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Resource limits

The following tables list various numerical limits for Azure Databricks resources. For additional information about Azure Databricks resource limits, see each individual resource's overview documentation. For limits on Databricks Free Edition, see Databricks Free Edition limitations.

This page includes resource limits followed by API rate limits.

For limits where Fixed is No, you can request a limit increase through your Azure Databricks account team.

Resource limits

Resource Metric Limit Scope Fixed Notes
CIDR Notation IP Access 1,000 Account Yes
CIDR Notation IP Access 1,000 Workspace Yes
Clean rooms Clean room 10 Metastore No
Clean rooms Clean room notebook tasks running simultaneously 10 Clean room Yes
Clean rooms Output tables 100 Clean room notebook task run Yes
Clusters Attached notebooks or execution contexts 145 Cluster Yes
Dashboards (Legacy) Widgets 1,000 Legacy dashboard Yes
Databricks Apps Databricks app 100 Workspace Yes
Delta Sharing Provider 1,000 Metastore No
Delta Sharing Recipient 5,000 Metastore No
Delta Sharing Share 1,000 Metastore No
Delta Sharing Table 1,000 Share No
Delta Sharing Active files 400,000 Table Yes
Delta Sharing Model 1,000 Share No
Delta Sharing Volume 1,000 Share No
Delta Sharing Function 1,000 Share No
Delta Sharing Schema 500 Share No
Delta Sharing Notebook 100 Share No
Git folders Working branch size 500 MB Git folder Yes
Git folders Number of notebooks 5,000 Git folder Yes
Git folders Total number of files (including notebooks) 10,000 Git folder Yes
Identity Direct group memberships 1,500 Account Yes Only includes direct parent groups. Nested groups are not included in the limit.
Identity Groups 5,000 Account Yes
Identity Layers of nested groups 10 Account Yes
Identity Users and Service Principals 10,000 Account No A user can't belong to more than 50 Azure Databricks accounts.
Jobs Created per hour 10,000 Workspace Yes
Jobs Tasks running simultaneously 2,000 Workspace Yes Run job and For each parent tasks are not included in this limit.
Jobs Parent tasks running simultaneously 750 Workspace Yes Only Run job and For each tasks are included in this limit.
Jobs Saved jobs 10,000 Workspace Yes
Lakeflow Spark Declarative Pipelines Concurrent pipeline updates 200 Workspace Yes
Lakeflow Spark Declarative Pipelines Saved pipelines 12,000 Workspace Yes Includes active and inactive pipelines.
Lakeflow Spark Declarative Pipelines Number of tables per pipeline 1,000 Pipeline Yes
Data profiling Monitors 100 Metastore No
Marketplace Listings 250 Metastore Yes
Marketplace Providers 20 Account Yes
MCP servers Queries per second from internal Databricks services to managed MCP servers (UC function, VectorSearch, Genie) 50 Workspace Yes
MCP servers Queries per second from internal Databricks services to managed MCP servers (SQL) 5 Workspace Yes
MCP servers Queries per second from internal Databricks services to external MCP servers 50 Workspace Yes
MLflow Experiment tracking total metric steps 10M MLflow run Yes
MLflow Experiment tracking parameters 1,600 MLflow run Yes
MLflow Experiment tracking tags 1,600 MLflow run Yes
MLflow Experiment tracking runs 500k MLflow experiment Yes
MLflow Experiment tracking tags 1,000 MLflow experiment Yes
MLflow Experiment tracking logged models 500,000 MLflow experiment Yes
MLflow Experiment tracking metrics 1,000 MLflow logged model Yes
MLflow Experiment tracking parameters 1,600 MLflow logged model Yes
MLflow Experiment tracking tags 1,600 MLflow logged model Yes
MLflow Model Serving payload size 16 MB Model Serving endpoint Yes
MLflow Model Serving throughput target (not guaranteed) 200 queries per second Model Serving endpoint Yes
MLflow Model Serving provisioned concurrency 200 per endpoint and per model Model Serving endpoint Yes
MLflow Trace creation rate (Queries Per Second) 50 MLflow workspace No
MLflow Trace download rate (Queries Per Second) 200 MLflow workspace No
MLflow Traces per experiment 100,000 MLflow experiment No
MLflow Trace search rate (Queries Per Second) 25 MLflow workspace No
Network connectivity configuration Network connectivity configuration (NCC) per region 10 Account Yes
Network connectivity configuration Private endpoints per region 100 Region Yes Private endpoints are distributed across 1-10 NCCs
Network connectivity configuration Workspaces per network connectivity configuration 50 NCC Yes
Notebook Cells 10,000 Notebook Yes
Notebook Dashboards 1,000 Notebook Yes
Notebook Comments 1,000 Notebook Yes
Query Visualizations 1,000 Query Yes
Query snippets Total number 10,000 Workspace Yes
Resource groups Maximum 980 Subscription Yes
Resource groups Resources of any type per resource group 800 Subscription Yes For exceptions see Resources not limited to 800 instances per resource group.
Secrets Scopes 1,000 Workspace No
Serverless compute Serverless quotas See Serverless compute quotas Account No
SQL warehouses Total number 1,000 Workspace Yes
Storage Egress for general-purpose v2 and blob storage accounts 50 Gpbs Subscription Yes
Storage Storage accounts 250 Per region per subscription Yes
Tags Tag 50 Securable object Yes
Tags Column tag 1,000 Table No A table (counting all its columns together) can have at most 1,000 column tags total.
Tags Allowed values per governed tag 50 Governed tag Yes
Tags Governed tag 1,000 Account Yes
Unity Catalog Column 32,768 Table Yes
Unity Catalog Table 10,000 Schema No
Unity Catalog Table 1,000,000 Metastore Yes
Unity Catalog Volume 10,000 Schema No
Unity Catalog Volume 100,000 Metastore No
Unity Catalog Function 10,000 Schema No
Unity Catalog Registered model 1,000 Schema No
Unity Catalog Registered model 5,000 Metastore No
Unity Catalog Registered model alias 10 Registered model No
Unity Catalog Model version 10,000 Registered model Yes
Unity Catalog Model version 100,000 Metastore Yes
Unity Catalog Schema 10,000 Catalog No
Unity Catalog Catalog 1,000 Metastore No
Unity Catalog Connection 1,000 Metastore No
Unity Catalog External lineage relationships 100,000 Metastore Yes
Unity Catalog External metadata objects 10,000 Metastore Yes
Unity Catalog Storage and service credential 1,000 Metastore No The quota includes the combined total of both storage and service credentials
Unity Catalog External location 10,000 Metastore No
Unity Catalog Privileges 4,000 Parent objects No For example, metastores, catalogs, schemas
Unity Catalog Privileges 1,000 Non-parent object No For example, tables, views, shares
Unity Catalog Policy 10 Catalog No
Unity Catalog Policy 10 Schema No
Unity Catalog Policy 5 Table No
Unity Catalog Policy 1,000 Metastore No
Vector Search Vector search endpoints 100 Workspace No
Vector Search Embeddings (Direct Vector index) At 768 embedding dimension: ~2,000,000 Endpoint No
Vector Search Embeddings (storage-optimized endpoint) At 768 embedding dimension: ~1,000,000,000 Endpoint No
Vector Search Embeddings (Delta Sync index) At 768 embedding dimension: ~320,000,000
At 1,536 embedding dimension: ~160,000,000
At 3,072 embedding dimension: ~80,000,000
Endpoint No Scales approximately linearly
Vector Search Embedding dimension 4,096 Index No
Vector Search Indexes 50 Endpoint No
Vector Search Columns 50 Index No
Vector Search Metadata fields 50 Index No
Vector Search Index name 128 characters Index No
Vector Search Row size for Delta Sync Index 100KB Index No
Vector Search Embedding source column size for Delta Sync index 32,764 bytes Index No
Vector Search Bulk upsert request size limit for Direct Vector index 10MB Index No
Vector Search Bulk delete request size limit for Direct Vector index 10MB Index No
Vector Search Query text length 32,764 characters Query No
Vector Search Tokens when using hybrid search 1,024 words or 2-byte characters Query No
Vector Search Filter conditions 1,024 elements Filter clause No
Vector Search Maximum number of results returned (approximate nearest neighbor search) 10,000 Query No
Vector Search Maximum number of results returned (hybrid keyword-similarity search) 200 Query No
Virtual machines Maximum 25,000 Per subscription per region Yes
Workspaces Folder depth 25 Workspace Yes
Workspaces Maximum number of children in a folder 10,000 Workspace Yes
Workspaces Workspace object name length 500 characters Workspace Yes
Workspace Files Individual file size 500 MB File Yes

API rate limits

Resource Metric Limit Scope Fixed
DBFS API /dbfs requests per second 30 Workspace Yes
Delta Sharing Provider API /unity-catalog/providers requests per second 400 Workspace Yes
Delta Sharing Recipient API /unity-catalog/recipients requests per second 400 Workspace Yes
Delta Sharing Shares API /unity-catalog/shares requests per second 400 Workspace Yes
Jobs API /jobs/create requests per second 20 Workspace Yes
Jobs API /jobs/delete requests per second 10 Workspace Yes
Jobs API /jobs/get requests per second 20 Workspace Yes
Jobs API /jobs/list requests per second 20 Workspace Yes
Jobs API /jobs/reset requests per second 20 Workspace Yes
Jobs API /jobs/run-now requests per second 20 Workspace Yes
Jobs API /jobs/update requests per second 10 Workspace Yes
Jobs API /jobs/runs/cancel requests per second 10 Workspace Yes
Jobs API /jobs/runs/cancel-all requests per second 5 Workspace Yes
Jobs API /jobs/runs/delete requests per second 20 Workspace Yes
Jobs API /jobs/runs/export requests per second 20 Workspace Yes
Jobs API /jobs/runs/get requests per second 100 Workspace Yes
Jobs API /jobs/runs/get-output requests per second (quota is shared with /jobs/runs/output) 20 Workspace Yes
Jobs API /jobs/runs/list requests per second 30 Workspace Yes
Jobs API /jobs/runs/output requests per second (quota is shared with /jobs/runs/get-output) 20 Workspace Yes
Jobs API /jobs/runs/repair requests per second 5 Workspace Yes
Jobs API /jobs/runs/submit requests per second 35 Workspace Yes
Account SCIM API GET requests per second 20 Account Yes
Account SCIM API PATCH requests per second 2 Account Yes
Account SCIM API POST/PUT/DELETE requests per second 5 Account Yes
Workspace-level SCIM API GET requests per minute 255 Workspace Yes
Workspace-level SCIM API PATCH requests per minute 10 Workspace Yes
Workspace-level SCIM API POST/PUT/DELETE requests per minute 35 Workspace Yes
Permissions API GET requests per second 100 Workspace Yes
Permissions API PATCH / PUT requests per second 30 Workspace Yes
Secrets API requests per minute 1,100 Workspace Yes
Token Management API requests per second 40 Workspace Yes
Workspace API /workspace/delete requests per second 2 Workspace Yes
Workspace API /workspace/export requests per second 50 Account Yes
Workspace API /workspace/export requests per second 60 Workspace Yes
Workspace API /workspace/import requests per second 20 Account Yes
Workspace API /workspace/import requests per second 30 Workspace Yes
Workspace API /workspace/list requests per second 50 Workspace Yes
Workspace API /workspace/mkdirs requests per second 20 Workspace Yes
Git Credentials API /git-credentials/* combined requests per second 10 Workspace Yes
Git folders API /repos/* combined requests per second 10 Workspace Yes
Marketplace Consumer API /marketplace-consumer requests per second 100 Workspace Yes
Marketplace Provider API /marketplace-provider requests per second 100 Workspace Yes
MLflow Tracking API /mlflow/experiments/create requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/delete requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/restore requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/update requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/set-experiment-tag requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/get requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/get-by-name requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/experiments/list requests per second 7 Workspace Yes
MLflow Tracking API /mlflow/experiments/search requests per second 7 Workspace Yes
MLflow Tracking API /mlflow/runs/create requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/update requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/delete requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/restore requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/set-tag requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/delete-tag requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/log-param requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/log-metric requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/log-batch requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/log-inputs requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/get requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/runs/search requests per second 7 Workspace Yes
MLflow Tracking API /mlflow/metrics/get-history requests per second 120 Workspace Yes
MLflow Tracking API /mlflow/artifacts/list requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/{model_id} requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/{model_id}/tags requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/{model_id}/tags/{tag_key} requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/{model_id}/params requests per second 120 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/search requests per second 7 Workspace Yes
MLflow Tracking API (MLflow 3.0) /mlflow/logged-models/{model_id}/artifacts/directories requests per second 2 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/create requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/get requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/update requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/delete requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/search requests per second 7 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/set-tag requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/registered-models/delete-tag requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/create requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/get requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/update requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/delete requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/transition-stage requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/transition-requests/create requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/transition-requests/approve requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/transition-requests/reject requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/search requests per second 7 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/set-tag requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/model-versions/delete-tag requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/create requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/get requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/update requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/delete requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/list requests per second 40 Workspace Yes
MLflow Workspace Model Registry API /mlflow/webhooks/test requests per second 40 Workspace Yes