Azure Cognitive Services - All-In-One monitoring

Dynatrace ingests metrics from Azure Metrics API for Azure Cognitive Services - All-In-One. You can view metrics for each service instance, split metrics into multiple dimensions, and create custom charts that you can pin to your dashboards.


  • Dynatrace version 1.203+
  • Environment ActiveGate version 1.195+

Enable monitoring

To enable monitoring for this service, you first need to set up integration with Azure Monitor.

Add the service to monitoring

In order to view the service metrics, you must add the service to monitoring in your Dynatrace environment.

Monitor resources based on tags

You can choose to monitor resources based on existing Azure tags, as Dynatrace automatically imports them from service instances.

To monitor resources based on tags

  1. In the Dynatrace menu, go to Settings > Cloud and virtualization > Azure and select Edit for the desired Azure instance.
  2. For Resources to be monitored, select Monitor resources selected by tags.
  3. Enter the Key and Value.
  4. Select Save to save your configuration.

Note: To import the Azure tags automatically into Dynatrace, enable Capture Azure tags automatically.

Configure service metrics

Once you add a service, Dynatrace starts automatically collecting a suite of metrics for this particular service. These are recommended metrics.

Recommended metrics:

  • Are enabled by default
  • Can't be disabled
  • Can have recommended dimensions (enabled by default, can't be disabled)
  • Can have optional dimensions (disabled by default, can be enabled).

Apart from the recommended metrics, most services have the possibility of enabling optional metrics.

Optional metrics:

  • Can be added and configured manually

View service metrics

You can view the service metrics in your Dynatrace environment either on the custom device overview page or on your Dashboards page.

View metrics on the custom device overview page

To access the custom device overview page

  1. In the Dynatrace menu, go to Technologies.
  2. Filter by service name and select the relevant custom device group.
  3. Once you select the custom device group, you're on the custom device group overview page.
  4. The custom device group overview page lists all instances (custom devices) belonging to the group. Select an instance to view the custom device overview page.

View metrics on your dashboard

Once you add a service to monitoring, a preset dashboard for the respective service containing all recommended metrics is automatically created on your Dashboards page. You can look for specific dashboards by filtering by Preset and then by Name.

Note: For existing monitored services, you might need to resave your credentials for the preset dashboard to appear on the Dashboards page. To resave your credentials, go to Settings > Cloud and virtualization > Azure, select the desired Azure instance, then select Save.

You can't make changes on a preset dashboard directly, but you can clone and edit it. To clone a dashboard, open the browse menu () and select Clone.
To remove a dashboard from the dashboards list, you can hide it. To hide a dashboard, open the browse menu () and select Hide.
Note: Hiding a dashboard doesn't affect other users.


Available metrics

Name Description Dimensions Unit Recommended
BlockedCalls Number of calls that exceeded rate or quota limit ApiName, OperationName, Region Count ✔️
CharactersTrained Total number of characters trained ApiName, OperationName, Region Count
CharactersTranslated Total number of characters in incoming text request ApiName, OperationName, Region Count
ClientErrors Number of calls with client side error (HTTP response code 4xx) ApiName, OperationName, Region Count ✔️
DataIn Size of incoming data in bytes ApiName, OperationName, Region Byte ✔️
DataOut Size of outgoing data in bytes ApiName, OperationName, Region Byte ✔️
Latency Latency in milliseconds ApiName, OperationName, Region MilliSecond ✔️
ServerErrors Number of calls with service internal error (HTTP response code 5xx) ApiName, OperationName, Region Count ✔️
SuccessfulCalls Number of successful calls ApiName, OperationName, Region Count ✔️
TotalCalls Total number of calls ApiName, OperationName, Region Count
TotalErrors Total number of calls with error response (HTTP response code 4xx or 5xx) ApiName, OperationName, Region Count ✔️
TotalTokenCalls Total number of token calls ApiName, OperationName, Region Count
TotalTransactions Total number of transactions Count