI Runtime CLI (Beta) Submits and manages distributed training workloads on serverless GPU compute from a local machine. #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	Jun 12, 2026
Schedule deferred policy enforcement for all-purpose compute Applies on next restart or immediately, and admins can cancel scheduled enforcements. #Compute	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Jun 10, 2026
Instance events and instance pools system tables are now available (Public Preview) Track instance state transitions and instance pool configurations via system.compute.instance_events and system.compute.instance_pools tables. #Compute #Platform	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	May 21, 2026
Serve custom LLMs with Custom Model Serving (Beta) Supports multimodal models and PEFT recipes, unlike Foundation Model APIs. #Machine Learning #Model Serving	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	May 20, 2026
Customer-managed keys now support MLflow managed evaluation features Supports MLflow 3 scorers and requires non-CMK encrypted catalog. #MLflow #Security	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	May 19, 2026
Databricks Container Services for standard compute is now available (Beta) Requires Databricks Runtime 18.3 or later, allows custom Docker images in shared compute. #Compute	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	May 19, 2026
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MLflow trace storage in Unity Catalog is now in Public Preview Stores OpenTelemetry traces, governed by Unity Catalog permissions, queryable from Databricks SQL or MLflow Python SDK. #MLflow #Unity Catalog	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Apr 30, 2026
AI Runtime 1xH100 accelerator (Beta) Supports 1xH100 accelerator, see Hardware options for details. #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	Apr 21, 2026
Compute log delivery to volumes is now GA Delivers Spark driver, worker, and event logs to Unity Catalog volumes, recommended for log storage. #Compute	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Not on SAP	Apr 16, 2026
AI Runtime is now in Public Preview Adds GPU support to serverless compute for deep learning workloads. #Machine Learning	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	Mar 19, 2026
Declarative Feature Engineering APIs (Beta) Define time-windowed aggregation features from data sources, materialize to Delta tables or Lakebase. Available in us-east-1 and us-west-2 regions. #Machine Learning	On AWS, read it on their docs	Not on Azure	Not on GCP	Not on SAP	Mar 9, 2026
Endpoint telemetry for custom model serving endpoints (Beta) Stores logs, traces, and metrics in Unity Catalog Delta tables using OpenTelemetry. #Machine Learning #Model Serving	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Not on SAP	Mar 6, 2026
Store and query MLflow traces in Unity Catalog (Beta) Stores MLflow traces in Delta tables for long-term retention and analysis using OpenTelemetry format. #Gen AI #MLflow	On AWS, read it on their docs	On Azure, read it on their docs	Not on GCP	Unknown on SAP	Jan 26, 2026
Flexible node types are now generally available Falls back to alternative instance types when specified type is unavailable, improving launch reliability. #Compute	On AWS, read it on their docs	On Azure, read it on their docs	On GCP, read it on their docs	Unknown on SAP	Dec 17, 2025
Configure compute to use AWS Capacity Blocks Replaces on-demand instances, requires AWS account setup. #Compute	On AWS, read it on their docs	Not on Azure	Not on GCP	Unknown on SAP	Oct 24, 2025

Base environments are now supported on classic compute (Beta)
Manages Python dependencies using Databricks-provided or custom environments.

#Compute #Notebooks

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Sep 17, 2026
Git Folder Serverless is in Beta
Shares serverless compute and pyproject.toml environment across notebooks and files.

#Compute #Git Folders

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Sep 2, 2026
Genie Code for AI Runtime (Public Preview)
Generates distributed training code and resolves environment issues. Requires AI Runtime.

#Genie Code #Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(unknown) Aug 27, 2026
Default Python package repositories are GA for Lakeflow pipelines and classic compute
Supports private or authenticated registries as workspace defaults. Applies to UI and API created classic compute.

#Compute #Lakeflow

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Aug 21, 2026
Manage project environments with %uv commands
Requires environment version 5 or above. Supports serverless notebooks.

#Compute #Notebooks

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Aug 17, 2026
Custom trace views in the MLflow trace explorer are in Beta
Genie generates views based on plain language descriptions, surfacing relevant trace fields and metrics.

#Gen AI #MLflow

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Aug 12, 2026
Run the change, do not just read it. Hands-on labs in your own Databricks workspace, graded when you submit. Browse labs
Serverless compute access control is now generally available
Governs access to notebooks, jobs, and pipelines through Default Interactive and Automated Compute objects. Existing workloads run unchanged.

#Compute #Serverless

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Aug 3, 2026
Web terminal on serverless GPU compute (AI Runtime) is in Public Preview
Runs shell commands, monitors GPU usage, and manages files on serverless GPU compute. Requires environment version 5 or above.

#Compute #Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(unknown) Jul 31, 2026
Dedicated group clusters will soon be available by default for workspaces with the compliance security profile enabled Coming soon
Enables shared compute for groups with compliance security profile, supporting Databricks Runtime for ML and RDD APIs.

#Compute #Security

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Jul 24, 2026
MLflow trace storage in Unity Catalog is now generally available
Stores traces in OpenTelemetry format with unlimited storage and SQL query access.

#MLflow #Unity Catalog

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Jul 16, 2026
Protobuf tensor input for custom model serving endpoints (Public Preview)
Replaces JSON with serialized KServe v2 ModelInferRequest. Requires endpoints deployed after July 9, 2026.

#Machine Learning #Model Serving

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Jul 9, 2026
Custom Docker images for AI Runtime CLI workloads (Beta)
Allows custom system library versions and complex dependencies, requires setup via Use custom Docker images.

#Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) Jun 29, 2026
AI Runtime CLI (Beta)
Submits and manages distributed training workloads on serverless GPU compute from a local machine.

#Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) Jun 12, 2026
Schedule deferred policy enforcement for all-purpose compute
Applies on next restart or immediately, and admins can cancel scheduled enforcements.

#Compute

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Jun 10, 2026
Instance events and instance pools system tables are now available (Public Preview)
Track instance state transitions and instance pool configurations via system.compute.instance_events and system.compute.instance_pools tables.

#Compute #Platform

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) May 21, 2026
Serve custom LLMs with Custom Model Serving (Beta)
Supports multimodal models and PEFT recipes, unlike Foundation Model APIs.

#Machine Learning #Model Serving

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) May 20, 2026
Customer-managed keys now support MLflow managed evaluation features
Supports MLflow 3 scorers and requires non-CMK encrypted catalog.

#MLflow #Security

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) May 19, 2026
Databricks Container Services for standard compute is now available (Beta)
Requires Databricks Runtime 18.3 or later, allows custom Docker images in shared compute.

#Compute

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) May 19, 2026
Get this table by email. One Monday mail covering the week, filtered to the clouds and products you run. Weekly digest
MLflow trace storage in Unity Catalog is now in Public Preview
Stores OpenTelemetry traces, governed by Unity Catalog permissions, queryable from Databricks SQL or MLflow Python SDK.

#MLflow #Unity Catalog

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Apr 30, 2026
AI Runtime 1xH100 accelerator (Beta)
Supports 1xH100 accelerator, see Hardware options for details.

#Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) Apr 21, 2026
Compute log delivery to volumes is now GA
Delivers Spark driver, worker, and event logs to Unity Catalog volumes, recommended for log storage.

#Compute

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(not on this cloud) Apr 16, 2026
AI Runtime is now in Public Preview
Adds GPU support to serverless compute for deep learning workloads.

#Machine Learning

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) Mar 19, 2026
Declarative Feature Engineering APIs (Beta)
Define time-windowed aggregation features from data sources, materialize to Delta tables or Lakebase. Available in us-east-1 and us-west-2 regions.

#Machine Learning

AWS, read it on their docsAzure(not on this cloud)GCP(not on this cloud)SAP(not on this cloud) Mar 9, 2026
Endpoint telemetry for custom model serving endpoints (Beta)
Stores logs, traces, and metrics in Unity Catalog Delta tables using OpenTelemetry.

#Machine Learning #Model Serving

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(not on this cloud) Mar 6, 2026
Store and query MLflow traces in Unity Catalog (Beta)
Stores MLflow traces in Delta tables for long-term retention and analysis using OpenTelemetry format.

#Gen AI #MLflow

AWS, read it on their docs Azure, read it on their docsGCP(not on this cloud)SAP(unknown) Jan 26, 2026
Flexible node types are now generally available
Falls back to alternative instance types when specified type is unavailable, improving launch reliability.

#Compute

AWS, read it on their docs Azure, read it on their docs GCP, read it on their docsSAP(unknown) Dec 17, 2025
Configure compute to use AWS Capacity Blocks
Replaces on-demand instances, requires AWS account setup.

#Compute

AWS, read it on their docsAzure(not on this cloud)GCP(not on this cloud)SAP(unknown) Oct 24, 2025

Headlines, dates and product areas are Databricks' own, from the release notes published for each cloud, and every item links to the note it came from. The one-line summaries are ours. Not a Databricks product and not affiliated with Databricks, Inc.