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"""This module contains Google Ad hook."""
from __future__ import annotations
from functools import cached_property
from tempfile import NamedTemporaryFile
from typing import IO, TYPE_CHECKING, Any, Literal
from google.ads.googleads.client import GoogleAdsClient
from google.ads.googleads.errors import GoogleAdsException
from google.auth.exceptions import GoogleAuthError
from airflow.exceptions import AirflowException
from airflow.hooks.base import BaseHook
from airflow.providers.google.common.hooks.base_google import get_field
if TYPE_CHECKING:
from google.ads.googleads.v18.services.services.customer_service import CustomerServiceClient
from google.ads.googleads.v18.services.services.google_ads_service import GoogleAdsServiceClient
from google.ads.googleads.v18.services.types.google_ads_service import GoogleAdsRow
from google.api_core.page_iterator import GRPCIterator
[docs]class GoogleAdsHook(BaseHook):
"""
Interact with Google Ads API.
This hook offers two flows of authentication.
1. OAuth Service Account Flow (requires two connections)
- gcp_conn_id - provides service account details (like any other GCP connection)
- google_ads_conn_id - which contains information from Google Ads config.yaml file
in the ``extras``. Example of the ``extras``:
.. code-block:: json
{
"google_ads_client": {
"developer_token": "{{ INSERT_TOKEN }}",
"json_key_file_path": null,
"impersonated_email": "{{ INSERT_IMPERSONATED_EMAIL }}"
}
}
The ``json_key_file_path`` is resolved by the hook using credentials from gcp_conn_id.
https://developers.google.com/google-ads/api/docs/client-libs/python/oauth-service
.. seealso::
For more information on how Google Ads authentication flow works take a look at:
https://developers.google.com/google-ads/api/docs/client-libs/python/oauth-service
.. seealso::
For more information on the Google Ads API, take a look at the API docs:
https://developers.google.com/google-ads/api/docs/start
2. Developer token from API center flow (only requires google_ads_conn_id)
- google_ads_conn_id - which contains developer token, refresh token, client_id and client_secret
in the ``extras``. Example of the ``extras``:
.. code-block:: json
{
"google_ads_client": {
"developer_token": "{{ INSERT_DEVELOPER_TOKEN }}",
"refresh_token": "{{ INSERT_REFRESH_TOKEN }}",
"client_id": "{{ INSERT_CLIENT_ID }}",
"client_secret": "{{ INSERT_CLIENT_SECRET }}",
"use_proto_plus": "{{ True or False }}",
}
}
.. seealso::
For more information on how to obtain a developer token look at:
https://developers.google.com/google-ads/api/docs/get-started/dev-token
.. seealso::
For more information about use_proto_plus option see the Protobuf Messages guide:
https://developers.google.com/google-ads/api/docs/client-libs/python/protobuf-messages
:param gcp_conn_id: The connection ID with the service account details.
:param google_ads_conn_id: The connection ID with the details of Google Ads config.yaml file.
:param api_version: The Google Ads API version to use.
"""
def __init__(
self,
api_version: str | None = None,
gcp_conn_id: str = "google_cloud_default",
google_ads_conn_id: str = "google_ads_default",
) -> None:
super().__init__()
self.api_version = api_version
self.gcp_conn_id = gcp_conn_id
self.google_ads_conn_id = google_ads_conn_id
self.google_ads_config: dict[str, Any] = {}
self.authentication_method: Literal["service_account", "developer_token"] = "service_account"
[docs] def search(
self, client_ids: list[str], query: str, page_size: int = 10000, **kwargs
) -> list[GoogleAdsRow]:
"""
Pull data from the Google Ads API.
Native protobuf message instances are returned (those seen in versions
prior to 10.0.0 of the google-ads library).
This method is for backwards compatibility with older versions of the
google_ads_hook.
Check out the search_proto_plus method to get API results in the new
default format of the google-ads library since v10.0.0 that behave
more like conventional python object (using proto-plus-python).
:param client_ids: Google Ads client ID(s) to query the API for.
:param query: Google Ads Query Language query.
:param page_size: Number of results to return per page. Max 10000.
:return: Google Ads API response, converted to Google Ads Row objects.
"""
data_proto_plus = self._search(client_ids, query, page_size, **kwargs)
data_native_pb = [row._pb for row in data_proto_plus]
return data_native_pb
[docs] def search_proto_plus(
self, client_ids: list[str], query: str, page_size: int = 10000, **kwargs
) -> list[GoogleAdsRow]:
"""
Pull data from the Google Ads API.
Instances of proto-plus-python message are returned, which behave more
like conventional Python objects.
:param client_ids: Google Ads client ID(s) to query the API for.
:param query: Google Ads Query Language query.
:param page_size: Number of results to return per page. Max 10000.
:return: Google Ads API response, converted to Google Ads Row objects
"""
return self._search(client_ids, query, page_size, **kwargs)
[docs] def list_accessible_customers(self) -> list[str]:
"""
List resource names of customers.
The resulting list of customers is based on your OAuth credentials. The
request returns a list of all accounts that you are able to act upon
directly given your current credentials. This will not necessarily
include all accounts within the account hierarchy; rather, it will only
include accounts where your authenticated user has been added with admin
or other rights in the account.
..seealso::
https://developers.google.com/google-ads/api/reference/rpc
:return: List of names of customers
"""
try:
accessible_customers = self._get_customer_service.list_accessible_customers()
return accessible_customers.resource_names
except GoogleAdsException as ex:
for error in ex.failure.errors:
self.log.error('\tError with message "%s".', error.message)
if error.location:
for field_path_element in error.location.field_path_elements:
self.log.error("\t\tOn field: %s", field_path_element.field_name)
raise
@cached_property
def _get_service(self) -> GoogleAdsServiceClient:
"""Connect and authenticate with the Google Ads API using a service account."""
client = self._get_client
return client.get_service("GoogleAdsService", version=self.api_version)
@cached_property
def _get_client(self) -> GoogleAdsClient:
with NamedTemporaryFile("w", suffix=".json") as secrets_temp:
self._get_config()
self._determine_authentication_method()
self._update_config_with_secret(
secrets_temp
) if self.authentication_method == "service_account" else None
try:
client = GoogleAdsClient.load_from_dict(self.google_ads_config)
return client
except GoogleAuthError as e:
self.log.error("Google Auth Error: %s", e)
raise
@cached_property
def _get_customer_service(self) -> CustomerServiceClient:
"""Connect and authenticate with the Google Ads API using a service account."""
with NamedTemporaryFile("w", suffix=".json") as secrets_temp:
self._get_config()
self._determine_authentication_method()
if self.authentication_method == "service_account":
self._update_config_with_secret(secrets_temp)
try:
client = GoogleAdsClient.load_from_dict(self.google_ads_config)
return client.get_service("CustomerService", version=self.api_version)
except GoogleAuthError as e:
self.log.error("Google Auth Error: %s", e)
raise
def _get_config(self) -> None:
"""
Set up Google Ads config from Connection.
This pulls the connections from db, and uses it to set up
``google_ads_config``.
"""
conn = self.get_connection(self.google_ads_conn_id)
if "google_ads_client" not in conn.extra_dejson:
raise AirflowException("google_ads_client not found in extra field")
self.google_ads_config = conn.extra_dejson["google_ads_client"]
def _determine_authentication_method(self) -> None:
"""Determine authentication method based on google_ads_config."""
if self.google_ads_config.get("json_key_file_path") and self.google_ads_config.get(
"impersonated_email"
):
self.authentication_method = "service_account"
elif (
self.google_ads_config.get("refresh_token")
and self.google_ads_config.get("client_id")
and self.google_ads_config.get("client_secret")
and self.google_ads_config.get("use_proto_plus")
):
self.authentication_method = "developer_token"
else:
raise AirflowException("Authentication method could not be determined")
def _update_config_with_secret(self, secrets_temp: IO[str]) -> None:
"""
Set up Google Cloud config secret from Connection.
This pulls the connection, saves the contents to a temp file, and point
the config to the path containing the secret. Note that the secret must
be passed as a file path for Google Ads API.
"""
extras = self.get_connection(self.gcp_conn_id).extra_dejson
secret = get_field(extras, "keyfile_dict")
if not secret:
raise KeyError("secret_conn.extra_dejson does not contain keyfile_dict")
secrets_temp.write(secret)
secrets_temp.flush()
self.google_ads_config["json_key_file_path"] = secrets_temp.name
def _search(
self, client_ids: list[str], query: str, page_size: int = 10000, **kwargs
) -> list[GoogleAdsRow]:
"""
Pull data from the Google Ads API.
:param client_ids: Google Ads client ID(s) to query the API for.
:param query: Google Ads Query Language query.
:param page_size: Number of results to return per page. Max 10000.
:return: Google Ads API response, converted to Google Ads Row objects
"""
service = self._get_service
iterators = []
for client_id in client_ids:
iterator = service.search(
request={"customer_id": client_id, "query": query, "page_size": page_size}
)
iterators.append(iterator)
self.log.info("Fetched Google Ads Iterators")
return self._extract_rows(iterators)
def _extract_rows(self, iterators: list[GRPCIterator]) -> list[GoogleAdsRow]:
"""
Convert Google Page Iterator (GRPCIterator) objects to Google Ads Rows.
:param iterators: List of Google Page Iterator (GRPCIterator) objects
:return: API response for all clients in the form of Google Ads Row object(s)
"""
try:
self.log.info("Extracting data from returned Google Ads Iterators")
return [row for iterator in iterators for row in iterator]
except GoogleAdsException as e:
self.log.error(
"Request ID %s failed with status %s and includes the following errors:",
e.request_id,
e.error.code().name,
)
for error in e.failure.errors:
self.log.error("\tError with message: %s.", error.message)
if error.location:
for field_path_element in error.location.field_path_elements:
self.log.error("\t\tOn field: %s", field_path_element.field_name)
raise