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// Copyright 2023 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package com.google.ads.googleads.examples.planning ;
import com.beust.jcommander.Parameter ;
import com.google.ads.googleads.examples.utils.ArgumentNames ;
import com.google.ads.googleads.examples.utils.CodeSampleParams ;
import com.google.ads.googleads.lib.GoogleAdsClient ;
import com.google.ads.googleads.v23.common.KeywordPlanHistoricalMetrics ;
import com.google.ads.googleads.v23.enums.KeywordPlanNetworkEnum.KeywordPlanNetwork ;
import com.google.ads.googleads.v23.errors.GoogleAdsError ;
import com.google.ads.googleads.v23.errors.GoogleAdsException ;
import com.google.ads.googleads.v23.services.GenerateKeywordHistoricalMetricsRequest ;
import com.google.ads.googleads.v23.services.GenerateKeywordHistoricalMetricsResponse ;
import com.google.ads.googleads.v23.services.GenerateKeywordHistoricalMetricsResult ;
import com.google.ads.googleads.v23.services.KeywordPlanIdeaServiceClient ;
import com.google.ads.googleads.v23.utils.ResourceNames ;
import com.google.common.base.Joiner ;
import com.google.common.collect.ComparisonChain ;
import java.io.FileNotFoundException ;
import java.io.IOException ;
import java.util.Arrays ;
/**
* Generates historical metrics for keyword planning.
*
* <p>Guide:
* https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
*/
public class GenerateHistoricalMetrics {
private static class GenerateForecastMetricsParams extends CodeSampleParams {
@Parameter ( names = ArgumentNames . CUSTOMER_ID )
public Long customerId ;
}
public static void main ( String [] args ) {
GenerateForecastMetricsParams params = new GenerateForecastMetricsParams ();
if ( ! params . parseArguments ( args )) {
// Optional, specify the customer ID under which to create a new keyword plan.
params . customerId = Long . valueOf ( "INSERT_CUSTOMER_ID" );
}
GoogleAdsClient googleAdsClient = null ;
try {
googleAdsClient = GoogleAdsClient . newBuilder (). fromPropertiesFile (). build ();
} catch ( FileNotFoundException fnfe ) {
System . err . printf (
"Failed to load GoogleAdsClient configuration from file. Exception: %s%n" , fnfe );
System . exit ( 1 );
} catch ( IOException ioe ) {
System . err . printf ( "Failed to create GoogleAdsClient. Exception: %s%n" , ioe );
System . exit ( 1 );
}
try {
new GenerateHistoricalMetrics (). runExample ( googleAdsClient , params . customerId );
} catch ( GoogleAdsException gae ) {
// GoogleAdsException is the base class for most exceptions thrown by an API request.
// Instances of this exception have a message and a GoogleAdsFailure that contains a
// collection of GoogleAdsErrors that indicate the underlying causes of the
// GoogleAdsException.
System . err . printf (
"Request ID %s failed due to GoogleAdsException. Underlying errors:%n" ,
gae . getRequestId ());
int i = 0 ;
for ( GoogleAdsError googleAdsError : gae . getGoogleAdsFailure (). getErrorsList ()) {
System . err . printf ( " Error %d: %s%n" , i ++ , googleAdsError );
}
System . exit ( 1 );
}
}
/**
* Runs the code example.
*
* @param googleAdsClient the Google Ads API client.
* @param customerId the client customer ID.
*/
private void runExample ( GoogleAdsClient googleAdsClient , Long customerId ) {
GenerateKeywordHistoricalMetricsRequest request =
GenerateKeywordHistoricalMetricsRequest . newBuilder ()
. setCustomerId ( String . valueOf ( customerId ))
. addAllKeywords ( Arrays . asList ( "mars cruise" , "cheap cruise" , "jupiter cruise" ))
// See https://developers.google.com/google-ads/api/reference/data/geotargets for the
// list of geo target IDs.
// Geo target constant 2840 is for USA.
. addGeoTargetConstants ( ResourceNames . geoTargetConstant ( 2840 ))
. setKeywordPlanNetwork ( KeywordPlanNetwork . GOOGLE_SEARCH )
// See
// https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
// for the list of language constant IDs.
// Language constant 1000 is for English.
. setLanguage ( ResourceNames . languageConstant ( 1000 ))
. build ();
try ( KeywordPlanIdeaServiceClient keywordPlanIdeaServiceClient =
googleAdsClient . getLatestVersion (). createKeywordPlanIdeaServiceClient ()) {
GenerateKeywordHistoricalMetricsResponse response =
keywordPlanIdeaServiceClient . generateKeywordHistoricalMetrics ( request );
for ( GenerateKeywordHistoricalMetricsResult result : response . getResultsList ()) {
KeywordPlanHistoricalMetrics metrics = result . getKeywordMetrics ();
System . out . printf ( "The search query: %s%n" , result . getText ());
System . out . printf (
"and the following variants: %s%n" , Joiner . on ( "," ). join ( result . getCloseVariantsList ()));
System . out . println ( "generated the following historical metrics:" );
// Approximate number of monthly searches on this query averaged for the past 12
// months.
System . out . printf (
"Approximate monthly searches: %s%n" ,
metrics . hasAvgMonthlySearches () ? metrics . getAvgMonthlySearches () : null );
// The competition level for this search query.
System . out . printf ( "Competition level: %s%n" , metrics . getCompetition ());
// The competition index for the query in the range [0,100]. This shows how
// competitive ad placement is for a keyword. The level of competition from 0-100 is
// determined by the number of ad slots filled divided by the total number of slots
// available. If not enough data is available, null will be returned.
System . out . printf (
"Competition index: %s%n" ,
metrics . hasCompetitionIndex () ? metrics . getCompetitionIndex () : null );
// Top of page bid low range (20th percentile) in micros for the keyword.
System . out . printf (
"Top of page bid low range: %s%n" ,
metrics . hasLowTopOfPageBidMicros () ? metrics . getLowTopOfPageBidMicros () : null );
// Top of page bid high range (80th percentile) in micros for the keyword.
System . out . printf (
"Top of page bid high range: %s%n" ,
metrics . hasHighTopOfPageBidMicros () ? metrics . getHighTopOfPageBidMicros () : null );
// Approximate number of searches on this query for the past twelve months.
metrics . getMonthlySearchVolumesList (). stream ()
// Orders the monthly search volumes by descending year, then descending month.
. sorted (
( a , b ) - >
ComparisonChain . start ()
. compare ( b . getYear (), a . getYear ())
. compare ( b . getMonth (), a . getMonth ())
. result ())
// Prints each monthly search volume.
. forEachOrdered (
monthlySearchVolume - >
System . out . printf (
"Approximately %d searches in %s, %s%n" ,
monthlySearchVolume . getMonthlySearches (),
monthlySearchVolume . getMonth (),
monthlySearchVolume . getYear ()));
}
}
}
}
C#
// Copyright 2023 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
using CommandLine ;
using Google.Ads.Gax.Examples ;
using Google.Ads.GoogleAds.Lib ;
using Google.Ads.GoogleAds.V23.Common ;
using Google.Ads.GoogleAds.V23.Errors ;
using Google.Ads.GoogleAds.V23.Resources ;
using Google.Ads.GoogleAds.V23.Services ;
using System ;
using static Google . Ads . GoogleAds . V23 . Enums . KeywordPlanNetworkEnum . Types ;
namespace Google.Ads.GoogleAds.Examples.V23 ;
/// <summary>
/// This code example generates historical metrics for keyword planning.
/// Guide: https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
/// </summary>
public class GenerateHistoricalMetrics : ExampleBase
{
/// <summary>
/// Command line options for running the <see cref="GenerateHistoricalMetrics"/> example.
/// </summary>
public class Options : OptionsBase
{
/// <summary>
/// The customer ID for which the call is made.
/// </summary>
[Option("customerId", Required = true, HelpText =
"The customer ID for which the call is made.")]
public long CustomerId { get ; set ; }
}
/// <summary>
/// Main method, to run this code example as a standalone application.
/// </summary>
/// <param name="args">The command line arguments.</param>
public static void Main ( string [] args )
{
Options options = ExampleUtilities . ParseCommandLine<Options> ( args );
GenerateHistoricalMetrics codeExample = new GenerateHistoricalMetrics ();
Console . WriteLine ( codeExample . Description );
codeExample . Run ( new GoogleAdsClient (), options . CustomerId );
}
/// <summary>
/// Returns a description about the code example.
/// </summary>
public override string Description = >
"This code example generates historical metrics for keyword planning." ;
/// <summary>
/// Runs the code example.
/// </summary>
/// <param name="client">The Google Ads client.</param>
/// <param name="customerId">The customer ID for which the call is made.</param>
public void Run ( GoogleAdsClient client , long customerId )
{
KeywordPlanIdeaServiceClient keywordPlanIdeaService =
client . GetService ( Services . V23 . KeywordPlanIdeaService );
GenerateKeywordHistoricalMetricsRequest request =
new GenerateKeywordHistoricalMetricsRequest ()
{
CustomerId = customerId . ToString (),
Keywords = { "mars cruise" , "cheap cruise" , "jupiter cruise" },
// See https://developers.google.com/google-ads/api/reference/data/geotargets
// for the list of geo target IDs.
// Geo target constant 2840 is for USA.
GeoTargetConstants = { ResourceNames . GeoTargetConstant ( 2840 ) },
KeywordPlanNetwork = KeywordPlanNetwork . GoogleSearch ,
// See https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
// for the list of language constant IDs.
// Language constant 1000 is for English.
Language = ResourceNames . LanguageConstant ( 1000 )
};
try
{
GenerateKeywordHistoricalMetricsResponse response =
keywordPlanIdeaService . GenerateKeywordHistoricalMetrics ( request );
foreach ( GenerateKeywordHistoricalMetricsResult result in response . Results )
{
KeywordPlanHistoricalMetrics metrics = result . KeywordMetrics ;
Console . WriteLine ( $"The search query {result.Text}" );
Console . WriteLine ( "and the following variants: " +
$"{String.Join(" , ", result.CloseVariants)}" );
Console . WriteLine ( "Generated the following historical metrics:" );
// Approximate number of monthly searches on this query averaged for the past 12
// months.
Console . WriteLine ( $"Approximate monthly searches: {metrics.AvgMonthlySearches}" );
// The competition level for this search query.
Console . WriteLine ( $"Competition level: {metrics.Competition}" );
// The competition index for the query in the range [0,100]. This shows how
// competitive ad placement is for a keyword. The level of competition from 0-100 is
// determined by the number of ad slots filled divided by the total number of slots
// available. If not enough data is available, null will be returned.
Console . WriteLine ( $"Competition index: {metrics.CompetitionIndex}" );
// Top of page bid low range (20th percentile) in micros for the keyword.
Console . WriteLine ( $"Top of page bid low range: {metrics.LowTopOfPageBidMicros}" );
// Top of page bid high range (80th percentile) in micros for the keyword.
Console . WriteLine ( $"Top of page bid high range: {metrics.HighTopOfPageBidMicros}" );
// Approximate number of searches on this query for the past twelve months.
foreach ( MonthlySearchVolume month in metrics . MonthlySearchVolumes )
{
Console . WriteLine ( $"Approximately {month.MonthlySearches} searches in " +
$"{month.Month}, {month.Year}" );
}
}
}
catch ( GoogleAdsException e )
{
Console . WriteLine ( "Failure:" );
Console . WriteLine ( $"Message: {e.Message}" );
Console . WriteLine ( $"Failure: {e.Failure}" );
Console . WriteLine ( $"Request ID: {e.RequestId}" );
throw ;
}
}
}
PHP
<?php
/**
* Copyright 2023 Google LLC
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* https://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
namespace Google\Ads\GoogleAds\Examples\Planning;
require __DIR__ . '/../../vendor/autoload.php';
use GetOpt\GetOpt;
use Google\Ads\GoogleAds\Examples\Utils\ArgumentNames;
use Google\Ads\GoogleAds\Examples\Utils\ArgumentParser;
use Google\Ads\GoogleAds\Lib\OAuth2TokenBuilder;
use Google\Ads\GoogleAds\Lib\V23\GoogleAdsClient;
use Google\Ads\GoogleAds\Lib\V23\GoogleAdsClientBuilder;
use Google\Ads\GoogleAds\Lib\V23\GoogleAdsException;
use Google\Ads\GoogleAds\Util\V23\ResourceNames;
use Google\Ads\GoogleAds\V23\Common\MonthlySearchVolume;
use Google\Ads\GoogleAds\V23\Enums\KeywordPlanCompetitionLevelEnum\KeywordPlanCompetitionLevel;
use Google\Ads\GoogleAds\V23\Enums\KeywordPlanNetworkEnum\KeywordPlanNetwork;
use Google\Ads\GoogleAds\V23\Enums\MonthOfYearEnum\MonthOfYear;
use Google\Ads\GoogleAds\V23\Errors\GoogleAdsError;
use Google\Ads\GoogleAds\V23\Services\GenerateKeywordHistoricalMetricsRequest;
use Google\Ads\GoogleAds\V23\Services\GenerateKeywordHistoricalMetricsResult;
use Google\ApiCore\ApiException;
/**
* Generates historical metrics for keyword planning.
*
* Guide:
* https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
*/
class GenerateHistoricalMetrics
{
private const CUSTOMER_ID = 'INSERT_CUSTOMER_ID_HERE';
public static function main()
{
// Either pass the required parameters for this example on the command line, or insert them
// into the constants above.
$options = (new ArgumentParser())->parseCommandArguments([
ArgumentNames::CUSTOMER_ID => GetOpt::REQUIRED_ARGUMENT
]);
// Generate a refreshable OAuth2 credential for authentication.
$oAuth2Credential = (new OAuth2TokenBuilder())->fromFile()->build();
// Construct a Google Ads client configured from a properties file and the
// OAuth2 credentials above.
$googleAdsClient = (new GoogleAdsClientBuilder())->fromFile()
->withOAuth2Credential($oAuth2Credential)
->build();
try {
self::runExample(
$googleAdsClient,
$options[ArgumentNames::CUSTOMER_ID] ?: self::CUSTOMER_ID
);
} catch (GoogleAdsException $googleAdsException) {
printf(
"Request with ID '%s' has failed.%sGoogle Ads failure details:%s",
$googleAdsException->getRequestId(),
PHP_EOL,
PHP_EOL
);
foreach ($googleAdsException->getGoogleAdsFailure()->getErrors() as $error) {
/** @var GoogleAdsError $error */
printf(
"\t%s: %s%s",
$error->getErrorCode()->getErrorCode(),
$error->getMessage(),
PHP_EOL
);
}
exit(1);
} catch (ApiException $apiException) {
printf(
"ApiException was thrown with message '%s'.%s",
$apiException->getMessage(),
PHP_EOL
);
exit(1);
}
}
/**
* Runs the example.
*
* @param GoogleAdsClient $googleAdsClient the Google Ads API client
* @param int $customerId the customer ID
*/
public static function runExample(
GoogleAdsClient $googleAdsClient,
int $customerId
): void {
$keywordPlanIdeaServiceClient = $googleAdsClient->getKeywordPlanIdeaServiceClient();
// Generates keyword historical metrics based on the specified parameters.
$response = $keywordPlanIdeaServiceClient->generateKeywordHistoricalMetrics(
new GenerateKeywordHistoricalMetricsRequest([
'customer_id' => $customerId,
'keywords' => ['mars cruise', 'cheap cruise', 'jupiter cruise'],
// See https://developers.google.com/google-ads/api/reference/data/geotargets for
// the list of geo target IDs.
// Geo target constant 2840 is for USA.
'geo_target_constants' => [ResourceNames::forGeoTargetConstant(2840)],
'keyword_plan_network' => KeywordPlanNetwork::GOOGLE_SEARCH,
// https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
// for the list of language constant IDs.
// Language constant 1000 is for English.
'language' => ResourceNames::forLanguageConstant(1000)
])
);
// Iterates over the results and print its detail.
foreach ($response->getResults() as $result) {
/** @var GenerateKeywordHistoricalMetricsResult $result */
$metrics = $result->getKeywordMetrics();
printf("The search query: '%s' ", $result->getText());
printf(
"and the following variants: '%s' ",
implode(',', iterator_to_array($result->getCloseVariants()->getIterator()))
);
print "generated the following historical metrics:" . PHP_EOL;
// Approximate number of monthly searches on this query averaged for the past 12 months.
printf(
"Approximate monthly searches: %s%s",
$metrics->hasAvgMonthlySearches()
? sprintf("%d", $metrics->getAvgMonthlySearches())
: "'none'",
PHP_EOL
);
// The competition level for this search query.
printf(
"Competition level: '%s'%s",
KeywordPlanCompetitionLevel::name($metrics->getCompetition()),
PHP_EOL
);
// The competition index for the query in the range [0,100]. This shows how
// competitive ad placement is for a keyword. The level of competition from 0-100 is
// determined by the number of ad slots filled divided by the total number of slots
// available. If not enough data is available, null will be returned.
printf(
"Competition index: %s%s",
$metrics->hasCompetitionIndex()
? sprintf("%d", $metrics->getCompetitionIndex())
: "'none'",
PHP_EOL
);
// Top of page bid low range (20th percentile) in micros for the keyword.
printf(
"Top of page bid low range: %s%s",
$metrics->hasLowTopOfPageBidMicros()
? sprintf("%d", $metrics->getLowTopOfPageBidMicros())
: "'none'",
PHP_EOL
);
// Top of page bid high range (80th percentile) in micros for the keyword.
printf(
"Top of page bid high range: %s%s",
$metrics->hasHighTopOfPageBidMicros()
? sprintf("%d", $metrics->getHighTopOfPageBidMicros())
: "'none'",
PHP_EOL
);
// Approximate number of searches on this query for the past twelve months.
$monthlySearchVolumes =
iterator_to_array($metrics->getMonthlySearchVolumes()->getIterator());
usort(
$monthlySearchVolumes,
// Orders the monthly search volumes by descending year, then descending month.
function (MonthlySearchVolume $volume1, MonthlySearchVolume $volume2) {
$yearsCompared = $volume2->getYear() <=> $volume1->getYear();
if ($yearsCompared != 0) {
return $yearsCompared;
} else {
return $volume2->getMonth() <=> $volume1->getMonth();
}
}
);
// Prints each monthly search volume.
array_walk($monthlySearchVolumes, function (MonthlySearchVolume $monthlySearchVolume) {
printf(
"Approximately %d searches in %s, %s.%s",
$monthlySearchVolume->getMonthlySearches(),
MonthOfYear::name($monthlySearchVolume->getMonth()),
$monthlySearchVolume->getYear(),
PHP_EOL
);
});
print PHP_EOL;
}
}
}
GenerateHistoricalMetrics::main();
Python
#!/usr/bin/env python
# Copyright 2023 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""This example generates historical metrics for keyword planning.
For more details see this guide:
https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
"""
from typing import Iterable
import argparse
import sys
from google.ads.googleads.client import GoogleAdsClient
from google.ads.googleads.errors import GoogleAdsException
from google.ads.googleads.v23.common.types.keyword_plan_common import (
KeywordPlanHistoricalMetrics ,
MonthlySearchVolume ,
)
from google.ads.googleads.v23.services.services.google_ads_service.client import (
GoogleAdsServiceClient ,
)
from google.ads.googleads.v23.services.services.keyword_plan_idea_service.client import (
KeywordPlanIdeaServiceClient ,
)
from google.ads.googleads.v23.services.types.keyword_plan_idea_service import (
GenerateKeywordHistoricalMetricsRequest ,
GenerateKeywordHistoricalMetricsResponse ,
GenerateKeywordHistoricalMetricsResult ,
)
def main ( client : GoogleAdsClient , customer_id : str ):
"""The main method that creates all necessary entities for the example.
Args:
client: an initialized GoogleAdsClient instance.
customer_id: a client customer ID.
"""
generate_historical_metrics ( client , customer_id )
def generate_historical_metrics ( client : GoogleAdsClient , customer_id : str ):
"""Generates historical metrics and prints the results.
Args:
client: an initialized GoogleAdsClient instance.
customer_id: a client customer ID.
"""
googleads_service : GoogleAdsServiceClient = client . get_service (
"GoogleAdsService"
)
keyword_plan_idea_service : KeywordPlanIdeaServiceClient = (
client . get_service ( "KeywordPlanIdeaService" )
)
request : GenerateKeywordHistoricalMetricsRequest = client . get_type (
"GenerateKeywordHistoricalMetricsRequest"
)
request . customer_id = customer_id
request . keywords = [ "mars cruise" , "cheap cruise" , "jupiter cruise" ]
# Geo target constant 2840 is for USA.
request . geo_target_constants . append (
googleads_service . geo_target_constant_path ( "2840" )
)
request . keyword_plan_network = (
client . enums . KeywordPlanNetworkEnum . GOOGLE_SEARCH
)
# Language criteria 1000 is for English. For the list of language criteria
# IDs, see:
# https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
request . language = googleads_service . language_constant_path ( "1000" )
response : GenerateKeywordHistoricalMetricsResponse = (
keyword_plan_idea_service . generate_keyword_historical_metrics (
request = request
)
)
results : Iterable [ GenerateKeywordHistoricalMetricsResult ] = response . results
for result in results :
metrics : KeywordPlanHistoricalMetrics = result . keyword_metrics
# These metrics include those for both the search query and any variants
# included in the response.
print (
f "The search query ' { result . text } ' (and the following variants: "
f "' { result . close_variants if result . close_variants else 'None' } '), "
"generated the following historical metrics: \n "
)
# Approximate number of monthly searches on this query averaged for the
# past 12 months.
print ( f " \t Approximate monthly searches: { metrics . avg_monthly_searches } " )
# The competition level for this search query.
print ( f " \t Competition level: { metrics . competition } " )
# The competition index for the query in the range [0, 100]. This shows
# how competitive ad placement is for a keyword. The level of
# competition from 0-100 is determined by the number of ad slots filled
# divided by the total number of ad slots available. If not enough data
# is available, undef will be returned.
print ( f " \t Competition index: { metrics . competition_index } " )
# Top of page bid low range (20th percentile) in micros for the keyword.
print (
f " \t Top of page bid low range: { metrics . low_top_of_page_bid_micros } "
)
# Top of page bid high range (80th percentile) in micros for the
# keyword.
print (
" \t Top of page bid high range: "
f " { metrics . high_top_of_page_bid_micros } "
)
# Approximate number of searches on this query for the past twelve
# months.
months : Iterable [ MonthlySearchVolume ] = metrics . monthly_search_volumes
for month in months :
print (
f " \t Approximately { month . monthly_searches } searches in "
f " { month . month . name } , { month . year } "
)
if __name__ == "__main__" :
parser = argparse . ArgumentParser (
description = "Generates forecast metrics for keyword planning."
)
# The following argument(s) should be provided to run the example.
parser . add_argument (
"-c" ,
"--customer_id" ,
type = str ,
required = True ,
help = "The Google Ads customer ID." ,
)
args = parser . parse_args ()
# GoogleAdsClient will read the google-ads.yaml configuration file in the
# home directory if none is specified.
googleads_client = GoogleAdsClient . load_from_storage ( version = "v23" )
try :
main ( googleads_client , args . customer_id )
except GoogleAdsException as ex :
print (
f 'Request with ID " { ex . request_id } " failed with status '
f '" { ex . error . code () . name } " and includes the following errors:'
)
for error in ex . failure . errors :
print ( f 'Error with message " { error . message } ".' )
if error . location :
for field_path_element in error . location . field_path_elements :
print ( f " \t\t On field: { field_path_element . field_name } " )
sys . exit ( 1 )
Ruby
#!/usr/bin/env ruby
# Encoding: utf-8
#
# Copyright 2019 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# This example generates historical metrics for keyword planning.
#
# For more details see this guide:
# https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
require 'optparse'
require 'google/ads/google_ads'
def generate_historical_metrics ( customer_id )
# GoogleAdsClient will read a config file from
# ENV['HOME']/google_ads_config.rb when called without parameters
client = Google :: Ads :: GoogleAds :: GoogleAdsClient . new
# Generates historical metrics and prints the results.
keyword_plan_idea_service = client . service . keyword_plan_idea
response = keyword_plan_idea_service . generate_keyword_historical_metrics (
customer_id : customer_id ,
keywords : [ "mars cruise" , "cheap cruise" , "jupiter cruise" ] ,
keyword_plan_network : :GOOGLE_SEARCH ,
# For the list of geo target IDs, see:
# https://developers.google.com/google-ads/api/reference/data/geotargets
# Geo target constant 2840 is for USA.
geo_target_constants : [ client . path . geo_target_constant ( "2840" ) ] ,
# Language criteria 1000 is for English.
# For the list of language criteria IDs, see:
# https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
language : client . path . language_constant ( "1000" ),
)
for result in response . results
metrics = result . keyword_metrics
# These metrics include those for both the search query and any variants
# included in the response.
puts "The search query ' #{ result . text } ' (and the following variants: " \
"' #{ result . close_variants } '), " \
"generated the following historical metrics: \n "
# Approximate number of monthly searches on this query averaged for the
# past 12 months.
puts " \t Approximate monthly searches: #{ metrics . avg_monthly_searches } "
# The competition level for this search query.
puts " \t Competition level: #{ metrics . competition } "
# The competition index for the query in the range [0, 100]. This shows
# how competitive ad placement is for a keyword. The level of
# competition from 0-100 is determined by the number of ad slots filled
# divided by the total number of ad slots available. If not enough data
# is available, undef will be returned.
puts " \t Competition index: #{ metrics . competition_index } "
# Top of page bid low range (20th percentile) in micros for the keyword.
puts " \t Top of page bid low range: #{ metrics . low_top_of_page_bid_micros } "
# Top of page bid high range (80th percentile) in micros for the
# keyword.
puts " \t Top of page bid high range: "
" #{ metrics . high_top_of_page_bid_micros } "
# Approximate number of searches on this query for the past twelve
# months.
for month in metrics . monthly_search_volumes
puts " \t Approximately #{ month . monthly_searches } searches in "
" #{ month . month . name } , #{ month . year } "
end
end
end
if __FILE__ == $0
options = {}
# The following parameter(s) should be provided to run the example. You can
# either specify these by changing the INSERT_XXX_ID_HERE values below, or on
# the command line.
#
# Parameters passed on the command line will override any parameters set in
# code.
#
# Running the example with -h will print the command line usage.
options [ :customer_id ] = 'INSERT_CUSTOMER_ID_HERE'
OptionParser . new do | opts |
opts . banner = sprintf ( 'Usage: %s [options]' , File . basename ( __FILE__ ))
opts . separator ''
opts . separator 'Options:'
opts . on ( '-C' , '--customer-id CUSTOMER-ID' , String , 'Customer ID' ) do | v |
options [ :customer_id ] = v
end
opts . separator ''
opts . separator 'Help:'
opts . on_tail ( '-h' , '--help' , 'Show this message' ) do
puts opts
exit
end
end . parse!
begin
generate_historical_metrics ( options . fetch ( :customer_id ) . tr ( "-" , "" ))
rescue Google :: Ads :: GoogleAds :: Errors :: GoogleAdsError = > e
e . failure . errors . each do | error |
STDERR . printf ( "Error with message: %s \n " , error . message )
if error . location
error . location . field_path_elements . each do | field_path_element |
STDERR . printf ( " \t On field: %s \n " , field_path_element . field_name )
end
end
error . error_code . to_h . each do | k , v |
next if v == :UNSPECIFIED
STDERR . printf ( " \t Type: %s \n\t Code: %s \n " , k , v )
end
end
raise
end
end
Perl
#!/usr/bin/perl -w
#
# Copyright 2023, Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
# This example generates historical metrics for keyword planning.
# Guide: https://developers.google.com/google-ads/api/docs/keyword-planning/generate-historical-metrics
use strict ;
use warnings ;
use utf8 ;
use FindBin qw($Bin) ;
use lib "$Bin/../../lib" ;
use Google::Ads::GoogleAds::Client ;
use Google::Ads::GoogleAds::Utils::GoogleAdsHelper ;
use Google::Ads::GoogleAds::V23::Utils::ResourceNames ;
use Getopt::Long qw(:config auto_help) ;
use Pod::Usage ;
use Cwd qw(abs_path) ;
sub generate_historical_metrics {
my ( $api_client , $customer_id ) = @_ ;
my $keyword_historical_metrics_response =
$api_client - >KeywordPlanIdeaService () - >generate_keyword_historical_metrics ({
customerId = > $customer_id ,
keywords = > [ "mars cruise" , "cheap cruise" , "jupiter cruise" ],
# Geo target constant 2840 is for USA.
geoTargetConstants = > [
Google::Ads::GoogleAds::V23::Utils::ResourceNames:: geo_target_constant (
2840 )
],
keywordPlanNetwork = > 'GOOGLE_SEARCH' ,
# Language criteria 1000 is for English. See
# https://developers.google.com/google-ads/api/reference/data/codes-formats#languages
# for the list of language criteria IDs.
language = >
Google::Ads::GoogleAds::V23::Utils::ResourceNames:: language_constant (
1000 )});
foreach my $result ( @ { $keyword_historical_metrics_response - >{ results }}) {
my $metric = $result - >{ keywordMetrics };
# These metrics include those for both the search query and any
# variants included in the response.
# If the metric is undefined, print (undef) as a placeholder.
printf
"The search query, %s, (and the following variants: %s), generated the following historical metrics:\n" ,
$result - >{ text },
$result - >{ closeVariants }
? join ( ', ' , $result - >{ closeVariants })
: "(undef)" ;
# Approximate number of monthly searches on this query averaged for
# the past 12 months.
printf "\tApproximate monthly searches: %s.\n" ,
value_or_undef ( $metric - >{ avgMonthlySearches });
# The competition level for this search query.
printf "\tCompetition level: %s.\n" , value_or_undef ( $metric - >{ competition });
# The competition index for the query in the range [0, 100]. This shows how
# competitive ad placement is for a keyword. The level of competition from
# 0-100 is determined by the number of ad slots filled divided by the total
# number of ad slots available. If not enough data is available, undef will
# be returned.
printf "\tCompetition index: %s.\n" ,
value_or_undef ( $metric - >{ competitionIndex });
# Top of page bid low range (20th percentile) in micros for the keyword.
printf "\tTop of page bid low range: %s.\n" ,
value_or_undef ( $metric - >{ lowTopOfPageBidMicros });
# Top of page bid high range (80th percentile) in micros for the keyword.
printf "\tTop of page bid high range: %s.\n" ,
value_or_undef ( $metric - >{ highTopOfPageBidMicros });
# Approximate number of searches on this query for the past twelve months.
foreach my $month ( @ { $metric - >{ monthlySearchVolumes }}) {
printf "\tApproximately %d searches in %s, %s.\n" ,
$month - >{ monthlySearches }, $month - >{ month }, $month - >{ year };
}
}
return 1 ;
}
# Returns the input value as a string if it's defined, otherwise returns "(undef)".
sub value_or_undef {
my ( $value ) = @_ ;
return $value ? "$value" : "(undef)" ;
}
# Don't run the example if the file is being included.
if ( abs_path ( $0 ) ne abs_path ( __FILE__ )) {
return 1 ;
}
# Get Google Ads Client, credentials will be read from ~/googleads.properties.
my $api_client = Google::Ads::GoogleAds:: Client - >new ();
# By default examples are set to die on any server returned fault.
$api_client - >set_die_on_faults ( 1 );
my $customer_id = undef ;
# Parameters passed on the command line will override any parameters set in code.
GetOptions ( "customer_id=s" = > \ $customer_id );
# Print the help message if the parameters are not initialized in the code nor
# in the command line.
pod2usage ( 2 ) if not check_params ( $customer_id );
# Call the example.
generate_historical_metrics ( $api_client , $customer_id =~ s/-//g r );
=pod
=head1 NAME
generate_historical_metrics
=head1 DESCRIPTION
This example generates historical metrics for keyword planning.
=head1 SYNOPSIS
generate_historical_metrics.pl [options]
-help Show the help message.
-customer_id The Google Ads customer ID.
=cut
curl
참고: 이 단계의 직접 REST 코드 샘플은 여기에 제공되지 않지만 수동 REST 요청을 사용하여 이를 달성할 수 있습니다.
Google Ads API REST 인터페이스 문서와 메서드별 참조 페이지를 참고하세요. 프로토 정의에 따라 JSON 페이로드를 구성해야 합니다.
주요 리소스:
달리 명시되지 않는 한 이 페이지의 콘텐츠에는 Creative Commons Attribution 4.0 라이선스 에 따라 라이선스가 부여되며, 코드 샘플에는 Apache 2.0 라이선스 에 따라 라이선스가 부여됩니다. 자세한 내용은 Google Developers 사이트 정책 을 참조하세요. 자바는 Oracle 및/또는 Oracle 계열사의 등록 상표입니다.
최종 업데이트: 2026-03-03(UTC)
[[["이해하기 쉬움","easyToUnderstand","thumb-up"],["문제가 해결됨","solvedMyProblem","thumb-up"],["기타","otherUp","thumb-up"]],[["필요한 정보가 없음","missingTheInformationINeed","thumb-down"],["너무 복잡함/단계 수가 너무 많음","tooComplicatedTooManySteps","thumb-down"],["오래됨","outOfDate","thumb-down"],["번역 문제","translationIssue","thumb-down"],["샘플/코드 문제","samplesCodeIssue","thumb-down"],["기타","otherDown","thumb-down"]],["최종 업데이트: 2026-03-03(UTC)"],[],[]]