Databricks Unity Catalog Query Audit Logs

Native query audit for Databricks Unity Catalog captures user data access within Unity Catalog and presents them in a universal format as Immuta audit logs. Multiple access options are supported for audit:

  • Cluster queries with the following supported languages: SQL, Scala, Python, and R.

  • SQL warehouse queries

Immuta audits the activity of all Unity Catalog users and tables.

Requirement

Databricks Unity Catalog integration with native query audit enabled

Store audit logs

By default Immuta audit logs expire after 7 days. Export the universal audit model (UAM) logs to S3 or ADLS Gen 2, and store audit logs outside of Immuta in order to retain the audit logs long-term.

Audit frequency

Immuta collects audit records at the frequency configured when enabling the integration, which is between 1 and 24 hours. The frequency is a global setting based on integration type, so organizations with multiple Unity Catalog integrations will have the same audit frequency for all of them. The more frequent the audit records are ingested, the more current the audit records; however, there could be performance and cost impacts from the frequent jobs. Immuta will start a Databricks cluster to complete the audit ingest job if one is not already running.

To manually prompt the native query audit, click Load Audit Events on the Immuta audit page.

Audit schema

Each audit message from the Immuta platform will be a one-line JSON object containing the properties listed below.

Property
Description
Example

action

The action associated with the audit log.

QUERY

actor.type

The Immuta user type of the actor who made the query. When the actor is not registered with Immuta, the type, id, and name fields will be unknown.

USER_ACTOR

actor.id

The Immuta user ID of the actor who made the query. When the actor is not registered with Immuta, the type, id, and name fields will be unknown.

taylor@databricks.com

actor.name

The Immuta name of the user who made the query. When the user is not registered with Immuta, the type, id, and name fields will be unknown.

Taylor

actor.identityProvider

The IAM the user is registered in. bim is the built-in Immuta IAM. When the user is not registered with Immuta, this field will be omitted.

bim

actor.profileId

The profile ID of the user who made the query. When the user is not registered with Immuta, this field will be omitted.

10

sessionId

The session ID of the user who performed the action.

01ee14d9-cab3-1ef6-9cc4-f0c315a53788

requestId

The API request ID that triggered the action, if applicable.

504b8fd9-38c1-4a90-966e-7445a6675f79

actionStatus

Indicates whether or not the user was granted access to the data. Possible values are UNAUTHORIZED, FAILURE, or SUCCESS.

SUCCESS

actionStatusReason

When available, the reason from Unity Catalog that the user’s query was denied.

null if actionStatus is SUCCESS

eventTimestamp

The time the query occurred.

2023-06-27T11:03:59.000Z

id

The unique ID of the audit record.

9f542dfd-5099-4362-a72d-8377306db3b8

tenantId

The Immuta SaaS tenant ID.

your-immuta.com

userAgent

Client information of the user who made the query.

-

targetType

The type of targets affected by the query; this value will always be DATASOURCE.

DATASOURCE

targets

A list of the targets affected by the query.

See the example below

auditPayload.type

The type of audit record; this value will always be: QueryAuditPayload.

QueryAuditPayload

auditPayload.queryId

The unique ID of the query. If the query joins multiple tables, each table will appear as a separate log, but all will have the same query ID.

01ee14da-517a-1670-afce-0c3e0fdcf7d4

auditPayload.query

The command text of the query that was run in the integration. Immuta truncates the query text to the first 2048 characters.

SELECT VERSION AS 'version' FROM 'sample-data'.'__immuta_version'

auditPayload.startTime

The date and time the query started in UTC.

2023-06-27T11:03:59.000Z

auditPayload.duration

The time the query took in seconds.

0.557

auditPayload.errorCode

The errorCode for the denied query.

null if actionStatus is SUCCESS

auditPayload.technologyContext.type

The technology the query was made in.

DatabricksContext

auditPayload.technologyContext.clusterId

The Unity Catalog cluster ID.

null

auditPayload.technologyContext.workspaceId

The Unity Catalog workspace ID.

8765531160949612

auditPayload.technologyContext.service

Where in Unity Catalog the query was made. Possible values are SQL for SQL warehouses and NOTEBOOK for notebooks.

SQL

auditPayload.technologyContext.warehouseId

The Unity Catalog warehouse ID.

559483c6eac0359f

auditPayload.technologyContext.notebookId

The Unity Catalog notebook ID.

869500255746458

auditPayload.technologyContext.account.id

The actor’s Unity Catalog account ID

52e863bc-ea7f-46a9-8e17-6aed7541832d

auditPayload.technologyContext.account.username

The actor’s Unity Catalog username.

taylor@databricks.com

auditPayload.technologyContext.host

The Unity Catalog host.

deployment-name.cloud.databricks.com

auditPayload.technologyContext.clientIp

The IP address of the Spark cluster the request is coming from.

0.0.0.0

auditPayload.technologyContext.queryLanguage

The queryLanguage corresponds to the programming language used: SQL, Python, Scala, or R. Audited JDBC queries will indicate that it came from JDBC here.

python

auditPayload.objectsAccessed

The Unity Catalog objects accessed.

[]

auditPayload.securityProfile.sensitivity.score

The sensitivity score of the query. Classification must be configured for this field.

INDETERMINATE

auditPayload.version

The version of the audit event schema.

1

receivedTimestamp

The timestamp of when the audit event was received and stored by Immuta.

2023-06-27T15:18:22.314Z

Example audit record

{
  "action": "QUERY",
  "actor": {
    "type": "USER_ACTOR",
    "id": "taylor@immuta.com",
    "name": "Taylor",
    "identityProvider": "bim",
    "profileId": "10"
  },
  "sessionId": "01ee14d9-cab3-1ef6-9cc4-f0c315a53788",
  "requestId": "504b8fd9-38c1-4a90-966e-7445a6675f79",
  "actionStatus": "SUCCESS",
  "actionStatusReason": null,
  "eventTimestamp": "2023-06-27T11:03:59.000Z",
  "id": "01ee14da-517a-1670-afce-0c3e0fdcf7d4",
  "tenantId": "your-immuta.com",
  "userAgent": "",
  "targetType": "DATASOURCE",
  "targets": [
      {
      "type": "DATASOURCE",
      "id": "2034",
      "name": "University Art Gallery Exhibition",
      "technology": "DATABRICKS"
    }
  ],
  "relatedResources": [],
  "auditPayload": {
    "type": "QueryAuditPayload",
    "queryId": "01ee14da-517a-1670-afce-0c3e0fdcf7d4",
    "query": "SELECT VERSION AS `version` FROM `sample-data`.`__immuta_version`",
    "startTime": "2023-06-27T11:03:59.000Z",
    "duration": 23.568,
    "errorCode": null,
    "technologyContext": {
      "type": "DatabricksContext",
      "clusterId": null,
      "workspaceId": "3841033049363283",
      "service": "SQL",
      "warehouseId": "559483c6eac0359f",
      "notebookId": null,
      "account": {
        "id": "52e863bc-ea7f-46a9-8e17-6aed7541832d",
        "username": "taylor@databricks.com"
      },
      "host": "deployment-name.cloud.databricks.com",
      "clientIp": "0.0.0.0"
    },
    "objectsAccessed": [],
    "securityProfile": {
      "sensitivity": {
        "score": "INDETERMINATE"
      }
    },
    "version": 1
  },
  "receivedTimestamp": "2023-06-27T15:18:22.314Z"
}

Limitations

  • Enrichment of audit logs with Immuta entitlements information is not supported. While you will see these entitlements in the Databricks Spark audit logs, the following will not be in the native query audit for Unity Catalog:

    • Immuta policies information

    • User attributes

    • Groups

  • Immuta determines unauthorized events based on error messages within Unity Catalog records. When the error messages contain expected language, unauthorized events will be available for native query audit for Unity Catalog. In other cases, it is not possible to determine the cause of an error.

  • Audit for cluster queries do not support UNAUTHORIZED status. If a cluster query is unauthorized, it will show FAILURE.

  • Data source information will be provided when available:

    • For some queries, Databricks Unity Catalog does not report the target data source for the data access operation. In these cases the activity is audited, yet the audit record in Immuta will not include the target data source information.

    • Data source information is not available for unauthorized queries and events.

  • Column information from the query is not currently supported.

  • Immuta audit records include unregistered data sources and users; however, activity from them will not appear in any governance reports.

Copyright © 2014-2024 Immuta Inc. All rights reserved.