Follow these best practices to optimize performance, manage dependencies across
operations, and handle responses when mutating resources in the Google Ads API.

## Temporary resource names

Both [`GoogleAdsService.Mutate`](https://developers.google.com/google-ads/api/reference/rpc/v26/GoogleAdsService/Mutate.md.txt) and
[`BatchJobService`](https://developers.google.com/google-ads/api/reference/rpc/v26/BatchJobService.md.txt) support temporary resource names that can
be referenced in subsequent operations. This lets you create a campaign and its
associated ad groups, ads, and keywords in a single mutate request or batch job.

To reference a newly created resource within the same mutate request or batch
job, specify a negative integer ID (such as `-1` or `-2`, excluding `0`) in the
new resource's `resource_name` field. For example, when creating a campaign in a
batch request, set its resource name to `customers/CUSTOMER_ID/campaigns/-1`.
When creating an ad group in a later operation within the same request,
reference `customers/CUSTOMER_ID/campaigns/-1` as the parent campaign. The API
automatically replaces `-1` with the actual campaign ID generated upon creation.

### Usage constraints

Keep the following rules in mind when using temporary resource names:

- **Order matters:** You can only reference a temporary resource name after you define it. In a list of operations, the dependent operation (such as creating an ad group) must appear after the operation that creates its parent resource (such as creating a campaign).
- **Single-request or batch-job scope:** Temporary resource names do not persist across separate jobs or mutate requests. To reference a resource created in a previous job or mutate request, use its actual system-generated resource name.
- **Global uniqueness:** Within a single job or mutate request, each temporary resource name must use a unique negative integer across all resource types. For example, you cannot assign `-1` to both a campaign and an ad group in the same request. Reusing a temporary ID within the same request or batch job returns a `NewResourceCreationError.DUPLICATE_TEMP_IDS` error.

### Example payload

Suppose you want to add a campaign, an ad group, and an ad in a single API
request or batch job. You can structure the `mutateOperations` array in a
`GoogleAdsService.Mutate` or `BatchJobService.AddBatchJobOperations` request
payload as shown in the following REST JSON example (with other required
resource fields omitted for brevity):

```json
{
  "mutateOperations": [
    {
      "campaignOperation": {
        "create": {
          "resourceName": "customers/CUSTOMER_ID/campaigns/-1"
        }
      }
    },
    {
      "adGroupOperation": {
        "create": {
          "resourceName": "customers/CUSTOMER_ID/adGroups/-2",
          "campaign": "customers/CUSTOMER_ID/campaigns/-1"
        }
      }
    },
    {
      "adGroupAdOperation": {
        "create": {
          "adGroup": "customers/CUSTOMER_ID/adGroups/-2"
        }
      }
    }
  ]
}
```

This example demonstrates the following key details:

- The ad group uses a new temporary ID (`-2`) because `-1` is already assigned to the campaign.
- The ad group references `customers/CUSTOMER_ID/campaigns/-1` to link itself to the campaign created in the preceding operation.
- The `adGroupAdOperation` references `customers/CUSTOMER_ID/adGroups/-2` and omits `resourceName` because no subsequent operation in the request references the new ad.

## Group same-type operations

When using [`GoogleAdsService.Mutate`](https://developers.google.com/google-ads/api/reference/rpc/v26/GoogleAdsService/Mutate.md.txt), group operations together by
resource type in the repeated `mutate_operations` array while respecting parent
and child dependencies. This method sequentially reads operations until it
encounters a different resource type, and then batches all contiguous operations
of the same type into a single backend service request.

For example, if you include 5 campaign operations followed by 10 ad group
operations in the repeated `mutate_operations` field, the system performs two
backend calls: one to [`CampaignService`](https://developers.google.com/google-ads/api/reference/rpc/v26/CampaignService.md.txt) for the 5 campaign
operations, and a second to [`AdGroupService`](https://developers.google.com/google-ads/api/reference/rpc/v26/AdGroupService.md.txt) for the 10 ad
group operations.

In contrast, interleaving operations by ordering them as `[campaign, ad group,
campaign, ad group]` results in four separate backend calls. Interleaved calls
degrade API performance and can lead to request timeouts on large batches.

> [!IMPORTANT]
> **Key Point:** Group all operations on the same resource type together in your [`GoogleAdsService.Mutate`](https://developers.google.com/google-ads/api/reference/rpc/v26/GoogleAdsService/Mutate.md.txt) calls, while ensuring that parent resources (such as campaigns with temporary IDs) precede dependent child resources (such as ad groups).

## Handle partial failure and batch limits

By default, [`GoogleAdsService.Mutate`](https://developers.google.com/google-ads/api/reference/rpc/v26/GoogleAdsService/Mutate.md.txt) rolls back the entire
request if any single operation fails. To commit valid operations even when
other operations in the same request fail, set `partial_failure` to `true` on
the request and inspect `partial_failure_error` in the response. When
`partial_failure` is `true`, if a parent operation that defines a temporary ID
(such as `customers/CUSTOMER_ID/campaigns/-1`) fails validation, any dependent
child operations referencing that temporary ID in the same request also fail
with `NewResourceCreationError.TEMP_ID_RESOURCE_HAD_ERRORS`. For more details,
see the [partial failure guide](https://developers.google.com/google-ads/api/docs/best-practices/partial-failures.md.txt).

Also keep request size, sub-batching, and rate limits in mind:

- **Request and chunk size limits:** A single [`GoogleAdsService.Mutate`](https://developers.google.com/google-ads/api/reference/rpc/v26/GoogleAdsService/Mutate.md.txt) request enforces a limit of 10,000 mutate operations (or up to 20,000 when all operations in the request are `AdGroupCriterionOperation`s, returning `RequestError.TOO_MANY_MUTATE_OPERATIONS` if exceeded) and at most 100 action operations (`RequestError.TOO_MANY_ACTION_OPERATIONS`). [`BatchJobService.AddBatchJobOperations`](https://developers.google.com/google-ads/api/reference/rpc/v26/BatchJobService/AddBatchJobOperations.md.txt) enforces a maximum of 10,000 operations per call, 10,484,504 bytes per individual `MutateOperation`, and 41,937,920 bytes per `AddBatchJobOperationsRequest` (returning `BatchJobError.REQUEST_TOO_LARGE` if any limit is exceeded, with up to 1,000,000 operations total per batch job). Concurrent mutations targeting the same campaign or account can trigger `DatabaseError.CONCURRENT_MODIFICATION` errors.
- **`BatchJobService` atomic sub-batching:** Although batch jobs execute under partial-failure semantics (defaulting to 1,000 operations per internal sub-batch), `BatchJobService` automatically groups certain contiguous dependent operations for the same parent ID into atomic sub-batches:
  - An `AssetGroupOperation` (`create`) followed by contiguous `AssetGroupAssetOperation` (`create`) operations for the same `AssetGroup` ID (up to 1,000 operations total, failing atomically with `BatchJobError.ASSET_GROUP_AND_ASSET_GROUP_ASSET_TRANSACTION_FAILURE`; each `AssetGroupOperation` `update` or `remove` executes in a standalone single-operation sub-batch).
  - A Performance Max `CampaignOperation` (`create`, when Brand Guidelines are enabled---which is the default unless `brand_guidelines_enabled` is set to `false` or `hotel_property_asset_set` is set) followed by contiguous `CampaignAssetOperation` (`create`) operations for the same `Campaign` ID (up to 1,000 operations total, failing atomically with `BatchJobError.CAMPAIGN_AND_CAMPAIGN_ASSET_TRANSACTION_FAILURE`).
  - Consecutive `AssetGroupListingGroupFilterOperation` (`max 10,000`, failing atomically with `BatchJobError.ASSET_GROUP_LISTING_GROUP_FILTER_TRANSACTION_FAILURE`) or `AdGroupCriterionOperation` (`listing_group`, `max 20,000`, failing atomically with `CriterionError.LISTING_GROUP_ERROR_IN_ANOTHER_OPERATION`) operations for the same parent (`AssetGroup` or `AdGroup`).

## Retrieve mutable attributes from the response

If you set the `response_content_type` of your mutate request to
[`MUTABLE_RESOURCE`](https://developers.google.com/google-ads/api/reference/rpc/v26/ResponseContentTypeEnum.ResponseContentType.md.txt), the response contains the
`resource_name` and the resource object populated with its *mutable* fields (as
well as key system-populated fields on the returned resource, such as
`ExperimentArm.in_design_campaigns`) for every supported object created or
updated (not removed) by the request. For `remove` operations---or for resource
types that don't support returning `MUTABLE_RESOURCE`---the response always
returns only the `resource_name`. Use this feature to avoid sending an
additional `Search` or `SearchStream` request after each mutate call.

> [!NOTE]
> **Note:** Requesting `MUTABLE_RESOURCE` increases the size of the response payload. Only use this option when your application requires the returned field values, and avoid enabling it on very large batches unless needed.

If you don't set `response_content_type`, the Google Ads API defaults to
`RESOURCE_NAME_ONLY` and returns only the `resource_name` of each mutated
resource.

The following example demonstrates how to retrieve a mutable resource from a
mutate call:


### Java

```java
private String createExperimentArms(
    GoogleAdsClient googleAdsClient, long customerId, long campaignId, String experiment) {
  List<ExperimentArmOperation> operations = new ArrayList<>();
  operations.add(
      ExperimentArmOperation.newBuilder()
          .setCreate(
              // The "control" arm references an already-existing campaign.
              ExperimentArm.newBuilder()
                  .setControl(true)
                  .addCampaigns(ResourceNames.campaign(customerId, campaignId))
                  .setExperiment(experiment)
                  .setName("control arm")
                  .setTrafficSplit(40)
                  .build())
          .build());
  operations.add(
      ExperimentArmOperation.newBuilder()
          .setCreate(
              // In standard campaign experiments, creating the treatment arm automatically
              // generates a draft campaign that you can modify before starting the experiment.
              ExperimentArm.newBuilder()
                  .setControl(false)
                  .setExperiment(experiment)
                  .setName("experiment arm")
                  .setTrafficSplit(60)
                  .build())
          .build());

  try (ExperimentArmServiceClient experimentArmServiceClient =
      googleAdsClient.getLatestVersion().createExperimentArmServiceClient()) {
    // Constructs the mutate request.
    MutateExperimentArmsRequest mutateRequest =
        MutateExperimentArmsRequest.newBuilder()
            .setCustomerId(Long.toString(customerId))
            .addAllOperations(operations)
            // We want to fetch the draft campaign IDs from the treatment arm, so the easiest way
            // to do that is to have the response return the newly created entities.
            .setResponseContentType(ResponseContentType.MUTABLE_RESOURCE)
            .build();

    // Sends the mutate request.
    MutateExperimentArmsResponse response =
        experimentArmServiceClient.mutateExperimentArms(mutateRequest);

    // Results always return in the order that you specify them in the request. Since we created
    // the treatment arm last, it will be the last result.  If you don't remember which arm is the
    // treatment arm, you can always filter the query in the next section with
    // `experiment_arm.control = false`.
    MutateExperimentArmResult controlArmResult = response.getResults(0);
    MutateExperimentArmResult treatmentArmResult =
        response.getResults(response.getResultsCount() - 1);

    System.out.printf(
        "Created control arm with resource name '%s'%n", controlArmResult.getResourceName());
    System.out.printf(
        "Created treatment arm with resource name '%s'%n", treatmentArmResult.getResourceName());

    return treatmentArmResult.getExperimentArm().getInDesignCampaigns(0);
  }
}

      
```

### C#

```c#
private static (MutateExperimentArmResult, MutateExperimentArmResult)
    CreateExperimentArms(GoogleAdsClient client, long customerId, long baseCampaignId,
        string experimentResourceName)
{
    // Get the ExperimentArmService.
    ExperimentArmServiceClient experimentService = client.GetService(
        Services.V26.ExperimentArmService);

    // Create the control arm. The control arm references an already-existing campaign.
    ExperimentArmOperation controlArmOperation = new ExperimentArmOperation()
    {
        Create = new ExperimentArm()
        {
            Control = true,
            Campaigns = {
                ResourceNames.Campaign(customerId, baseCampaignId)
            },
            Experiment = experimentResourceName,
            Name = "Control Arm",
            TrafficSplit = 40
        }
    };

    // Create the non-control arm.
    // In standard campaign experiments, creating the treatment arm automatically
    // generates a draft campaign that you can modify before starting the experiment.
    ExperimentArmOperation treatmentArmOperation = new ExperimentArmOperation()
    {
        Create = new ExperimentArm()
        {
            Control = false,
            Experiment = experimentResourceName,
            Name = "Experiment Arm",
            TrafficSplit = 60
        }
    };

    // We want to fetch the draft campaign IDs from the treatment arm, so the
    // easiest way to do that is to have the response return the newly created
    // entities.
    MutateExperimentArmsRequest request = new MutateExperimentArmsRequest
    {
        CustomerId = customerId.ToString(),
        Operations = { controlArmOperation, treatmentArmOperation },
        ResponseContentType = ResponseContentType.MutableResource
    };

    MutateExperimentArmsResponse response = experimentService.MutateExperimentArms(
        request
    );

    // Results always return in the order that you specify them in the request.
    // Since we created the treatment arm last, it will be the last result.
    MutateExperimentArmResult controlArm = response.Results.First();
    MutateExperimentArmResult treatmentArm = response.Results.Last();

    Console.WriteLine($"Created control arm with resource name " +
        $"'{controlArm.ResourceName}'.");
    Console.WriteLine($"Created treatment arm with resource name" +
      $" '{treatmentArm.ResourceName}'.");
    return (controlArm, treatmentArm);
}
      
```

### PHP

```php
private static function createExperimentArms(
    GoogleAdsClient $googleAdsClient,
    int $customerId,
    int $campaignId,
    string $experimentResourceName
): string {
    $operations = [];
    $experimentArm1 = new ExperimentArm(
        [
        // The "control" arm references an already-existing campaign.
        'control' => true,
        'campaigns' => [ResourceNames::forCampaign($customerId, $campaignId)],
        'experiment' => $experimentResourceName,
        'name' => 'control arm',
        'traffic_split' => 40
        ]
    );
    $operations[] = new ExperimentArmOperation(['create' => $experimentArm1]);
    $experimentArm2 = new ExperimentArm(
        [
        // The non-"control" arm, also called a "treatment" arm, will automatically
        // generate draft campaigns that you can modify before starting the
        // experiment.
        'control' => false,
        'experiment' => $experimentResourceName,
        'name' => 'experiment arm',
        'traffic_split' => 60
        ]
    );
    $operations[] = new ExperimentArmOperation(['create' => $experimentArm2]);

    // Issues a request to create the experiment arms.
    $experimentArmServiceClient = $googleAdsClient->getExperimentArmServiceClient();
    $response = $experimentArmServiceClient->mutateExperimentArms(
        MutateExperimentArmsRequest::build($customerId, $operations)
            // We want to fetch the draft campaign IDs from the treatment arm, so the easiest
            // way to do that is to have the response return the newly created entities.
            ->setResponseContentType(ResponseContentType::MUTABLE_RESOURCE)
    );
    // Results always return in the order that you specify them in the request.
    // Since we created the treatment arm last, it will be the last result.
    $controlArmResourceName = $response->getResults()[0]->getResourceName();
    $treatmentArm = $response->getResults()[count($operations) - 1];
    print "Created control arm with resource name '$controlArmResourceName'" . PHP_EOL;
    print "Created treatment arm with resource name '{$treatmentArm->getResourceName()}'"
        . PHP_EOL;

    return $treatmentArm->getExperimentArm()->getInDesignCampaigns()[0];
}
      
```

### Python

```python
def create_experiment_arms(
    client: GoogleAdsClient,
    customer_id: str,
    base_campaign_id: str,
    experiment: str,
) -> str:
    """Creates a control and treatment experiment arms.

    Args:
        client: an initialized GoogleAdsClient instance.
        customer_id: a client customer ID.
        base_campaign_id: the campaign ID to associate with the control arm of
          the experiment.
        experiment: the resource name for an experiment.

    Returns:
        the resource name for the new treatment experiment arm.
    """
    operations: List[ExperimentArmOperation] = []

    campaign_service: CampaignServiceClient = client.get_service(
        "CampaignService"
    )

    # The "control" arm references an already-existing campaign.
    operation_1: ExperimentArmOperation = client.get_type(
        "ExperimentArmOperation"
    )
    exa_1: ExperimentArm = operation_1.create
    exa_1.control = True
    exa_1.campaigns.append(
        campaign_service.campaign_path(customer_id, base_campaign_id)
    )
    exa_1.experiment = experiment
    exa_1.name = "control arm"
    exa_1.traffic_split = 40
    operations.append(operation_1)

    # In standard campaign experiments, creating the treatment arm automatically
    # generates a draft campaign that you can modify before starting the experiment.
    operation_2: ExperimentArmOperation = client.get_type(
        "ExperimentArmOperation"
    )
    exa_2: ExperimentArm = operation_2.create
    exa_2.control = False
    exa_2.experiment = experiment
    exa_2.name = "experiment arm"
    exa_2.traffic_split = 60
    operations.append(operation_2)

    experiment_arm_service: ExperimentArmServiceClient = client.get_service(
        "ExperimentArmService"
    )
    request: MutateExperimentArmsRequest = client.get_type(
        "MutateExperimentArmsRequest"
    )
    request.customer_id = customer_id
    request.operations = operations
    # We want to fetch the draft campaign IDs from the treatment arm, so the
    # easiest way to do that is to have the response return the newly created
    # entities.
    request.response_content_type = (
        client.enums.ResponseContentTypeEnum.MUTABLE_RESOURCE
    )
    response: MutateExperimentArmsResponse = (
        experiment_arm_service.mutate_experiment_arms(request=request)
    )

    # Results always return in the order that you specify them in the request.
    # Since we created the treatment arm second, it will be the second result.
    control_arm_result: Any = response.results[0]
    treatment_arm_result: Any = response.results[1]

    print(
        f"Created control arm with resource name {control_arm_result.resource_name}"
    )
    print(
        f"Created treatment arm with resource name {treatment_arm_result.resource_name}"
    )

    return treatment_arm_result.experiment_arm.in_design_campaigns[0]
      
```

### Ruby

```ruby
def create_experiment_arms(client, customer_id, base_campaign_id, experiment)
  operations = []
  operations << client.operation.create_resource.experiment_arm do |ea|
    # The "control" arm references an already-existing campaign.
    ea.control = true
    ea.campaigns << client.path.campaign(customer_id, base_campaign_id)
    ea.experiment = experiment
    ea.name = 'control arm'
    ea.traffic_split = 40
  end
  operations << client.operation.create_resource.experiment_arm do |ea|
    # In standard campaign experiments, creating the treatment arm automatically
    # generates a draft campaign that you can modify before starting the
    # experiment.
    ea.control = false
    ea.experiment = experiment
    ea.name = 'experiment arm'
    ea.traffic_split = 60
  end

  response = client.service.experiment_arm.mutate_experiment_arms(
    customer_id: customer_id,
    operations: operations,
    # We want to fetch the draft campaign IDs from the treatment arm, so the
    # easiest way to do that is to have the response return the newly created
    # entities.
    response_content_type: :MUTABLE_RESOURCE,
  )

  # Results always return in the order that you specify them in the request.
  # Since we created the treatment arm second, it will be the second result.
  control_arm_result = response.results.first
  treatment_arm_result = response.results.last

  puts "Created control arm with resource name #{control_arm_result.resource_name}."
  puts "Created treatment arm with resource name #{treatment_arm_result.resource_name}."

  treatment_arm_result.experiment_arm.in_design_campaigns.first
end
      
```

### Perl

```perl
sub create_experiment_arms {
  my ($api_client, $customer_id, $base_campaign_id, $experiment) = @_;

  my $operations = [];
  push @$operations,
    Google::Ads::GoogleAds::V26::Services::ExperimentArmService::ExperimentArmOperation
    ->new({
      create => Google::Ads::GoogleAds::V26::Resources::ExperimentArm->new({
          # The "control" arm references an already-existing campaign.
          control   => "true",
          campaigns => [
            Google::Ads::GoogleAds::V26::Utils::ResourceNames::campaign(
              $customer_id, $base_campaign_id
            )
          ],
          experiment   => $experiment,
          name         => "control arm",
          trafficSplit => 40
        })});

  push @$operations,
    Google::Ads::GoogleAds::V26::Services::ExperimentArmService::ExperimentArmOperation
    ->new({
      create => Google::Ads::GoogleAds::V26::Resources::ExperimentArm->new({
          # The non-"control" arm, also called a "treatment" arm, will automatically
          # generate draft campaigns that you can modify before starting the
          # experiment.
          control      => "false",
          experiment   => $experiment,
          name         => "experiment arm",
          trafficSplit => 60
        })});

  my $response = $api_client->ExperimentArmService()->mutate({
    customerId => $customer_id,
    operations => $operations,
    # We want to fetch the draft campaign IDs from the treatment arm, so the
    # easiest way to do that is to have the response return the newly created
    # entities.
    responseContentType => MUTABLE_RESOURCE
  });

  # Results always return in the order that you specify them in the request.
  # Since we created the treatment arm last, it will be the last result.
  my $control_arm_result   = $response->{results}[0];
  my $treatment_arm_result = $response->{results}[1];

  printf "Created control arm with resource name '%s'.\n",
    $control_arm_result->{resourceName};
  printf "Created treatment arm with resource name '%s'.\n",
    $treatment_arm_result->{resourceName};
  return $treatment_arm_result->{experimentArm}{inDesignCampaigns}[0];
}
      
```

### curl

> [!NOTE]
> **Note:** While a direct REST code sample for this step isn't provided here, you can achieve this using a manual REST request.   
>
> Refer to the Google Ads API REST interface documentation and the method-specific reference pages. You will need to construct the JSON payload based on the proto definitions.   
>
> Key Resources:
>
> - [Using REST](https://developers.google.com/google-ads/api/rest/overview.md.txt)
> - [REST Interface Structure](https://developers.google.com/google-ads/api/rest/design/overview.md.txt)
> - [JSON Field Mappings](https://developers.google.com/google-ads/api/rest/design/json-mappings.md.txt)
> - Consult the [REST API Reference](https://developers.google.com/google-ads/api/reference/rpc/latest/overview) for the specific service and method.

<br />