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On this page
  • Authentication
  • Configuring the integration and registering data
  • User authentication
  • Cluster security
  • Data processing and encryption
  • Protecting the Immuta configuration
  • Scala cluster security
  • Auditing and compliance
  • Databricks query audit
  • Auditing all queries
  • Auditing queries run while impersonating another user
  • Governance reports

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  1. Configuration
  2. Connect Data Platforms
  3. Databricks
  4. Databricks Spark
  5. Reference Guides

Security and Compliance

PreviousEphemeral OverridesNextRegistering and Protecting Data

Last updated 1 month ago

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Immuta offers several features to provide security for your users and Databricks clusters and to prove compliance and monitor for anomalies.

Authentication

Configuring the integration and registering data

Immuta supports the following authentication methods to configure the Databricks Spark integration and register data sources:

  • OAuth machine-to-machine (M2M): Immuta uses the to integrate with , which allows Immuta to authenticate with Databricks using a client secret. Once Databricks verifies the Immuta service principal’s identity using the client secret, Immuta is granted a temporary OAuth token to perform token-based authentication in subsequent requests. When that token expires (after one hour), Immuta requests a new temporary token. See the for more details.

  • Personal access token (PAT): This token gives Immuta temporary permission to push the cluster policies to the configured Databricks workspace and overwrite any cluster policy templates previously applied to the workspace when configuring the integration or to register securables as Immuta data sources.

User authentication

The built-in Immuta IAM can be used as a complete solution for authentication and fine-grained user entitlement. However, you can connect your existing identity management provider to Immuta to use that system for authentication and fine-grained user entitlement instead.

Each of the supported identity providers includes a specific set of configuration options that enable Immuta to communicate with the IAM system and map the users, permissions, groups, and attributes into Immuta.

See the for a list of supported providers and details.

See the for details and instructions on mapping Databricks user accounts to Immuta.

Cluster security

Data processing and encryption

Protecting the Immuta configuration

Databricks secrets can be used in the environment variables configuration section for a cluster by referencing the secret path instead of the actual value of the environment variable.

Scala cluster security

There are limitations to isolation among users in Scala jobs on a Databricks cluster. When data is broadcast, cached (spilled to disk), or otherwise saved to SPARK_LOCAL_DIR, it's impossible to distinguish between which user’s data is composed in each file/block. To address this vulnerability, Immuta suggests that you

  • limit Scala clusters to Scala jobs only and

  • require equalized projects, which will force all users to act under the same set of attributes, groups, and purposes with respect to their data access. This requirement guarantees that data being dropped into SPARK_LOCAL_DIR will have policies enforced and that those policies will be homogeneous for all users on the cluster. Since each user will have access to the same data, if they attempt to manually access other users' cached/spilled data, they will only see what they have access to via equalized permissions on the cluster. If project equalization is not turned on, users could dig through that directory and find data from another user with heightened access, which would result in a data leak.

Auditing and compliance

Immuta provides auditing features and governance reports so that data owners and governors can monitor users' access to data and detect anomalies in behavior.

Databricks query audit

Immuta captures the code or query that triggers the Spark plan in Databricks, making audit records more useful in assessing what users are doing.

To audit what triggers the Spark plan, Immuta hooks into Databricks where notebook cells and JDBC queries execute and saves the cell or query text. Then, Immuta pulls this information into the audits of the resulting Spark jobs.

Auditing all queries

Immuta supports auditing all queries run on a Databricks cluster, regardless of whether users touch Immuta-protected data or not.

Auditing queries run while impersonating another user

When a query is run by a user impersonating another user, the extra.impersonationUser field in the audit log payload is populated with the Databricks username of the user impersonating another user. The userId field will return the Immuta username of the user being impersonated:

{
  "id": "query-a20e-493e-id-c1ada0a23a26",
  [...]
  "userId": "<immuta_username>",
  [...]
  "extra": {
    [...]
    "impersonationUser": "<databricks_username>"
  }
  [...]
}

Governance reports

Immuta governance reports allow users with the GOVERNANCE Immuta permission to use a natural language builder to instantly create reports that delineate user activity across Immuta. These reports can be based on various entity types, including users, groups, projects, data sources, purposes, policy types, or connection types.

See the and the guides for more information about transmission of policy decision data, encryption of data in transit and at rest, and encryption key management.

Non-administrator users on an Immuta-enabled Databricks cluster must not have access to view or modify Immuta configuration, as this poses a security loophole around Immuta policy enforcement. allow you to securely apply environment variables to Immuta-enabled clusters.

See the for details and instructions on using Databricks secrets.

See the for more details and configuration instructions.

You can view the information in these audit logs on or export the full audit logs to S3 and ADLS for long-term backup and processing with log data processors and tools. This capability fosters convenient integrations with log monitoring services and data pipelines.

See the for details about these capabilities and how they work with the Databricks Spark integration.

Immuta will audit queries that come from interactive notebooks, notebook jobs, and JDBC connections, but will not audit . Furthermore, Immuta only audits Spark jobs that are associated with Immuta tables. Consequently, Immuta will not audit a query in a notebook cell that does not trigger a Spark job, unless is set to true.

See the page for examples of saved queries and the resulting audit records. To exclude query text from audit events, see the .

See the for details and instructions.

See the for details about user impersonation.

See the for a list of report types and guidance.

Client Credentials Flow
Databricks OAuth machine-to-machine authentication
Databricks OAuth machine-to-machine (M2M) authentication page
Identity managers guide
Setting up users guide
Data processing
Encryption and masking practices
Databricks secrets
dashboards
Audit documentation
Governance report types page
Scala or R submit jobs
Databricks Spark query audit logs
App settings page
Setting up users guide
Installation and compliance guide
Installation and compliance guide
Installation and compliance guide
IMMUTA_SPARK_AUDI_ALL_QUERIES