מדדים חזויים מספקים מדדים לקמפיינים קיימים או מוצעים, כולל:
- חשיפות
- שיעור קליקים
- מחיר ממוצע לקליק
- קליקים
- עלות
כדאי להתנסות בהגדרות קמפיין שונות כדי לבצע אופטימיזציה של כל אחד מהמדדים האלה. יכול להיות שנתונים כמו היסטוריית ניקוד האיכות ושיעור הקליקים ישמשו בתחזית כדי לדמות את הביצועים הצפויים, כמו שיעור ההמרה.
בדרך כלל משתמשים במדדי תחזיות אחרי מדדים היסטוריים. מדדים היסטוריים מצמצמים את הרשימה הגדולה של מילות המפתח, כך שקל יותר לנהל אותה. המדדים בתחזית מספקים אומדן מדויק יותר של הביצועים העתידיים של הקמפיין. מתחילים עם מדדים היסטוריים של מילות מפתח. אחרי שהרשימה תהיה ניתנת לניהול, תוכלו להשתמש במדדי תחזית כדי לבצע אופטימיזציה של ביצועי הקמפיין.
יצירת מדדים
כדי ליצור מדדים לתחזית, מבצעים את השלבים הבאים:
- יוצרים קמפיין שרוצים לחזות לו תוצאות
CampaignToForecast
. - קוראים לפונקציה
KeywordPlanIdeaService.GenerateKeywordForecastMetrics
עם הפרמטרCampaignToForecast
ועם כל פרמטר אחר, כמוforecast_period
.
יצירת קמפיין ליצירת תחזית
ריכזנו כאן כמה טיפים שיעזרו לכם ליצור תחזיות כשאתם יוצרים קמפיין:
- יוצרים את קבוצות המודעות על סמך נושאים כמו רלוונטיות הקריאייטיב, קטגוריית המוצר או העלות לקליק.
- כוללים מילות מפתח שליליות נפוצות. לדוגמה, אם אתם לא חברת גיוס, תוכלו להחריג את מילת המפתח 'משרות'.
- משתמשים בחשבון שקשור לקמפיין. אל תחזית מחשבון שאינו קשור. Google מביאה בחשבון ביצירת התחזית גורמים כמו ציון האיכות ותוכן הקריאייטיב.
- אם קמפיין לא קשור לשאר החשבון, כדאי להשתמש בחשבון חדש ונקי לצורך התחזית.
- כדאי לחזור על התחזיות עם טווחי זמן שונים כדי לקבל תמונה מקיפה.
יצירת מדדי תחזית
בדוגמת הקוד הבאה נשלחת בקשה אל KeywordPlanIdeaService.GenerateKeywordForecastMetrics
. לאחר מכן, המערכת עוברת על כל התוצאות ומציגה את כל מדדי התחזית.
התגובה יכולה גם להחזיר מזהים זמניים במשאב – לדוגמה, customers/CUSTOMER_ID/keywordPlanCampaigns/-1
.
Java
private void runExample(GoogleAdsClient googleAdsClient, Long customerId) { CampaignToForecast campaignToForecast = createCampaignToForecast(googleAdsClient); GenerateKeywordForecastMetricsRequest request = GenerateKeywordForecastMetricsRequest.newBuilder() .setCustomerId(String.valueOf(customerId)) .setCampaign(campaignToForecast) .setForecastPeriod( DateRange.newBuilder() // Sets the forecast start date to tomorrow. .setStartDate(new DateTime().plusDays(1).toString("yyyy-MM-dd")) // Sets the forecast end date to 30 days from today. .setEndDate(new DateTime().plusDays(30).toString("yyyy-MM-dd"))) .build(); try (KeywordPlanIdeaServiceClient keywordPlanIdeaServiceClient = googleAdsClient.getLatestVersion().createKeywordPlanIdeaServiceClient()) { GenerateKeywordForecastMetricsResponse response = keywordPlanIdeaServiceClient.generateKeywordForecastMetrics(request); KeywordForecastMetrics metrics = response.getCampaignForecastMetrics(); System.out.printf( "Estimated daily clicks: %s%n", metrics.hasClicks() ? metrics.getClicks() : null); System.out.printf( "Estimated daily impressions: %s%n", metrics.hasImpressions() ? metrics.getImpressions() : null); System.out.printf( "Estimated average CPC (micros): %s%n", metrics.hasAverageCpcMicros() ? metrics.getAverageCpcMicros() : null); } } /** * Creates the campaign to forecast. A campaign to forecast lets you try out various * configurations and keywords to find the best optimization for your future campaigns. Once * you've found the best campaign configuration, create a serving campaign in your Google Ads * account with similar values and keywords. For more details, see: * * <p>https://support.google.com/google-ads/answer/3022575 * * @param googleAdsClient * @return */ private CampaignToForecast createCampaignToForecast(GoogleAdsClient googleAdsClient) { CampaignToForecast.Builder campaignToForecastBuilder = CampaignToForecast.newBuilder() .setKeywordPlanNetwork(KeywordPlanNetwork.GOOGLE_SEARCH) .setBiddingStrategy( CampaignBiddingStrategy.newBuilder() .setManualCpcBiddingStrategy( ManualCpcBiddingStrategy.newBuilder().setMaxCpcBidMicros(1_000_000L))); // See https://developers.google.com/google-ads/api/reference/data/geotargets for the list of // geo target IDs. campaignToForecastBuilder.addGeoModifiers( CriterionBidModifier.newBuilder() // Geo target constant 2840 is for USA. .setGeoTargetConstant(ResourceNames.geoTargetConstant(2840))); // See https://developers.google.com/google-ads/api/reference/data/codes-formats#languages for // the list of language criteria IDs. Language constant 1000 is for English. campaignToForecastBuilder.addLanguageConstants(ResourceNames.languageConstant(1000)); // Create forecast ad group based on themes such as creative relevance, product category, or // cost per click. ForecastAdGroup.Builder forecastAdGroupBuilder = ForecastAdGroup.newBuilder(); forecastAdGroupBuilder.addBiddableKeywords( BiddableKeyword.newBuilder() .setMaxCpcBidMicros(2_500_000) .setKeyword( KeywordInfo.newBuilder() .setText("mars cruise") .setMatchType(KeywordMatchType.BROAD))); forecastAdGroupBuilder.addBiddableKeywords( BiddableKeyword.newBuilder() .setMaxCpcBidMicros(1_500_000) .setKeyword( KeywordInfo.newBuilder() .setText("cheap cruise") .setMatchType(KeywordMatchType.PHRASE))); forecastAdGroupBuilder.addBiddableKeywords( BiddableKeyword.newBuilder() .setMaxCpcBidMicros(1_990_000) .setKeyword( KeywordInfo.newBuilder() .setText("jupiter cruise") .setMatchType(KeywordMatchType.BROAD))); forecastAdGroupBuilder.addNegativeKeywords( KeywordInfo.newBuilder().setText("moon walk").setMatchType(KeywordMatchType.BROAD)); campaignToForecastBuilder.addAdGroups(forecastAdGroupBuilder.build()); return campaignToForecastBuilder.build(); }
C#
public void Run(GoogleAdsClient client, long customerId) { CampaignToForecast campaignToForecast = CreateCampaignToForecast(); KeywordPlanIdeaServiceClient keywordPlanIdeaService = client.GetService(Services.V18.KeywordPlanIdeaService); GenerateKeywordForecastMetricsRequest request = new GenerateKeywordForecastMetricsRequest() { CustomerId = customerId.ToString(), Campaign = campaignToForecast, ForecastPeriod = new DateRange() { // Set the forecast start date to tomorrow. StartDate = DateTime.Now.AddDays(1).ToString("yyyy-MM-dd"), // Set the forecast end date to 30 days from today. EndDate = DateTime.Now.AddDays(30).ToString("yyyy-MM-dd"), } }; try { GenerateKeywordForecastMetricsResponse response = keywordPlanIdeaService.GenerateKeywordForecastMetrics(request); KeywordForecastMetrics metrics = response.CampaignForecastMetrics; Console.WriteLine($"Estimated daily clicks: {metrics.Clicks}."); Console.WriteLine($"Estimated daily impressions: {metrics.Impressions}."); Console.WriteLine($"Estimated average cpc (micros): {metrics.AverageCpcMicros}."); } catch (GoogleAdsException e) { Console.WriteLine("Failure:"); Console.WriteLine($"Message: {e.Message}"); Console.WriteLine($"Failure: {e.Failure}"); Console.WriteLine($"Request ID: {e.RequestId}"); throw; } } /// <summary> /// Creates the campaign to forecast. A campaign to forecast lets you try out /// various configuration and keywords to find the best optimization for your /// future campaigns. Once you've found the best campaign configuration, /// create a serving campaign in your Google Ads account with similar values /// and keywords. For more details, see: /// https://support.google.com/google-ads/answer/3022575 /// </summary> private CampaignToForecast CreateCampaignToForecast() { CampaignToForecast campaignToForecast = new CampaignToForecast() { KeywordPlanNetwork = KeywordPlanNetwork.GoogleSearch, BiddingStrategy = new CampaignToForecast.Types.CampaignBiddingStrategy() { ManualCpcBiddingStrategy = new ManualCpcBiddingStrategy() { MaxCpcBidMicros = 1_000_000 } } }; // See https://developers.google.com/google-ads/api/reference/data/geotargets // for the list of geo target IDs. campaignToForecast.GeoModifiers.Add(new CriterionBidModifier() { // Geo target constant 2840 is for USA. GeoTargetConstant = ResourceNames.GeoTargetConstant(2840) }); // See https://developers.google.com/google-ads/api/reference/data/codes-formats#languages // for the list of language criteria IDs. // Language constant 1000 is for English. campaignToForecast.LanguageConstants.Add(ResourceNames.LanguageConstant(1000)); // Create forecast ad group based on themes such as creative relevance, product category, // or cost per click. ForecastAdGroup forecastAdGroup = new ForecastAdGroup(); forecastAdGroup.BiddableKeywords.Add(new BiddableKeyword() { MaxCpcBidMicros = 2_500_000, Keyword = new KeywordInfo() { Text = "mars cruise", MatchType = KeywordMatchType.Broad } }); forecastAdGroup.BiddableKeywords.Add(new BiddableKeyword() { MaxCpcBidMicros = 1_500_000, Keyword = new KeywordInfo() { Text = "cheap cruise", MatchType = KeywordMatchType.Phrase } }); forecastAdGroup.BiddableKeywords.Add(new BiddableKeyword() { MaxCpcBidMicros = 1_990_000, Keyword = new KeywordInfo() { Text = "jupiter cruise", MatchType = KeywordMatchType.Broad } }); forecastAdGroup.NegativeKeywords.Add(new KeywordInfo() { Text = "moon walk", MatchType = KeywordMatchType.Broad }); campaignToForecast.AdGroups.Add(forecastAdGroup); return campaignToForecast; }
PHP
public static function runExample( GoogleAdsClient $googleAdsClient, int $customerId ): void { $campaignToForecast = self::createCampaignToForecast(); $keywordPlanIdeaServiceClient = $googleAdsClient->getKeywordPlanIdeaServiceClient(); // Generates keyword forecast metrics based on the specified parameters. $response = $keywordPlanIdeaServiceClient->generateKeywordForecastMetrics( new GenerateKeywordForecastMetricsRequest([ 'customer_id' => $customerId, 'campaign' => $campaignToForecast, 'forecast_period' => new DateRange([ // Sets the forecast start date to tomorrow. 'start_date' => date('Ymd', strtotime('+1 day')), // Sets the forecast end date to 30 days from today. 'end_date' => date('Ymd', strtotime('+30 days')) ]) ]) ); $metrics = $response->getCampaignForecastMetrics(); printf( "Estimated daily clicks: %s%s", $metrics->hasClicks() ? sprintf("%.2f", $metrics->getClicks()) : "'none'", PHP_EOL ); printf( "Estimated daily impressions: %s%s", $metrics->hasImpressions() ? sprintf("%.2f", $metrics->getImpressions()) : "'none'", PHP_EOL ); printf( "Estimated average CPC (micros): %s%s", $metrics->hasAverageCpcMicros() ? sprintf("%d", $metrics->getAverageCpcMicros()) : "'none'", PHP_EOL ); } /** * Creates the campaign to forecast. A campaign to forecast lets you try out various * configurations and keywords to find the best optimization for your future campaigns. Once * you've found the best campaign configuration, create a serving campaign in your Google Ads * account with similar values and keywords. For more details, see: * * https://support.google.com/google-ads/answer/3022575 * * @return CampaignToForecast the created campaign to forecast */ private static function createCampaignToForecast(): CampaignToForecast { // Creates a campaign to forecast. $campaignToForecast = new CampaignToForecast([ 'keyword_plan_network' => KeywordPlanNetwork::GOOGLE_SEARCH, 'bidding_strategy' => new CampaignBiddingStrategy([ 'manual_cpc_bidding_strategy' => new ManualCpcBiddingStrategy([ 'max_cpc_bid_micros' => 1_000_000 ]) ]), // See https://developers.google.com/google-ads/api/reference/data/geotargets for the // list of geo target IDs. 'geo_modifiers' => [ new CriterionBidModifier([ // Geo target constant 2840 is for USA. 'geo_target_constant' => ResourceNames::forGeoTargetConstant(2840) ]) ], // See // https://developers.google.com/google-ads/api/reference/data/codes-formats#languages // for the list of language criteria IDs. Language constant 1000 is for English. 'language_constants' => [ResourceNames::forLanguageConstant(1000)], ]); // Creates forecast ad group based on themes such as creative relevance, product category, // or cost per click. $forecastAdGroup = new ForecastAdGroup([ 'biddable_keywords' => [ new BiddableKeyword([ 'max_cpc_bid_micros' => 2_500_000, 'keyword' => new KeywordInfo([ 'text' => 'mars cruise', 'match_type' => KeywordMatchType::BROAD ]) ]), new BiddableKeyword([ 'max_cpc_bid_micros' => 1_500_000, 'keyword' => new KeywordInfo([ 'text' => 'cheap cruise', 'match_type' => KeywordMatchType::PHRASE ]) ]), new BiddableKeyword([ 'max_cpc_bid_micros' => 1_990_000, 'keyword' => new KeywordInfo([ 'text' => 'jupiter cruise', 'match_type' => KeywordMatchType::BROAD ]) ]) ], 'negative_keywords' => [ new KeywordInfo([ 'text' => 'moon walk', 'match_type' => KeywordMatchType::BROAD ]) ] ]); $campaignToForecast->setAdGroups([$forecastAdGroup]); return $campaignToForecast; }
Python
def main(client, customer_id): """The main method that creates all necessary entities for the example. Args: client: an initialized GoogleAdsClient instance. customer_id: a client customer ID. """ campaign_to_forecast = create_campaign_to_forecast(client) generate_forecast_metrics(client, customer_id, campaign_to_forecast) def create_campaign_to_forecast(client): """Creates the campaign to forecast. A campaign to forecast lets you try out various configurations and keywords to find the best optimization for your future campaigns. Once you've found the best campaign configuration, create a serving campaign in your Google Ads account with similar values and keywords. For more details, see: https://support.google.com/google-ads/answer/3022575 Args: client: an initialized GoogleAdsClient instance. Returns: An CampaignToForecast instance. """ googleads_service = client.get_service("GoogleAdsService") # Create a campaign to forecast. campaign_to_forecast = client.get_type("CampaignToForecast") campaign_to_forecast.keyword_plan_network = ( client.enums.KeywordPlanNetworkEnum.GOOGLE_SEARCH ) # Set the bidding strategy. campaign_to_forecast.bidding_strategy.manual_cpc_bidding_strategy.max_cpc_bid_micros = ( 1000000 ) # For the list of geo target IDs, see: # https://developers.google.com/google-ads/api/reference/data/geotargets criterion_bid_modifier = client.get_type("CriterionBidModifier") # Geo target constant 2840 is for USA. criterion_bid_modifier.geo_target_constant = ( googleads_service.geo_target_constant_path("2840") ) campaign_to_forecast.geo_modifiers.append(criterion_bid_modifier) # For the list of language criteria IDs, see: # https://developers.google.com/google-ads/api/reference/data/codes-formats#languages # Language criteria 1000 is for English. campaign_to_forecast.language_constants.append( googleads_service.language_constant_path("1000") ) # Create forecast ad groups based on themes such as creative relevance, # product category, or cost per click. forecast_ad_group = client.get_type("ForecastAdGroup") # Create and configure three BiddableKeyword instances. biddable_keyword_1 = client.get_type("BiddableKeyword") biddable_keyword_1.max_cpc_bid_micros = 2500000 biddable_keyword_1.keyword.text = "mars cruise" biddable_keyword_1.keyword.match_type = ( client.enums.KeywordMatchTypeEnum.BROAD ) biddable_keyword_2 = client.get_type("BiddableKeyword") biddable_keyword_2.max_cpc_bid_micros = 1500000 biddable_keyword_2.keyword.text = "cheap cruise" biddable_keyword_2.keyword.match_type = ( client.enums.KeywordMatchTypeEnum.PHRASE ) biddable_keyword_3 = client.get_type("BiddableKeyword") biddable_keyword_3.max_cpc_bid_micros = 1990000 biddable_keyword_3.keyword.text = "cheap cruise" biddable_keyword_3.keyword.match_type = ( client.enums.KeywordMatchTypeEnum.EXACT ) # Add the biddable keywords to the forecast ad group. forecast_ad_group.biddable_keywords.extend( [biddable_keyword_1, biddable_keyword_2, biddable_keyword_3] ) # Create and configure a negative keyword, then add it to the forecast ad # group. negative_keyword = client.get_type("KeywordInfo") negative_keyword.text = "moon walk" negative_keyword.match_type = client.enums.KeywordMatchTypeEnum.BROAD forecast_ad_group.negative_keywords.append(negative_keyword) campaign_to_forecast.ad_groups.append(forecast_ad_group) return campaign_to_forecast def generate_forecast_metrics(client, customer_id, campaign_to_forecast): """Generates forecast metrics and prints the results. Args: client: an initialized GoogleAdsClient instance. customer_id: a client customer ID. campaign_to_forecast: a CampaignToForecast to generate metrics for. """ keyword_plan_idea_service = client.get_service("KeywordPlanIdeaService") request = client.get_type("GenerateKeywordForecastMetricsRequest") request.customer_id = customer_id request.campaign = campaign_to_forecast # Set the forecast range. Repeat forecasts with different horizons to get a # holistic picture. # Set the forecast start date to tomorrow. tomorrow = datetime.now() + timedelta(days=1) request.forecast_period.start_date = tomorrow.strftime("%Y-%m-%d") # Set the forecast end date to 30 days from today. thirty_days_from_now = datetime.now() + timedelta(days=30) request.forecast_period.end_date = thirty_days_from_now.strftime("%Y-%m-%d") response = keyword_plan_idea_service.generate_keyword_forecast_metrics( request=request ) metrics = response.campaign_forecast_metrics print(f"Estimated daily clicks: {metrics.clicks}") print(f"Estimated daily impressions: {metrics.impressions}") print(f"Estimated daily average CPC: {metrics.average_cpc_micros}")
Ruby
This example is not yet available in Ruby; you can take a look at the other languages.
Perl
sub generate_forecast_metrics { my ($api_client, $customer_id) = @_; my $campaign_to_forecast = create_campaign_to_forecast(); my $keyword_forecast_metrics_response = $api_client->KeywordPlanIdeaService()->generate_keyword_forecast_metrics({ customerId => $customer_id, campaign => $campaign_to_forecast, # Set the forecast range. Repeat forecasts with different horizons # to get a holistic picture. forecastPeriod => Google::Ads::GoogleAds::V18::Common::DateRange->new({ # Set the forecast start date to tomorrow. startDate => strftime("%Y-%m-%d", localtime(time + 60 * 60 * 24)), # Set the forecast end date to 30 days from today. endDate => strftime("%Y-%m-%d", localtime(time + 60 * 60 * 24 * 30))}) }); my $metrics = $keyword_forecast_metrics_response->{campaignForecastMetrics}; printf "Estimated daily clicks: %s.\n", defined $metrics->{clicks} ? $metrics->{clicks} : "undef"; printf "Estimated daily impressions: %s.\n", defined $metrics->{impressions} ? $metrics->{impressions} : "undef"; printf "Estimated average cpc (micros): %s.\n\n", defined $metrics->{averageCpcMicros} ? $metrics->{averageCpcMicros} : "undef"; return 1; } # Creates the campaign to forecast. A campaign to forecast lets you try out # various configuration and keywords to find the best optimization for your # future campaigns. Once you've found the best campaign configuration, # create a serving campaign in your Google Ads account with similar values # and keywords. For more details, see: # https://support.google.com/google-ads/answer/3022575 sub create_campaign_to_forecast { my ($api_client) = @_; # Create a campaign to forecast. my $campaign_to_forecast = Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::CampaignToForecast ->new({keywordPlanNetwork => 'GOOGLE_SEARCH'}); # Set the bidding strategy. $campaign_to_forecast->{biddingStrategy}->{manualCpcBiddingStrategy} = Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::ManualCpcBiddingStrategy ->new({maxCpcBidMicros => 1000000}); # See https://developers.google.com/google-ads/api/reference/data/geotargets # for the list of geo target IDs. $campaign_to_forecast->{geoModifiers} = [ Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::CriterionBidModifier ->new({ # Geo target constant 2840 is for USA. geoTargetConstant => Google::Ads::GoogleAds::V18::Utils::ResourceNames::geo_target_constant( 2840)})]; # See https://developers.google.com/google-ads/api/reference/data/codes-formats#languages # for the list of language criteria IDs. $campaign_to_forecast->{languageConstants} = [ # Language criteria 1000 is for English. Google::Ads::GoogleAds::V18::Utils::ResourceNames::language_constant(1000)]; # Create forecast ad groups based on themes such as creative relevance, # product category, or cost per click. $campaign_to_forecast->{adGroups} = [ Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::ForecastAdGroup ->new({ biddableKeywords => [ Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::BiddableKeyword ->new({ maxCpcBidMicros => 2500000, keyword => Google::Ads::GoogleAds::V18::Common::KeywordInfo->new({ text => "mars cruise", matchType => 'BROAD' })} ), Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::BiddableKeyword ->new({ maxCpcBidMicros => 1500000, keyword => Google::Ads::GoogleAds::V18::Common::KeywordInfo->new({ text => "cheap cruise", matchType => 'PHRASE' })} ), Google::Ads::GoogleAds::V18::Services::KeywordPlanIdeaService::BiddableKeyword ->new({ maxCpcBidMicros => 1990000, keyword => Google::Ads::GoogleAds::V18::Common::KeywordInfo->new({ text => "jupiter cruise", matchType => 'EXACT' })}) ], negativeKeywords => [ Google::Ads::GoogleAds::V18::Common::KeywordInfo->new({ text => "moon walk", matchType => 'BROAD' })]})]; return $campaign_to_forecast; }
מיפוי לממשק המשתמש
הפונקציונליות של KeywordPlanIdeaService.GenerateKeywordForecastMetrics
דומה בכלי לתכנון מילות מפתח בממשק המשתמש של Google Ads.
ממשק המשתמש של הכלי לתכנון מילות מפתח | Google Ads API |
---|---|
הזנת מילות מפתח | CampaignToForecast.negative_keywords או ForecastAdGroup.biddable_keywords או ForecastAdGroup.negative_keywords |
מיקומים | CampaignToForecast.geo_targets |
שפות | CampaignToForecast.language_constants |
רשתות החיפוש | CampaignToForecast.keyword_plan_network |
הצעת מחיר לקליק | |
טווח תאריכים | forecastGenerateKeywordForecastMetricsRequest.forecast_period_period |