{"id":655021,"date":"2025-02-28T11:34:18","date_gmt":"2025-02-28T08:34:18","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/"},"modified":"2025-02-28T11:34:18","modified_gmt":"2025-02-28T08:34:18","slug":"how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/","title":{"rendered":"#How BigQuery ML unlocks better targeting, bidding, ROI in Google Ads"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2f35f97b2e9\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2f35f97b2e9\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Hidden_in_your_Google_Ads_data_is_the_key_to_better_ROI_BigQuery_ML_reveals_patterns_predicts_success_and_helps_you_spend_smarter\" >Hidden in your Google Ads data is the key to better ROI. BigQuery ML reveals patterns, predicts success, and helps you spend smarter.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#What_is_BigQuery_ML\" >What is BigQuery ML?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Why_you_should_use_BigQuery_ML_for_Google_Ads\" >Why you should use BigQuery ML for Google Ads<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Enhanced_audience_targeting\" >Enhanced audience targeting<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Improved_campaign_optimization\" >Improved campaign optimization<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Personalized_customer_experiences\" >Personalized customer experiences<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Fraud_detection\" >Fraud detection<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Real-world_applications_of_BigQuery_ML_in_Google_Ads\" >Real-world applications of BigQuery ML in Google Ads<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#4_quick_steps_to_getting_started_with_BigQuery_ML_for_Google_Ads\" >4 quick steps to getting started with BigQuery ML for Google Ads<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/buradabiliyorum.com\/en\/how-bigquery-ml-unlocks-better-targeting-bidding-roi-in-google-ads\/#Maximizing_BigQuery_ML_for_Google_Ads\" >Maximizing BigQuery ML for Google Ads<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Hidden_in_your_Google_Ads_data_is_the_key_to_better_ROI_BigQuery_ML_reveals_patterns_predicts_success_and_helps_you_spend_smarter\"><\/span>Hidden in your Google Ads data is the key to better ROI. BigQuery ML reveals patterns, predicts success, and helps you spend smarter.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p>Success in Google Ads hinges on how well you use your data.<\/p>\n<p>With AI-driven features like Smart Bidding, traditional PPC tactics like campaign structure and keyword selection don\u2019t carry the same weight.<\/p>\n<p>However, Google Ads provides a goldmine of insights into performance, user behavior, and conversions.\u00a0<\/p>\n<p>The challenge? Turning that data into action.<\/p>\n<p>Enter Google\u2019s BigQuery ML \u2013 a powerful yet underused tool that can help you optimize campaigns and drive better results.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-is-bigquery-ml\"><span class=\"ez-toc-section\" id=\"What_is_BigQuery_ML\"><\/span>What is BigQuery ML?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>BigQuery ML is a machine learning tool within the Google Cloud Platform that lets you build and deploy models directly in your BigQuery data warehouse.<\/p>\n<p>What makes it stand out is its speed and ease of use \u2013 you don\u2019t need to be a machine learning expert or write complex code.<\/p>\n<p>With simple SQL queries, you can create predictive models that enhance your Google Ads campaigns.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-why-you-should-use-bigquery-ml-for-google-ads\"><span class=\"ez-toc-section\" id=\"Why_you_should_use_BigQuery_ML_for_Google_Ads\"><\/span>Why you should use BigQuery ML for Google Ads<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Instead of relying on manual analysis, BigQuery ML automates and optimizes key campaign elements \u2013 ensuring better results with less guesswork.\u00a0<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-enhanced-audience-targeting\"><span class=\"ez-toc-section\" id=\"Enhanced_audience_targeting\"><\/span>Enhanced audience targeting<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Predictive customer segmentation:<\/strong> BigQuery ML analyzes customer data to uncover valuable audience segments. These insights help create highly targeted ad groups, ensuring your ads reach the most relevant users.<\/li>\n<li><strong>Lookalike audience expansion:<\/strong> By training a model on your high-value customers, you can identify similar users who are likely to convert, allowing you to expand your reach and tap into new profitable segments.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-improved-campaign-optimization\"><span class=\"ez-toc-section\" id=\"Improved_campaign_optimization\"><\/span>Improved campaign optimization<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Automated bidding strategies:<\/strong> BigQuery ML predicts conversion likelihood for different keywords and ad placements, helping you automate bidding and maximize ROI.<\/li>\n<li><strong>Ad copy optimization:<\/strong> By analyzing historical performance, BigQuery ML identifies the most effective ad variations, allowing you to refine your creatives and improve click-through rates.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-personalized-customer-experiences\"><span class=\"ez-toc-section\" id=\"Personalized_customer_experiences\"><\/span>Personalized customer experiences<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Dynamic ad content:<\/strong> BigQuery ML personalizes ad content in real-time based on user behavior and preferences, making your ads more relevant and increasing conversion chances.<\/li>\n<li><strong>Personalized landing pages:<\/strong> By integrating with your landing page platform, BigQuery ML tailors the user experience to match individual preferences, boosting conversion rates.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\" id=\"h-fraud-detection\"><span class=\"ez-toc-section\" id=\"Fraud_detection\"><\/span>Fraud detection<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong>Anomaly detection:<\/strong> BigQuery ML identifies unusual patterns in your campaign data that could indicate fraud. This allows you to take proactive measures to protect your budget and ensure your ads reach real users.<\/li>\n<\/ul>\n<p><!-- START INLINE FORM --><\/p>\n<p><!-- END INLINE FORM --><\/p>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\">\n<h2 class=\"wp-block-heading\" id=\"h-real-world-applications-of-bigquery-ml-in-google-ads\"><span class=\"ez-toc-section\" id=\"Real-world_applications_of_BigQuery_ML_in_Google_Ads\"><\/span>Real-world applications of BigQuery ML in Google Ads<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>By <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>lying machine learning to your Google Ads data, you can uncover trends, refine targeting, and maximize ROI with greater precision.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Predicting customer lifetime value:<\/strong> Identify high-value customers and tailor your campaigns to maximize their long-term engagement.<\/li>\n<li><strong>Forecasting campaign performance:<\/strong> Anticipate future trends and adjust your strategies accordingly.<\/li>\n<li><strong>Optimizing campaign budget allocation:<\/strong> Distribute your budget across campaigns and ad groups based on predicted performance.<\/li>\n<li><strong>Identifying high-performing keywords:<\/strong> Discover new keywords that are likely to drive conversions.<\/li>\n<li><strong>Reducing customer acquisition cost:<\/strong> Optimize your campaigns to acquire customers at the lowest possible cost.<\/li>\n<\/ul>\n<p>We ran propensity models for a higher education client, and the results were striking.\u00a0<\/p>\n<p>The high-propensity segment converted at 17 times the rate of medium- and low-propensity audiences.\u00a0<\/p>\n<p>Beyond boosting performance, these models provided valuable insights into more effective budget allocation, both within campaigns and across channels.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1140\" height=\"750\" alt=\"Conversion rate by audience segment\" class=\"wp-image-452688\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment.png.webp 1140w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-514x338.png.webp 514w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-800x526.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-172x113.png.webp 172w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-768x505.png.webp 768w\" data-lazy-sizes=\"(max-width: 1140px) 100vw, 1140px\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment.png.webp\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1140\" height=\"750\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment.png.webp\" alt=\"Conversion rate by audience segment\" class=\"wp-image-452688\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment.png.webp 1140w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-514x338.png.webp 514w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-800x526.png.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-172x113.png.webp 172w,https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/Conversion-rate-by-audience-segment-768x505.png.webp 768w\" sizes=\"(max-width: 1140px) 100vw, 1140px\"><\/figure>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-4-quick-steps-to-getting-started-with-bigquery-ml-for-google-ads\"><span class=\"ez-toc-section\" id=\"4_quick_steps_to_getting_started_with_BigQuery_ML_for_Google_Ads\"><\/span>4 quick steps to getting started with BigQuery ML for Google Ads<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Our organization\u2019s data cloud engineering team helps gather, organize, and run these models \u2013 a skill set many companies have yet to integrate into their paid search strategies.<\/p>\n<p>However, this is changing. If you\u2019re ready to get started, here are four key steps:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Link your Google Ads account to BigQuery<\/strong>: Gain access to your campaign data within BigQuery.<\/li>\n<li><strong>Explore your data<\/strong>: Use SQL queries to analyze trends and identify patterns.<\/li>\n<li><strong>Build a machine learning model<\/strong>: Create a predictive model using BigQuery ML.<\/li>\n<li><strong>Deploy your model<\/strong>: Integrate it with Google Ads to automate optimization and personalization.<\/li>\n<\/ul>\n<p>For comprehensive guides, checklists, and case studies to assist in deploying BigQuery ML models effectively, explore the<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/instant-bqml.appspot.com\/resources\" target=\"_blank\" rel=\"noopener\"> Instant BQML resources<\/a>.<\/p>\n<p>These materials provide step-by-step instructions and best practices to enhance your campaign\u2019s performance.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-maximizing-bigquery-ml-for-google-ads\"><span class=\"ez-toc-section\" id=\"Maximizing_BigQuery_ML_for_Google_Ads\"><\/span>Maximizing BigQuery ML for Google Ads<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>In the era of data-driven advertising, BigQuery ML is a <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/game\/\" data-internallinksmanager029f6b8e52c=\"7\" title=\"Game\" target=\"_blank\" rel=\"noopener\">game<\/a>-changer.\u00a0<\/p>\n<p>By applying machine learning to your Google Ads data, you can unlock powerful insights that enhance targeting, optimize bidding, and improve personalization.<\/p>\n<p>Here are the best practices for success:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Data quality is key<\/strong>: Ensure your data is clean, accurate, and up-to-date for reliable predictions.<\/li>\n<li><strong>Start small:<\/strong> Focus on a specific use case before scaling your approach.<\/li>\n<li><strong>Continuous optimization<\/strong>: Regularly monitor and refine your models for the best results.<\/li>\n<\/ul>\n<p>By leveraging BigQuery ML, you can take your Google Ads strategy to the next level \u2013 building a competitive edge and driving better results with data-driven decision-making.<\/p>\n<\/div>\n<p><\/p>\n<div class=\"about-author\">\n<p>About the author<\/p>\n<div class=\"information\">\n<div class=\"author-module\">\n<div class=\"row\">\n<div class=\"col-12 col-lg-3 text-center\">\n<div class=\"avatar\">\n\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" alt=\"Jason Tabeling\" width=\"140\" height=\"140\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/08\/Jason_Tabeling-338x338.jpg.webp\"><img loading=\"lazy\" decoding=\"async\" class=\"img-fluid rounded-circle avatar-border\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/08\/Jason_Tabeling-338x338.jpg.webp\" alt=\"Jason Tabeling\" width=\"140\" height=\"140\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<div class=\"col-12 col-lg-9\">\n<div class=\"about\">\n<div class=\"name\">\n\t\t\t\t\t\t\t<strong>Jason Tabeling<\/strong>\n\t\t\t\t\t\t<\/div>\n<div class=\"row g-2 pt-2\">\n<div class=\"col-auto twitter\">\n\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/twitter.com\/intent\/follow?original_referer=https%3A%2F%2Fsearchengineland.com%2F&amp;region=follow_link&amp;screen_name=jtabeling&amp;tw_p=followbutton&amp;variant=2.0\" rel=\"me\" target=\"_blank\" aria-label=\"opens in a new tab\"><i class=\"fab fa-x-twitter\"><\/i><\/a>\n\t\t\t\t\t\t\t<\/div>\n<div class=\"col-auto\">\n\t\t\t\t\t\t\t\t\t<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/jasontabeling\/\" target=\"_blank\" aria-label=\"opens in a new tab\"><i class=\"fab fa-linkedin\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n<\/p><\/div>\n<p>\t\t\t\t\t\tJason Tabeling is the Head of Solutions for <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.gofurther.com\/\">Further<\/a> and is an accomplished marketing executive and proven leader with over 20 years of experience growing strong and profitable teams, working for and with Fortune 500 companies in a variety of industries. In his role he oversees the Solution teams which help enterprise business teams use data, cloud, and AI to grow and work more efficiently. <\/p>\n<p>Prior to Further, Jason served as CEO of AirTank an eCommerce software and services company. He has also played roles as Executive Vice President of Product for BrandMuscle, an enterprise software and services company focused on Fortune 1,000 brands, where he led product innovation and strategy. <\/p>\n<p>He also spent 16 years working with Rosetta, Razorfish and Progressive Insurance, leading Paid, Earned and Owned <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">media<\/a> teams across health care, financial services and retail verticals. He was named a &#8220;40 under 40&#8221; by Direct Marketing <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">News<\/a>, has been a judge for the AMA Reggie Awards, and has been published in Forbes and many other publications as a subject matter expert.\t\t\t\t\t<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMN63nwsw68G3Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/category\/technology\/\" target=\"_blank\" >Technology<\/a><\/span> category.<\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/searchengineland.com\/bigquery-ml-targeting-bidding-roi-google-ads-452686\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hidden in your Google Ads data is the key to better ROI. BigQuery ML reveals patterns, predicts success, and helps you spend smarter. Success in Google Ads hinges on how well you use your data. With AI-driven features like Smart Bidding, traditional PPC tactics like campaign structure and keyword selection don\u2019t carry the same weight&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":655022,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/02\/How-BigQuery-ML-unlocks-better-targeting-bidding-and-ROI-in-Google-Ads.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[152278,142591,107942],"class_list":["post-655021","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-generative-engine-optimization-geo","tag-google-ads","tag-ppc"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/655021","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=655021"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/655021\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/655022"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=655021"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=655021"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=655021"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}