{"id":22008,"date":"2025-06-06T05:17:33","date_gmt":"2025-06-06T05:17:33","guid":{"rendered":"https:\/\/www.adenlab.com\/what-are-the-signals-of-machine-learning-to-optimize-your-bids-on-google-ads\/"},"modified":"2025-11-06T14:03:34","modified_gmt":"2025-11-06T14:03:34","slug":"what-are-the-signals-of-machine-learning-to-optimize-your-bids-on-google-ads","status":"publish","type":"post","link":"https:\/\/www.adenlab.com\/en\/what-are-the-signals-of-machine-learning-to-optimize-your-bids-on-google-ads\/","title":{"rendered":"What are the &#8220;signals&#8221; of Machine Learning to optimize your bids on Google Ads?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"22008\" class=\"elementor elementor-22008 elementor-16157\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14e1f94 e-flex e-con-boxed e-con e-parent\" data-id=\"14e1f94\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3424a0b noted_content elementor-widget elementor-widget-text-editor\" data-id=\"3424a0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As you may know, Google Ads uses Machine Learning technologies to automatically manage your bids.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60d0b45 e-flex e-con-boxed e-con e-parent\" data-id=\"60d0b45\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-700a5f7 elementor-widget elementor-widget-text-editor\" data-id=\"700a5f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It&#8217;s the bids that determine the cost you&#8217;ll pay for a click and a visit from a potential customer. And more generally, good bid management will ensure your sales and ROI objectives. <\/p><p>To understand how and why your bids go up or down, you first need to understand which signals are valued by Google Ads.<br>Here are the explanations \ud83d\ude09<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-188d658 e-con-full category-data e-flex e-con e-child\" data-id=\"188d658\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d4d2e2c elementor-widget elementor-widget-heading\" data-id=\"d4d2e2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">GOOGLE ADS MACHINE LEARNING<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd03200 elementor-widget elementor-widget-text-editor\" data-id=\"cd03200\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"bloc-separator darkblue margin30\"><div class=\"row\"><div class=\"col-sm-4 col-sm-offset-2 col-xs-12\"><p>The aim of Google Ads machine learning is to make predictions about the future based on examples from the past. All to help you achieve your campaign objectives more easily. <\/p><\/div><div class=\"col-sm-4 col-xs-12 text-center\"> <\/div><\/div><\/div><p>When it comes to bidding, machine learning algorithms draw on large-scale data to help you make more reliable predictions for your account, including the potential impact of different bids on conversions or the value of conversions.<\/p><p>Google Ads&#8217; algorithms will take into account a very large number of parameters affecting the performance of your campaigns, and probably far more than we could if we did it manually.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8d1f511 e-con-full category-data e-flex e-con e-child\" data-id=\"8d1f511\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8df3426 elementor-widget elementor-widget-heading\" data-id=\"8df3426\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">WHAT CONTEXT SIGNALS ARE TAKEN INTO ACCOUNT BY GOOGLE ADS ALGORITHMS?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aca1755 elementor-widget elementor-widget-text-editor\" data-id=\"aca1755\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"bloc-separator darkblue margin30\"><div class=\"row\"><div class=\"col-sm-4 col-sm-offset-2 col-xs-12\"><p>To set your bids and make your ads visible to the right people at the &#8220;right&#8221; price to achieve your objectives, Google Ads&#8217; algorithms take several criteria into account, right down to changing the price of your products!<\/p><\/div><div class=\"col-sm-4 col-xs-12 text-center\"> <\/div><\/div><\/div><p>When your ads and campaigns are live, Google Ads will take into account a large number of signals to optimize your bids.<\/p><p>These signals are attributes linked to a person or their context at the time of bidding. They may include attributes such as device and geographic area, as well as other signals, individually or in combination, specific to smart bidding strategies. <\/p><p>Here&#8217;s a list of important signals.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d17c8fe e-con-full category-data e-flex e-con e-child\" data-id=\"d17c8fe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee88c32 elementor-widget elementor-widget-heading\" data-id=\"ee88c32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Device<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee4965a elementor-widget elementor-widget-text-editor\" data-id=\"ee4965a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids for target CPA or target ROAS strategies depending on whether the person is using a mobile, computer or tablet.<\/p><p>Example: In the case of a car dealership, bids can be adjusted if the person is searching on a mobile device, which means they are more likely to book an appointment at a dealership near them.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fbf06ff e-con-full category-data e-flex e-con e-child\" data-id=\"fbf06ff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a364bab elementor-widget elementor-widget-heading\" data-id=\"a364bab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Geographical location<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd27c1c elementor-widget elementor-widget-text-editor\" data-id=\"bd27c1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-wpmeteor-wheel=\"true\">Google Ads can optimize bids according to a specific geographic area (as precise as a city), even if the advertiser&#8217;s geographic targeting is not as specific.<\/p><p data-wpmeteor-wheel=\"true\">Example: In the case of a bank, even if the advertiser&#8217;s geographic targeting is Paris, bids can be adjusted if a person searches for &#8220;new checking account&#8221; from a city where the branch&#8217;s penetration rate is fairly high. It is more likely that this person will apply to open an account. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8c3e609 e-con-full category-data e-flex e-con e-child\" data-id=\"8c3e609\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa8a96b elementor-widget elementor-widget-heading\" data-id=\"aa8a96b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Geographic focus<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f575afa elementor-widget elementor-widget-text-editor\" data-id=\"f575afa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids based on a person&#8217;s geographic intent, in addition to their physical location.<\/p><p>Example: In the case of a travel agency, bids can be adjusted if someone is actively searching for a vacation destination you offer (e.g. &#8220;vacation barcelona august&#8221;), even if they are not physically in that region.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-37b33e3 e-con-full category-data e-flex e-con e-child\" data-id=\"37b33e3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6fb2ad0 elementor-widget elementor-widget-heading\" data-id=\"6fb2ad0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Day of week and time of day<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32a982d elementor-widget elementor-widget-text-editor\" data-id=\"32a982d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to a person&#8217;s local time and the day of the week in their time zone.<\/p><p>Example: In the case of a restaurant, bids can be adjusted if a person performs their search at 8pm on a Thursday, when they are more likely to make a reservation for the weekend, as opposed to 8am on a Monday.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c487af5 e-con-full category-data e-flex e-con e-child\" data-id=\"c487af5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc9f9e8 elementor-widget elementor-widget-heading\" data-id=\"dc9f9e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Remarketing list<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c08108 elementor-widget elementor-widget-text-editor\" data-id=\"5c08108\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids on the Search and Display Networks, and Hotel Ads according to the remarketing list the user is on. The Search and Display Networks can also take into account the period since the user was added. In addition, the Search Network takes into account each list to which a user belongs, for a given campaign or ad group.  <\/p><p>Example: In the case of an online clothing retailer, bids can be adjusted if someone has already viewed a product on a previous visit to the website, and whether or not they added it to their shopping cart the previous week (rather than the previous month). It&#8217;s more likely that they&#8217;ll want to buy it soon. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-02ff840 e-con-full category-data e-flex e-con e-child\" data-id=\"02ff840\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa4afda elementor-widget elementor-widget-heading\" data-id=\"aa4afda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Ad features<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07771f5 elementor-widget elementor-widget-text-editor\" data-id=\"07771f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the version of an ad, even if the ad is displayed on a mobile application.<\/p><p data-wpmeteor-wheel=\"true\">Example: In the case of a telecoms company, bids can be adjusted according to whether the ad shown is the &#8220;New Offers&#8221; or &#8220;Flexible Packages&#8221; creative, or whether it redirects to the mobile site or app, depending on which version is more likely to lead to a conversion. For campaigns on the Display Network, bids take into account ad sizes and formats that are more likely to generate a conversion. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d64bd35 e-con-full category-data e-flex e-con e-child\" data-id=\"d64bd35\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef72c28 elementor-widget elementor-widget-heading\" data-id=\"ef72c28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Interface language<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d00ef1 elementor-widget elementor-widget-text-editor\" data-id=\"2d00ef1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the user&#8217;s language preferences.<\/p><p>Example: In the case of a Spanish course site, bids can be adjusted for the query &#8220;learn a new language&#8221; if the user&#8217;s language preference is English. The user is more likely to buy a tutorial if the language setting is Spanish. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2005398 e-con-full category-data e-flex e-con e-child\" data-id=\"2005398\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-423c255 elementor-widget elementor-widget-heading\" data-id=\"423c255\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Remarketing list<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ead3d11 elementor-widget elementor-widget-text-editor\" data-id=\"ead3d11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids on the Search and Display Networks, and Hotel Ads according to the remarketing list the user is on. The Search and Display Networks can also take into account the period since the user was added. In addition, the Search Network takes into account each list to which a user belongs, for a given campaign or ad group.  <\/p><p>Example: In the case of an online clothing retailer, bids can be adjusted if someone has already viewed a product on a previous visit to the website, and whether or not they added it to their shopping cart the previous week (rather than the previous month). It&#8217;s more likely that they&#8217;ll want to buy it soon. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4bd794 e-con-full category-data e-flex e-con e-child\" data-id=\"a4bd794\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a58a80 elementor-widget elementor-widget-heading\" data-id=\"4a58a80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Browser<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d32a54 elementor-widget elementor-widget-text-editor\" data-id=\"4d32a54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the browser used by the user.<br>Example: In the case of a company offering health foods, bids can be adjusted if a person searches from Chrome, which has a higher conversion rate for this company than other browsers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36b08f6 e-con-full category-data e-flex e-con e-child\" data-id=\"36b08f6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d537785 elementor-widget elementor-widget-heading\" data-id=\"d537785\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Operating system<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a202f88 elementor-widget elementor-widget-text-editor\" data-id=\"a202f88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the user&#8217;s operating system.<\/p><p>Example: In the case of a game app developer, bids can be adjusted if someone searches for &#8220;puzzle game&#8221; on Google Play from an Android device running the latest version of the operating system. This user will be more likely to install the application than someone using a less recent version. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4483451 e-con-full category-data e-flex e-con e-child\" data-id=\"4483451\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bdca2a0 elementor-widget elementor-widget-heading\" data-id=\"bdca2a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Real search query (Search and Shopping<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8ab38a elementor-widget elementor-widget-text-editor\" data-id=\"a8ab38a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids based on the text of the query that triggered the ad, not just the corresponding keyword.<\/p><p>Example: In the case of a shoe merchant, bids can be adjusted if a person&#8217;s search query is &#8220;leather boots&#8221;. This person is more likely to buy a new pair of shoes than someone searching for &#8220;repair boots&#8221;, even if both searches include the keyword &#8220;boots&#8221; as a broad query. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4497b88 e-con-full category-data e-flex e-con e-child\" data-id=\"4497b88\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39ef8ba elementor-widget elementor-widget-heading\" data-id=\"39ef8ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Research Network Partner (Research Network only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84e75df elementor-widget elementor-widget-text-editor\" data-id=\"84e75df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the Search Network partner site on which the ad is displayed.<\/p><p>Example: In the case of a FMCG brand, bids can be adjusted if the query comes from a more relevant search on an e-commerce site, which has a higher probability of conversion than a news site.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52ed42d e-con-full category-data e-flex e-con e-child\" data-id=\"52ed42d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e2f190 elementor-widget elementor-widget-heading\" data-id=\"6e2f190\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Web location (Display Network only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cc1a28 elementor-widget elementor-widget-text-editor\" data-id=\"7cc1a28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Google Ads can optimize bids according to the site location on which the ad is displayed.<\/p><p>Example: In the case of a FMCG brand, bids can be adjusted if the ad is displayed on a popular site with high traffic, as its conversion probability is higher.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7247136 e-con-full category-data e-flex e-con e-child\" data-id=\"7247136\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7399b77 elementor-widget elementor-widget-heading\" data-id=\"7399b77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Site behavior (Display Network only)\n<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7ddfbc elementor-widget elementor-widget-text-editor\" data-id=\"e7ddfbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids based on a person&#8217;s activity on your site, including the number of pages viewed, the value of products viewed, the stage of the conversion process reached and other sites previously accessed.<\/p><p>Example: In the case of a furniture brand, bids can be adjusted if a person has viewed several expensive sofas, rather than lower-priced lamps.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0edf45 e-con-full category-data e-flex e-con e-child\" data-id=\"e0edf45\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b16a7c elementor-widget elementor-widget-heading\" data-id=\"9b16a7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Product attributes (Shopping only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6ffb13 elementor-widget elementor-widget-text-editor\" data-id=\"e6ffb13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids if attributes are similar for several products, including price, condition, brand and category.<\/p><p>Example: If you&#8217;re an outdoor equipment dealer, bids can be adjusted if you add to your product data a tent that resembles some of your existing items with a high conversion probability.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf9cacb e-con-full category-data e-flex e-con e-child\" data-id=\"cf9cacb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f85256 elementor-widget elementor-widget-heading\" data-id=\"0f85256\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Hotel and stay attributes (Hotels only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1d03ac elementor-widget elementor-widget-text-editor\" data-id=\"a1d03ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids according to the hotel attributes and stays selected by the user.<\/p><p>Example: For a given hotel, bids can be adjusted if positive guest ratings, and the indication of user-selected arrival and departure dates (rather than default dates) are more likely to generate a hotel booking.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d5538c e-con-full category-data e-flex e-con e-child\" data-id=\"2d5538c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3da9b7f elementor-widget elementor-widget-heading\" data-id=\"3da9b7f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Mobile application reviews (coming soon)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5130288 elementor-widget elementor-widget-text-editor\" data-id=\"5130288\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids based on the value and quantity of an application&#8217;s reviews.<\/p><p>Example: In the case of a fitness brand, bids can be adjusted if an application has excellent reviews and is more likely to generate an install.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b709e5 e-con-full category-data e-flex e-con e-child\" data-id=\"3b709e5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7bf7e20 elementor-widget elementor-widget-heading\" data-id=\"7bf7e20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Competitive pricing (Shopping and Hotel Ads only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0529dc elementor-widget elementor-widget-text-editor\" data-id=\"a0529dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids by comparing your rates with those of other advertisers taking part in the same auctions as you.<\/p><p>Example: If you&#8217;re a kitchenware retailer, your bids may be adjusted if you offer a better deal on a set of knives than other advertisers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7cb0f57 e-con-full category-data e-flex e-con e-child\" data-id=\"7cb0f57\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70bc6ed elementor-widget elementor-widget-heading\" data-id=\"70bc6ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Seasonality (Shopping only)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f815e3e elementor-widget elementor-widget-text-editor\" data-id=\"f815e3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Description: Google Ads can optimize bids according to performance trends at different times of the year.<\/p><p>Example: In the case of an electronics store, bids can be adjusted if someone is looking for a new TV around the festive season, when the probability of conversion is generally higher.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a1bbb8 e-con-full category-data e-flex e-con e-child\" data-id=\"4a1bbb8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ac80e5 elementor-widget elementor-widget-heading\" data-id=\"7ac80e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd5439d elementor-widget elementor-widget-text-editor\" data-id=\"dd5439d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In short, the machine learning algorithms used in auctions are very useful for making reliable predictions for your account by taking into account a large number of parameters affecting performance.<\/p><p>Google Ads can optimize bids according to numerous signals, such as device, geographic area, geographic intent, day and time, remarketing list, price competitiveness and seasonality, for example.<\/p><p>Algorithms can help maximize the probability of conversion for different bidding campaigns based on relevant signals.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As you may know, Google Ads uses Machine Learning technologies to automatically manage your bids. It&#8217;s the bids that determine [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":16160,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[75],"tags":[78,81],"class_list":["post-22008","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trends","tag-google-ads-en","tag-google-shopping-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.2 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Signals of ML to Optimize Google Ads Bids | Adenlab<\/title>\n<meta name=\"description\" content=\"Learn how machine learning signals help optimize Google Ads bids and improve ROI with smarter campaign strategies.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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