Unless otherwise configured, the client libraries useApplication Default Credentialsto authenticate with Google Cloud Services. While this works for most applications, in some cases you may need to override this default. You can do so by providing theUnifiedCredentialsOptionThe following example shows how to explicitly load a service account key file:
[](std::string const& keyfile) {
auto is = std::ifstream(keyfile);
is.exceptions(std::ios::badbit); // Minimal error handling in examples
auto contents = std::string(std::istreambuf_iterator<char>(is.rdbuf()), {});
auto options =
google::cloud::Options{}.set<google::cloud::UnifiedCredentialsOption>(
google::cloud::MakeServiceAccountCredentials(contents));
return google::cloud::automl_v1::AutoMlClient(
google::cloud::automl_v1::MakeAutoMlConnection(options));
}
Follow these links to find examples for other*Clientclasses:
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-09-04 UTC."],[[["\u003cp\u003eThe latest release candidate version is 2.37.0-rc, and it is located at /cpp/docs/reference/automl/latest/automl-override-authentication.\u003c/p\u003e\n"],["\u003cp\u003eThe document lists multiple versions of the AutoML client library, ranging from version 2.11.0 to 2.36.0, along with the current release candidate, all with information regarding overriding authentication.\u003c/p\u003e\n"],["\u003cp\u003eAuthentication with Google Cloud Services is done using Application Default Credentials, but this can be overridden using the UnifiedCredentialsOption, allowing you to load a service account key file.\u003c/p\u003e\n"],["\u003cp\u003eExamples for other client classes, such as \u003ccode\u003eautoml_v1::AutoMlClient\u003c/code\u003e and \u003ccode\u003eautoml_v1::PredictionServiceClient\u003c/code\u003e, are available via provided links for version 2.20.0.\u003c/p\u003e\n"],["\u003cp\u003eThe document recommends the guide "Best practices for managing service account keys" and provides a link to "Authentication Components" for further information.\u003c/p\u003e\n"]]],[],null,["Version 2.20.0keyboard_arrow_down\n\n- [2.42.0-rc (latest)](/cpp/docs/reference/automl/latest/automl-override-authentication)\n- [2.41.0](/cpp/docs/reference/automl/2.41.0/automl-override-authentication)\n- [2.40.0](/cpp/docs/reference/automl/2.40.0/automl-override-authentication)\n- [2.39.0](/cpp/docs/reference/automl/2.39.0/automl-override-authentication)\n- [2.38.0](/cpp/docs/reference/automl/2.38.0/automl-override-authentication)\n- [2.37.0](/cpp/docs/reference/automl/2.37.0/automl-override-authentication)\n- [2.36.0](/cpp/docs/reference/automl/2.36.0/automl-override-authentication)\n- [2.35.0](/cpp/docs/reference/automl/2.35.0/automl-override-authentication)\n- [2.34.0](/cpp/docs/reference/automl/2.34.0/automl-override-authentication)\n- [2.33.0](/cpp/docs/reference/automl/2.33.0/automl-override-authentication)\n- [2.32.0](/cpp/docs/reference/automl/2.32.0/automl-override-authentication)\n- [2.31.0](/cpp/docs/reference/automl/2.31.0/automl-override-authentication)\n- [2.30.0](/cpp/docs/reference/automl/2.30.0/automl-override-authentication)\n- [2.29.0](/cpp/docs/reference/automl/2.29.0/automl-override-authentication)\n- [2.28.0](/cpp/docs/reference/automl/2.28.0/automl-override-authentication)\n- [2.27.0](/cpp/docs/reference/automl/2.27.0/automl-override-authentication)\n- [2.26.0](/cpp/docs/reference/automl/2.26.0/automl-override-authentication)\n- [2.25.1](/cpp/docs/reference/automl/2.25.1/automl-override-authentication)\n- [2.24.0](/cpp/docs/reference/automl/2.24.0/automl-override-authentication)\n- [2.23.0](/cpp/docs/reference/automl/2.23.0/automl-override-authentication)\n- [2.22.1](/cpp/docs/reference/automl/2.22.1/automl-override-authentication)\n- [2.21.0](/cpp/docs/reference/automl/2.21.0/automl-override-authentication)\n- [2.20.0](/cpp/docs/reference/automl/2.20.0/automl-override-authentication)\n- [2.19.0](/cpp/docs/reference/automl/2.19.0/automl-override-authentication)\n- [2.18.0](/cpp/docs/reference/automl/2.18.0/automl-override-authentication)\n- [2.17.0](/cpp/docs/reference/automl/2.17.0/automl-override-authentication)\n- [2.16.0](/cpp/docs/reference/automl/2.16.0/automl-override-authentication)\n- [2.15.1](/cpp/docs/reference/automl/2.15.1/automl-override-authentication)\n- [2.14.0](/cpp/docs/reference/automl/2.14.0/automl-override-authentication)\n- [2.13.0](/cpp/docs/reference/automl/2.13.0/automl-override-authentication)\n- [2.12.0](/cpp/docs/reference/automl/2.12.0/automl-override-authentication)\n- [2.11.0](/cpp/docs/reference/automl/2.11.0/automl-override-authentication) \n\nHow to Override the Authentication Credentials\n==============================================\n\nUnless otherwise configured, the client libraries use [Application Default Credentials](https://cloud.google.com/docs/authentication#adc) to authenticate with Google Cloud Services. While this works for most applications, in some cases you may need to override this default. You can do so by providing the [UnifiedCredentialsOption](https://cloud.google.com/cpp/docs/reference/common/latest/structgoogle_1_1cloud_1_1UnifiedCredentialsOption.html) The following example shows how to explicitly load a service account key file: \n\n [](std::string const& keyfile) {\n auto is = std::ifstream(keyfile);\n is.exceptions(std::ios::badbit); // Minimal error handling in examples\n auto contents = std::string(std::istreambuf_iterator\u003cchar\u003e(is.rdbuf()), {});\n auto options =\n google::cloud::Options{}.set\u003cgoogle::cloud::UnifiedCredentialsOption\u003e(\n google::cloud::MakeServiceAccountCredentials(contents));\n return google::cloud::automl_v1::AutoMlClient(\n google::cloud::automl_v1::MakeAutoMlConnection(options));\n }\n\nFollow these links to find examples for other `*Client` classes:\n\n- [`automl_v1::AutoMlClient`](/cpp/docs/reference/automl/2.20.0/automl_v1_1_1AutoMlClient-service-account-snippet)\n- [`automl_v1::PredictionServiceClient`](/cpp/docs/reference/automl/2.20.0/automl_v1_1_1PredictionServiceClient-service-account-snippet)\n\nKeep in mind that we chose this as an example because it is relatively easy to understand. Consult the [Best practices for managing service account keys](https://cloud.google.com/iam/docs/best-practices-for-managing-service-account-keys) guide for more details.\n\n###### See Also\n\n[Authentication Components](https://cloud.google.com/cpp/docs/reference/common/latest/group__guac.html) - for more information on the factory functions to create [`google::cloud::Credentials`](https://cloud.google.com/cpp/docs/reference/common/latest/classgoogle_1_1cloud_1_1Credentials.html) objects."]]