Azure AD

Extracting DataHub Users

Usernames

Usernames serve as unique identifiers for users on DataHub. This connector extracts usernames using the "userPrincipalName" field of an Azure AD User Response, which is the unique identifier for your Azure AD users.

If this is not how you wish to map to DataHub usernames, you can provide a custom mapping using the configurations options detailed below. Namely, azure_ad_response_to_username_attr and azure_ad_response_to_username_regex.

Responses

This connector also extracts basic user response information from Azure. The following fields of the Azure User Response are extracted and mapped to the DataHub CorpUserInfo aspect:

• display name
• first name
• last name
• email
• title
• country

Extracting DataHub Groups

Group Names

Group names serve as unique identifiers for groups on DataHub. This connector extracts group names using the "name" attribute of an Azure Group Response. By default, a URL-encoded version of the full group name is used as the unique identifier (CorpGroupKey) and the raw "name" attribute is mapped as the display name that will appear in DataHub's UI.

If this is not how you wish to map to DataHub group names, you can provide a custom mapping using the configurations options detailed below. Namely, azure_ad_response_to_groupname_attr and azure_ad_response_to_groupname_regex.

Responses

This connector also extracts basic group information from Azure. The following fields of the Azure AD Group Response are extracted and mapped to the DataHub CorpGroupInfo aspect:

• name
• description

Extracting Group Membership

This connector additional extracts the edges between Users and Groups that are stored in Azure AD. It maps them to the GroupMembership aspect associated with DataHub users (CorpUsers). Today this has the unfortunate side effect of overwriting any Group Membership information that was created outside of the connector. That means if you've used the DataHub REST API to assign users to groups, this information will be overridden when the Azure AD Source is executed. If you intend to always pull users, groups, and their relationships from your Identity Provider, then this should not matter.

This is a known limitation in our data model that is being tracked by this ticket.

Module azure-ad

Important Capabilities

Capability	Status	Notes
Detect Deleted Entities	✅	Optionally enabled via stateful_ingestion

This plugin extracts the following:

• Users
• Groups
• Group Membership

from your Azure AD instance.

Note that any users ingested from this connector will not be able to log into DataHub unless you have Azure AD OIDC SSO enabled. You can, however, have these users ingested into DataHub before they log in for the first time if you would like to take actions like adding them to a group or assigning them a role.

For instructions on how to do configure Azure AD OIDC SSO, please read the documentation here.

Extracting DataHub Users

Usernames

Usernames serve as unique identifiers for users on DataHub. This connector extracts usernames using the "userPrincipalName" field of an Azure AD User Response, which is the unique identifier for your Azure AD users.

If this is not how you wish to map to DataHub usernames, you can provide a custom mapping using the configurations options detailed below. Namely, azure_ad_response_to_username_attr and azure_ad_response_to_username_regex.

Responses

This connector also extracts basic user response information from Azure. The following fields of the Azure User Response are extracted and mapped to the DataHub CorpUserInfo aspect:

• display name
• first name
• last name
• email
• title
• country

Extracting DataHub Groups

Group Names

Group names serve as unique identifiers for groups on DataHub. This connector extracts group names using the "name" attribute of an Azure Group Response. By default, a URL-encoded version of the full group name is used as the unique identifier (CorpGroupKey) and the raw "name" attribute is mapped as the display name that will appear in DataHub's UI.

If this is not how you wish to map to DataHub group names, you can provide a custom mapping using the configurations options detailed below. Namely, azure_ad_response_to_groupname_attr and azure_ad_response_to_groupname_regex.

Responses

This connector also extracts basic group information from Azure. The following fields of the Azure AD Group Response are extracted and mapped to the DataHub CorpGroupInfo aspect:

• name
• description

Extracting Group Membership

This connector additional extracts the edges between Users and Groups that are stored in Azure AD. It maps them to the GroupMembership aspect associated with DataHub users (CorpUsers).

Prerequisite

Create a DataHub Application within the Azure AD Portal with the permissions to read your organization's Users and Groups. The following permissions are required, with the Application permission type:

• Group.Read.All
• GroupMember.Read.All
• User.Read.All

CLI based Ingestion

Install the Plugin

pip install 'acryl-datahub[azure-ad]'

Starter Recipe

Check out the following recipe to get started with ingestion! See below for full configuration options.

For general pointers on writing and running a recipe, see our main recipe guide.

source:
  type: "azure-ad"
  config:
    client_id: "00000000-0000-0000-0000-000000000000"
    tenant_id: "00000000-0000-0000-0000-000000000000"
    client_secret: "xxxxx"
    redirect: "https://login.microsoftonline.com/common/oauth2/nativeclient"
    authority: "https://login.microsoftonline.com/00000000-0000-0000-0000-000000000000"
    token_url: "https://login.microsoftonline.com/00000000-0000-0000-0000-000000000000/oauth2/token"
    graph_url: "https://graph.microsoft.com/v1.0"
    ingest_users: True
    ingest_groups: True
    groups_pattern:
      allow:
        - ".*"
    users_pattern:
      allow:
        - ".*"

sink:
  # sink configs

Config Details

Options

Note that a . is used to denote nested fields in the YAML recipe.

View All Configuration Options

Field [Required]	Type	Description	Default	Notes
authority [✅]	string	The authority (https://docs.microsoft.com/en-us/azure/active-directory/develop/msal-client-application-configuration) is a URL that indicates a directory that MSAL can request tokens from.	None
azure_ad_response_to_groupname_attr [✅]	string	Which Azure AD Group Response attribute to use as input to DataHub group name mapping.	displayName
azure_ad_response_to_groupname_regex [✅]	string	A regex used to parse the DataHub group name from the attribute specified in azure_ad_response_to_groupname_attr.	(.*)
azure_ad_response_to_username_attr [✅]	string	Which Azure AD User Response attribute to use as input to DataHub username mapping.	userPrincipalName
azure_ad_response_to_username_regex [✅]	string	A regex used to parse the DataHub username from the attribute specified in azure_ad_response_to_username_attr.	(.*)
client_id [✅]	string	Application ID. Found in your app registration on Azure AD Portal	None
client_secret [✅]	string	Client secret. Found in your app registration on Azure AD Portal	None
filtered_tracking [✅]	boolean	If enabled, report will contain names of filtered users and groups.	True
graph_url [✅]	string	Microsoft Graph API endpoint	https://graph.microsoft.com/v1.0
ingest_group_membership [✅]	boolean	Whether group membership should be ingested into DataHub. ingest_groups must be True if this is True.	True
ingest_groups [✅]	boolean	Whether groups should be ingested into DataHub.	True
ingest_groups_users [✅]	boolean	This option is useful only when ingest_users is set to False and ingest_group_membership to True. As effect, only the users which belongs to the selected groups will be ingested.	True
ingest_users [✅]	boolean	Whether users should be ingested into DataHub.	True
mask_group_id [✅]	boolean	Whether workunit ID's for groups should be masked to avoid leaking sensitive information.	True
mask_user_id [✅]	boolean	Whether workunit ID's for users should be masked to avoid leaking sensitive information.	True
platform_instance [✅]	string	The instance of the platform that all assets produced by this recipe belong to	None
redirect [✅]	string	Redirect URI. Found in your app registration on Azure AD Portal.	https://login.microsoftonline.com/common/oauth2/nativeclient
tenant_id [✅]	string	Directory ID. Found in your app registration on Azure AD Portal	None
token_url [✅]	string	The token URL that acquires a token from Azure AD for authorizing requests. This source will only work with v1.0 endpoint.	None
env [✅]	string	The environment that all assets produced by this connector belong to	PROD
groups_pattern [✅]	AllowDenyPattern	regex patterns for groups to include in ingestion.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
groups_pattern.allow [❓ (required if groups_pattern is set)]	array(string)		None
groups_pattern.deny [❓ (required if groups_pattern is set)]	array(string)		None
groups_pattern.ignoreCase [❓ (required if groups_pattern is set)]	boolean	Whether to ignore case sensitivity during pattern matching.	True
users_pattern [✅]	AllowDenyPattern	regex patterns for users to filter in ingestion.	{'allow': ['.*'], 'deny': [], 'ignoreCase': True}
users_pattern.allow [❓ (required if users_pattern is set)]	array(string)		None
users_pattern.deny [❓ (required if users_pattern is set)]	array(string)		None
users_pattern.ignoreCase [❓ (required if users_pattern is set)]	boolean	Whether to ignore case sensitivity during pattern matching.	True
stateful_ingestion [✅]	StatefulStaleMetadataRemovalConfig	Azure AD Stateful Ingestion Config.	None
stateful_ingestion.enabled [❓ (required if stateful_ingestion is set)]	boolean	The type of the ingestion state provider registered with datahub.	None
stateful_ingestion.ignore_new_state [❓ (required if stateful_ingestion is set)]	boolean	If set to True, ignores the current checkpoint state.	None
stateful_ingestion.ignore_old_state [❓ (required if stateful_ingestion is set)]	boolean	If set to True, ignores the previous checkpoint state.	None
stateful_ingestion.remove_stale_metadata [❓ (required if stateful_ingestion is set)]	boolean	Soft-deletes the entities present in the last successful run but missing in the current run with stateful_ingestion enabled.	True

Schema

The JSONSchema for this configuration is inlined below.

{
  "title": "AzureADConfig",
  "description": "Config to create a token and connect to Azure AD instance",
  "type": "object",
  "properties": {
    "env": {
      "title": "Env",
      "description": "The environment that all assets produced by this connector belong to",
      "default": "PROD",
      "type": "string"
    },
    "platform_instance": {
      "title": "Platform Instance",
      "description": "The instance of the platform that all assets produced by this recipe belong to",
      "type": "string"
    },
    "stateful_ingestion": {
      "title": "Stateful Ingestion",
      "description": "Azure AD Stateful Ingestion Config.",
      "allOf": [
        {
          "$ref": "#/definitions/StatefulStaleMetadataRemovalConfig"
        }
      ]
    },
    "client_id": {
      "title": "Client Id",
      "description": "Application ID. Found in your app registration on Azure AD Portal",
      "type": "string"
    },
    "tenant_id": {
      "title": "Tenant Id",
      "description": "Directory ID. Found in your app registration on Azure AD Portal",
      "type": "string"
    },
    "client_secret": {
      "title": "Client Secret",
      "description": "Client secret. Found in your app registration on Azure AD Portal",
      "type": "string"
    },
    "authority": {
      "title": "Authority",
      "description": "The authority (https://docs.microsoft.com/en-us/azure/active-directory/develop/msal-client-application-configuration) is a URL that indicates a directory that MSAL can request tokens from.",
      "type": "string"
    },
    "token_url": {
      "title": "Token Url",
      "description": "The token URL that acquires a token from Azure AD for authorizing requests.  This source will only work with v1.0 endpoint.",
      "type": "string"
    },
    "redirect": {
      "title": "Redirect",
      "description": "Redirect URI.  Found in your app registration on Azure AD Portal.",
      "default": "https://login.microsoftonline.com/common/oauth2/nativeclient",
      "type": "string"
    },
    "graph_url": {
      "title": "Graph Url",
      "description": "[Microsoft Graph API endpoint](https://docs.microsoft.com/en-us/graph/use-the-api)",
      "default": "https://graph.microsoft.com/v1.0",
      "type": "string"
    },
    "azure_ad_response_to_username_attr": {
      "title": "Azure Ad Response To Username Attr",
      "description": "Which Azure AD User Response attribute to use as input to DataHub username mapping.",
      "default": "userPrincipalName",
      "type": "string"
    },
    "azure_ad_response_to_username_regex": {
      "title": "Azure Ad Response To Username Regex",
      "description": "A regex used to parse the DataHub username from the attribute specified in `azure_ad_response_to_username_attr`.",
      "default": "(.*)",
      "type": "string"
    },
    "azure_ad_response_to_groupname_attr": {
      "title": "Azure Ad Response To Groupname Attr",
      "description": "Which Azure AD Group Response attribute to use as input to DataHub group name mapping.",
      "default": "displayName",
      "type": "string"
    },
    "azure_ad_response_to_groupname_regex": {
      "title": "Azure Ad Response To Groupname Regex",
      "description": "A regex used to parse the DataHub group name from the attribute specified in `azure_ad_response_to_groupname_attr`.",
      "default": "(.*)",
      "type": "string"
    },
    "ingest_users": {
      "title": "Ingest Users",
      "description": "Whether users should be ingested into DataHub.",
      "default": true,
      "type": "boolean"
    },
    "ingest_groups": {
      "title": "Ingest Groups",
      "description": "Whether groups should be ingested into DataHub.",
      "default": true,
      "type": "boolean"
    },
    "ingest_group_membership": {
      "title": "Ingest Group Membership",
      "description": "Whether group membership should be ingested into DataHub. ingest_groups must be True if this is True.",
      "default": true,
      "type": "boolean"
    },
    "ingest_groups_users": {
      "title": "Ingest Groups Users",
      "description": "This option is useful only when `ingest_users` is set to False and `ingest_group_membership` to True. As effect, only the users which belongs to the selected groups will be ingested.",
      "default": true,
      "type": "boolean"
    },
    "users_pattern": {
      "title": "Users Pattern",
      "description": "regex patterns for users to filter in ingestion.",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "groups_pattern": {
      "title": "Groups Pattern",
      "description": "regex patterns for groups to include in ingestion.",
      "default": {
        "allow": [
          ".*"
        ],
        "deny": [],
        "ignoreCase": true
      },
      "allOf": [
        {
          "$ref": "#/definitions/AllowDenyPattern"
        }
      ]
    },
    "filtered_tracking": {
      "title": "Filtered Tracking",
      "description": "If enabled, report will contain names of filtered users and groups.",
      "default": true,
      "type": "boolean"
    },
    "mask_group_id": {
      "title": "Mask Group Id",
      "description": "Whether workunit ID's for groups should be masked to avoid leaking sensitive information.",
      "default": true,
      "type": "boolean"
    },
    "mask_user_id": {
      "title": "Mask User Id",
      "description": "Whether workunit ID's for users should be masked to avoid leaking sensitive information.",
      "default": true,
      "type": "boolean"
    }
  },
  "required": [
    "client_id",
    "tenant_id",
    "client_secret",
    "authority",
    "token_url"
  ],
  "additionalProperties": false,
  "definitions": {
    "DynamicTypedStateProviderConfig": {
      "title": "DynamicTypedStateProviderConfig",
      "type": "object",
      "properties": {
        "type": {
          "title": "Type",
          "description": "The type of the state provider to use. For DataHub use `datahub`",
          "type": "string"
        },
        "config": {
          "title": "Config",
          "description": "The configuration required for initializing the state provider. Default: The datahub_api config if set at pipeline level. Otherwise, the default DatahubClientConfig. See the defaults (https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/graph/client.py#L19)."
        }
      },
      "required": [
        "type"
      ],
      "additionalProperties": false
    },
    "StatefulStaleMetadataRemovalConfig": {
      "title": "StatefulStaleMetadataRemovalConfig",
      "description": "Base specialized config for Stateful Ingestion with stale metadata removal capability.",
      "type": "object",
      "properties": {
        "enabled": {
          "title": "Enabled",
          "description": "The type of the ingestion state provider registered with datahub.",
          "default": false,
          "type": "boolean"
        },
        "ignore_old_state": {
          "title": "Ignore Old State",
          "description": "If set to True, ignores the previous checkpoint state.",
          "default": false,
          "type": "boolean"
        },
        "ignore_new_state": {
          "title": "Ignore New State",
          "description": "If set to True, ignores the current checkpoint state.",
          "default": false,
          "type": "boolean"
        },
        "remove_stale_metadata": {
          "title": "Remove Stale Metadata",
          "description": "Soft-deletes the entities present in the last successful run but missing in the current run with stateful_ingestion enabled.",
          "default": true,
          "type": "boolean"
        }
      },
      "additionalProperties": false
    },
    "AllowDenyPattern": {
      "title": "AllowDenyPattern",
      "description": "A class to store allow deny regexes",
      "type": "object",
      "properties": {
        "allow": {
          "title": "Allow",
          "description": "List of regex patterns to include in ingestion",
          "default": [
            ".*"
          ],
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "deny": {
          "title": "Deny",
          "description": "List of regex patterns to exclude from ingestion.",
          "default": [],
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "ignoreCase": {
          "title": "Ignorecase",
          "description": "Whether to ignore case sensitivity during pattern matching.",
          "default": true,
          "type": "boolean"
        }
      },
      "additionalProperties": false
    }
  }
}

As a prerequisite, you should create a DataHub Application within the Azure AD Portal with the permissions to read your organization's Users and Groups. The following permissions are required, with the Application permission type:

• Group.Read.All
• GroupMember.Read.All
• User.Read.All

You can add a permission by navigating to the permissions tab in your DataHub application on the Azure AD portal.

You can view the necessary endpoints to configure by clicking on the Endpoints button in the Overview tab.

Code Coordinates

• Class Name: datahub.ingestion.source.identity.azure_ad.AzureADSource
• Browse on GitHub

Questions

If you've got any questions on configuring ingestion for Azure AD, feel free to ping us on our Slack