Entity Analytics Input
editEntity Analytics Input
editThis functionality is in technical preview and may be changed or removed in a future release. Elastic will work to fix any issues, but features in technical preview are not subject to the support SLA of official GA features.
The Entity Analytics input collects identity assets, such as users, from external identity providers.
The following identity providers are supported:
Configuration options
editThe entity-analytics
input supports the following configuration options plus
the Common options described later.
provider
editThe identity provider. Must be one of: azure-ad
or okta
.
Common options
editThe following configuration options are supported by all inputs.
enabled
editUse the enabled
option to enable and disable inputs. By default, enabled is
set to true.
tags
editA list of tags that Filebeat includes in the tags
field of each published
event. Tags make it easy to select specific events in Kibana or apply
conditional filtering in Logstash. These tags will be appended to the list of
tags specified in the general configuration.
Example:
filebeat.inputs: - type: entity-analytics . . . tags: ["json"]
fields
editOptional fields that you can specify to add additional information to the
output. For example, you might add fields that you can use for filtering log
data. Fields can be scalar values, arrays, dictionaries, or any nested
combination of these. By default, the fields that you specify here will be
grouped under a fields
sub-dictionary in the output document. To store the
custom fields as top-level fields, set the fields_under_root
option to true.
If a duplicate field is declared in the general configuration, then its value
will be overwritten by the value declared here.
filebeat.inputs: - type: entity-analytics . . . fields: app_id: query_engine_12
fields_under_root
editIf this option is set to true, the custom
fields are stored as top-level fields in
the output document instead of being grouped under a fields
sub-dictionary. If
the custom field names conflict with other field names added by Filebeat,
then the custom fields overwrite the other fields.
processors
editA list of processors to apply to the input data.
See Processors for information about specifying processors in your config.
pipeline
editThe ingest pipeline ID to set for the events generated by this input.
The pipeline ID can also be configured in the Elasticsearch output, but this option usually results in simpler configuration files. If the pipeline is configured both in the input and output, the option from the input is used.
keep_null
editIf this option is set to true, fields with null
values will be published in
the output document. By default, keep_null
is set to false
.
index
editIf present, this formatted string overrides the index for events from this input
(for elasticsearch outputs), or sets the raw_index
field of the event’s
metadata (for other outputs). This string can only refer to the agent name and
version and the event timestamp; for access to dynamic fields, use
output.elasticsearch.index
or a processor.
Example value: "%{[agent.name]}-myindex-%{+yyyy.MM.dd}"
might
expand to "filebeat-myindex-2019.11.01"
.
publisher_pipeline.disable_host
editBy default, all events contain host.name
. This option can be set to true
to
disable the addition of this field to all events. The default value is false
.
Providers
editAzure Active Directory (azure-ad
)
editThe azure-ad
provider allows the input to retrieve users, with group
memberships, from Azure Active Directory (AD).
Setup
editThe necessary API permissions need to be granted in Azure in order for the provider to function properly:
Permission | Type |
---|---|
GroupMember.Read.All |
Application |
User.Read.All |
Application |
Device.Read.All |
Application |
For a full guide on how to set up the necessary App Registration, permission granting, and secret configuration, follow this guide.
How It Works
editOverview
editThe Azure AD provider periodically contacts Azure Active Directory, retrieving updates for users, devices and groups, updates its internal cache of user and device metadata and group membership information, and ships updated user metadata to Elasticsearch.
Fetching and shipping updates occurs in one of two processes: full synchronizations and incremental updates. Full synchronizations will send the entire list of users and devices in state, along with write markers to indicate the start and end of the synchronization event. Incremental updates will only send data for changed users and devices during that event. Changes on a user or device can come in many forms, whether it be a change to the user or device metadata, a user/device was added or deleted, or group membership was changed (either direct or transitive).
API Interactions
editThe provider periodically retrieves changes to user, device and group metadata from the Microsoft Graph API for Azure Active Directory. This is done through calls to three API endpoints:
The /delta
endpoint will provide changes that have occurred since the last
call, with state being tracked through a delta token. If the /delta endpoint is
called without a delta token, it will provide a full listing of users, devices
or groups, similar to the non-delta endpoint. Since many results may be returned,
there is a paging mechanism that is used. In the response body, there are two
fields that may appear, @odata.nextLink
and @odata.deltaLink
.
-
If a
@odata.nextLink
is returned, then there are more results to fetch, and the value of this field will contain the URL which should be immediately fetched. -
If a
@odata.deltaLink
is returned, then there are currently no more results, and the value of this field (a URL) should be saved for the next time updates need to be fetched (the delta token).
The group metadata will be used to enrich users and devices with group membership information. Direct memberships, along with transitive memberships, will be provided for users and devices.
Sending User and Device Metadata to Elasticsearch
editDuring a full synchronization, all users and devices stored in state will be sent to the output, while incremental updates will only send users which have been updated. Full synchronizations will be bounded on either side by write marker documents, which will look something like this:
{ "@timestamp": "2022-11-04T09:57:19.786056-05:00", "event": { "action": "started", "start": "2022-11-04T09:57:19.786056-05:00" }, "labels": { "identity_source": "azure-1" } }
User documents will show the current state of the user.
Example user document:
{ "@timestamp": "2022-11-04T09:57:19.786056-05:00", "event": { "action": "user-discovered", }, "azure_ad": { "userPrincipalName": "example.user@example.com", "mail": "example.user@example.com", "displayName": "Example User", "givenName": "Example", "surname": "User", "jobTitle": "Software Engineer", "mobilePhone": "123-555-1000", "businessPhones": ["123-555-0122"] }, "user": { "id": "5ebc6a0f-05b7-4f42-9c8a-682bbc75d0fc", "group": [ { "id": "331676df-b8fd-4492-82ed-02b927f8dd80", "name": "group1" }, { "id": "d140978f-d641-4f01-802f-4ecc1acf8935", "name": "group2" } ] }, "labels": { "identity_source": "azure-1" } }
Device documents will show the current state of the device.
Example device document:
{ "@timestamp": "2022-11-04T09:57:19.786056-05:00", "event": { "action": "device-discovered", }, "azure_ad": { "accountEnabled": true, "deviceId": "2fbbb8f9-ff67-4a21-b867-a344d18a4198", "displayName": "DESKTOP-LETW452G", "operatingSystem": "Windows", "operatingSystemVersion": "10.0.19043.1337", "physicalIds": { "extensionAttributes": { "extensionAttribute1": "BYOD-Device" } }, "alternativeSecurityIds": [ { "type": 2, "identityProvider": null, "key": "DGFSGHSGGTH345A...35DSFH0A" }, ] }, "device": { "id": "adbbe40a-0627-4328-89f1-88cac84dbc7f", "group": [ { "id": "331676df-b8fd-4492-82ed-02b927f8dd80", "name": "group1" } ] "registered_owners": [ { "id": "5ebc6a0f-05b7-4f42-9c8a-682bbc75d0fc", "userPrincipalName": "example.user@example.com", "mail": "example.user@example.com", "displayName": "Example User", "givenName": "Example", "surname": "User", "jobTitle": "Software Engineer", "mobilePhone": "123-555-1000", "businessPhones": ["123-555-0122"] }, ], "registered_users": [ { "id": "5ebc6a0f-05b7-4f42-9c8a-682bbc75d0fc", "userPrincipalName": "example.user@example.com", "mail": "example.user@example.com", "displayName": "Example User", "givenName": "Example", "surname": "User", "jobTitle": "Software Engineer", "mobilePhone": "123-555-1000", "businessPhones": ["123-555-0122"] }, ], }, "labels": { "identity_source": "azure-1" } }
Configuration
editExample configuration:
filebeat.inputs: - type: entity-analytics enabled: true id: azure-1 provider: azure-ad dataset: "all" sync_interval: "12h" update_interval: "30m" client_id: "CLIENT_ID" tenant_id: "TENANT_ID" secret: "SECRET"
The azure-ad
provider supports the following configuration:
tenant_id
editThe Tenant ID. Field is required.
client_id
editThe client/application ID. Used for authentication. Field is required.
secret
editThe secret value, used for authentication. Field is required.
dataset
editThe datasets to collect from the API. This can be one of "all", "users" or "devices",
or may be left empty for the default behavior which is to collect all entities.
When the dataset
is set to "devices", some user entity data is collected in order
to populate the registered users and registered owner fields for each device.
sync_interval
editThe interval in which full synchronizations should occur. The interval must be
longer than the update interval (update_interval
) Expressed as a duration
string (e.g., 1m, 3h, 24h). Defaults to 24h
(24 hours).
update_interval
editThe interval in which incremental updates should occur. The interval must be
shorter than the full synchronization interval (sync_interval
). Expressed as a
duration string (e.g., 1m, 3h, 24h). Defaults to 15m
(15 minutes).
login_endpoint
editOverride the default authentication login endpoint. Only change if directed to do
so. Altering this value will also require a change to login_scopes
.
login_scopes
editOverride the default authentication scopes. Only change if directed to do so.
Okta User Identities (okta
)
editThe okta
provider allows the input to retrieve users and devices from the
Okta user API.
Setup
editThe necessary API permissions need to be granted in Okta in order for the
provider to function properly. In the administration dashboard for your
Okta account, navigate to Security>API and in the Tokens tab click the
"Create token" button to create a new token. Copy the token value and retain
this to configure the provider. Note that the token will not be presented
again, so it must be copied now. This value will use given to the provider
via the okta_token
configuration field.
Devices API access needs to be activated by Okta support.
How It Works
editOverview
editThe Okta provider periodically contacts the Okta API, retrieving updates for users and devices, updates its internal cache of user metadata, and ships updated user/device metadata to Elasticsearch.
Fetching and shipping updates occurs in one of two processes: full synchronizations and incremental updates. Full synchronizations will send the entire list of users and devices in state, along with write markers to indicate the start and end of the synchronization event. Incremental updates will only send data for changed users and devices during that event. Changes on a user or device can come in many forms, whether it be a change to the user’s metadata, or a user was added or deleted.
API Interactions
editThe provider periodically retrieves changes to user/device metadata from the Okta User and Device APIs. This is done through calls to:
Updates are tracked by the provider by retaining a record of the time of the last noted update in the returned user list. During provider updates the Okta provider makes use of the Okta API’s query filtering to only request records updated at or since the provider’s recorded last update.
Sending User Metadata to Elasticsearch
editDuring a full synchronization, all users/devices stored in state will be sent to the output, while incremental updates will only send users and devices that have been updated. Full synchronizations will be bounded on either side by write marker documents, which will look something like this:
{ "@timestamp": "2022-11-04T09:57:19.786056-05:00", "event": { "action": "started", "start": "2022-11-04T09:57:19.786056-05:00" }, "labels": { "identity_source": "okta-1" } }
User documents will show the current state of the user.
Example user document:
{ "@timestamp": "2023-07-04T09:57:19.786056-05:00", "event": { "action": "user-discovered", }, "okta": { "id": "userid", "status": "RECOVERY", "created": "2023-06-02T09:33:00.189752+09:30", "activated": "0001-01-01T00:00:00Z", "statusChanged": "2023-06-02T09:33:00.189752+09:30", "lastLogin": "2023-06-02T09:33:00.189752+09:30", "lastUpdated": "2023-06-02T09:33:00.189753+09:30", "passwordChanged": "2023-06-02T09:33:00.189753+09:30", "type": { "id": "typeid" }, "profile": { "login": "name.surname@example.com", "email": "name.surname@example.com", "firstName": "name", "lastName": "surname" }, "credentials": { "password": {}, "provider": { "type": "OKTA", "name": "OKTA" } }, "_links": { "self": { "href": "https://localhost/api/v1/users/userid" } } }, "user": { "id": "userid", }, "labels": { "identity_source": "okta-1" } }
Device documents will show the current state of the device, including any associated users.
Example device document:
{ "@timestamp": "2023-07-04T09:57:19.786056-05:00", "event": { "action": "device-discovered", }, "okta": { "created": "2019-10-02T18:03:07Z", "id": "deviceid", "lastUpdated": "2019-10-02T18:03:07Z", "profile": { "diskEncryptionType": "ALL_INTERNAL_VOLUMES", "displayName": "Example Device name 1", "platform": "WINDOWS", "registered": true, "secureHardwarePresent": false, "serialNumber": "XXDDRFCFRGF3M8MD6D", "sid": "S-1-11-111" }, "resourceAlternateID": "", "resourceDisplayName": { "sensitive": false, "value": "Example Device name 1" }, "resourceID": "deviceid", "resourceType": "UDDevice", "status": "ACTIVE", "_links": { "activate": { "hints": { "allow": [ "POST" ] }, "href": "https://localhost/api/v1/devices/deviceid/lifecycle/activate" }, "self": { "hints": { "allow": [ "GET", "PATCH", "PUT" ] }, "href": "https://localhost/api/v1/devices/deviceid" }, "users": { "hints": { "allow": [ "GET" ] }, "href": "https://localhost/api/v1/devices/deviceid/users" } }, "users": [ { "id": "userid", "status": "RECOVERY", "created": "2023-05-14T13:37:20Z", "activated": "0001-01-01T00:00:00Z", "statusChanged": "2023-05-15T01:50:30Z", "lastLogin": "2023-05-15T01:59:20Z", "lastUpdated": "2023-05-15T01:50:32Z", "passwordChanged": "2023-05-15T01:50:32Z", "type": { "id": "typeid" }, "profile": { "login": "name.surname@example.com", "email": "name.surname@example.com", "firstName": "name", "lastName": "surname" }, "credentials": { "password": {}, "provider": { "type": "OKTA", "name": "OKTA" } }, "_links": { "self": { "href": "https://localhost/api/v1/users/userid" } } } ] }, "device": { "id": "deviceid", }, "labels": { "identity_source": "okta-1" } }
Configuration
editExample configuration:
filebeat.inputs: - type: entity-analytics enabled: true id: okta-1 provider: okta dataset: "all" sync_interval: "12h" update_interval: "30m" okta_domain: "OKTA_DOMAIN" okta_token: "OKTA_TOKEN"
The okta
provider supports the following configuration:
okta_domain
editThe Okta domain. Field is required.
okta_token
editThe Okta secret token, used for authentication. Field is required.
collect_device_details
editWhether the input should collect device and device-associated user details from the Okta API. Device details must be activated on the Okta account for this option.
dataset
editThe datasets to collect from the API. This can be one of "all", "users" or "devices",
or may be left empty for the default behavior which is to collect all entities.
When the dataset
is set to "devices", some user entity data is collected in order
to populate the registered users and registered owner fields for each device.
sync_interval
editThe interval in which full synchronizations should occur. The interval must be
longer than the update interval (update_interval
) Expressed as a duration
string (e.g., 1m, 3h, 24h). Defaults to 24h
(24 hours).
update_interval
editThe interval in which incremental updates should occur. The interval must be
shorter than the full synchronization interval (sync_interval
). Expressed as a
duration string (e.g., 1m, 3h, 24h). Defaults to 15m
(15 minutes).
Metrics
editThis input exposes metrics under the HTTP monitoring endpoint.
These metrics are exposed under the /inputs
path. They can be used to
observe the activity of the input.
Metric | Description |
---|---|
|
The total number of full synchronizations. |
|
The number of full synchronizations that failed due to an error. |
|
Histogram of the elapsed full synchronizations times in nanoseconds (time of API contact to items sent to output). |
|
The total number of incremental updates. |
|
The number of incremental updates that failed due to an error. |
|
Histogram of the elapsed incremental updates times in nanoseconds (time of API contact to items sent to output). |
This input is experimental and is under active developement. Configuration options and behaviors may change without warning. Use with caution and do not use in production environments.