{"id":695335,"date":"2025-10-17T15:10:13","date_gmt":"2025-10-17T12:10:13","guid":{"rendered":"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/"},"modified":"2025-10-17T15:10:13","modified_gmt":"2025-10-17T12:10:13","slug":"why-incrementality-is-the-only-metric-that-proves-marketings-real-impact","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/","title":{"rendered":"Why incrementality is the only metric that proves marketing\u2019s real impact"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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-6a384923f3a4f\" 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-6a384923f3a4f\" 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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#Every_channel_claims_credit_Incrementality_testing_reveals_what_really_drove_growth_%E2%80%93_and_what_just_took_credit_for_it\" >Every channel claims credit. Incrementality testing reveals what really drove growth \u2013 and what just took credit for it.<\/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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#The_problem_with_%E2%80%98great_results_that_dont_actually_drive_growth\" >The problem with \u2018great\u2019 results that don\u2019t actually drive growth<\/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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#What_incrementality_actually_measures\" >What incrementality actually measures<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#Why_incrementality_matters_more_than_ever\" >Why incrementality matters more than ever<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#4_reliable_ways_to_measure_incrementality\" >4 reliable ways to measure incrementality<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#1_Randomized_holdout_user-level_testing\" >1. Randomized holdout (user-level testing)<\/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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#2_Geo_holdout_testing\" >2. Geo holdout testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#3_Synthetic_control_and_causal_modeling\" >3. Synthetic control and causal modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#4_Marketing_mix_modeling_MMM\" >4. Marketing mix modeling (MMM)<\/a><\/li><\/ul><\/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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#How_ad_platforms_support_incrementality\" >How ad platforms support incrementality<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#How_to_run_your_first_incrementality_test\" >How to run your first incrementality test<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#Common_pitfalls_to_avoid\" >Common pitfalls to avoid<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/buradabiliyorum.com\/en\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact\/#Make_lift_your_new_baseline\" >Make lift your new baseline<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"subhead\" itemprop=\"alternativeHeadline\"><span class=\"ez-toc-section\" id=\"Every_channel_claims_credit_Incrementality_testing_reveals_what_really_drove_growth_%E2%80%93_and_what_just_took_credit_for_it\"><\/span>Every channel claims credit. Incrementality testing reveals what really drove growth \u2013 and what just took credit for it.<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<div class=\"bialty-container\">\n<p>Attribution shows who gets credit. Incrementality shows what your marketing truly caused.<\/p>\n<p>In an era of automation and privacy restrictions, understanding the real lift behind your campaigns is the only way to prove what\u2019s working.<\/p>\n<p>This article breaks down what incrementality measures, why it matters, and how to test it across today\u2019s major ad platforms.<\/p>\n<h2 id=\"the-problem-with-great-results-that-dont-actually-drive-growth\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_problem_with_%E2%80%98great_results_that_dont_actually_drive_growth\"><\/span>The problem with \u2018great\u2019 results that don\u2019t actually drive growth<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Marketers love big numbers \u2013 CTR, impressions, and ROAS all sound great in a deck.\u00a0<\/p>\n<p>But what if those results don\u2019t represent real business growth?<\/p>\n<p>For example, a paid search campaign reports a 10x ROAS.<\/p>\n<p>It might sound amazing. But if 90% of those conversions would\u2019ve h<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>ened organically without your ads, your true ROAS is much lower.<\/p>\n<p>That\u2019s where incrementality comes in.\u00a0It measures how many of those conversions happened because of your marketing, not in spite of it.\u00a0<\/p>\n<p>It\u2019s the difference between taking credit and creating value.<\/p>\n<p>When eBay paused its brand search ads, a <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.3982\/ECTA12423\/\" target=\"_blank\" rel=\"noopener\">large-scale field experiment<\/a> found sales were largely unchanged \u2013 showing those ads were capturing existing demand, not creating new growth.<\/p>\n<p><strong><em>Dig deeper: <\/em><\/strong><strong><em>Incrementality testing in advertising: Who are the winners and losers?<\/em><\/strong><\/p>\n<h2 id=\"what-incrementality-actually-measures\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_incrementality_actually_measures\"><\/span>What incrementality actually measures<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Incrementality quantifies the causal lift from your marketing. It\u2019s a measure of what changed because your campaign existed.<\/p>\n<p>In practice:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Test group:<\/strong> People or regions exposed to your ads.<\/li>\n<li><strong>Control group:<\/strong> Similar people or regions not exposed.<\/li>\n<li><strong>Lift:<\/strong> The difference in outcomes between the two groups.<\/li>\n<\/ul>\n<p>If your test group produced 1,250 purchases and your control group 1,000, your campaign drove +250 incremental sales (+25% lift) \u2013 the part that wouldn\u2019t have happened without you.<\/p>\n<h2 id=\"why-incrementality-matters-more-than-ever\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_incrementality_matters_more_than_ever\"><\/span>Why incrementality matters more than ever<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Traditional metrics hint at performance \u2013 incrementality proves it.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>It reveals waste:<\/strong> You can see where ads simply capture organic demand (like branded search for established brands).<\/li>\n<li><strong>It informs budget:<\/strong> You\u2019ll know which channels actually generate new revenue and which just take credit for it.<\/li>\n<li><strong>It builds trust:<\/strong> Finance and leadership teams care about what changed, not what was \u201cattributed.\u201d<\/li>\n<\/ul>\n<p>In short, incrementality aligns marketing metrics with business outcomes.<\/p>\n<h2 id=\"reliable-ways-to-measure-incrementality\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_reliable_ways_to_measure_incrementality\"><\/span>4 reliable ways to measure incrementality<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Each incrementality test asks the same question: What would\u2019ve happened without my ads?<\/p>\n<p>These four methods offer different ways to answer it, depending on how much control and data you have.<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<tbody>\n<tr>\n<td><strong>Method<\/strong><\/td>\n<td><strong>How it works<\/strong><\/td>\n<td><strong>Best for<\/strong><\/td>\n<td><strong>Why use it<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>Randomized holdout<\/strong><\/td>\n<td>Randomly split audience into test vs. control<\/td>\n<td>Paid <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">social<\/a>, display, search<\/td>\n<td>Gold standard; directly measures causal impact<\/td>\n<\/tr>\n<tr>\n<td><strong>Geo holdout<\/strong><\/td>\n<td>Run campaign in test regions, pause in others<\/td>\n<td>Offline, retail, CTV<\/td>\n<td>Scales to large markets; works when user-level control isn\u2019t possible<\/td>\n<\/tr>\n<tr>\n<td><strong>Synthetic control \/ Causal modeling<\/strong><\/td>\n<td>Build a \u201csynthetic\u201d baseline from historical or similar data<\/td>\n<td>One-off or national campaigns<\/td>\n<td>Useful when you can\u2019t randomize; relies on good data<\/td>\n<\/tr>\n<tr>\n<td><strong>Marketing mix modeling (MMM)<\/strong><\/td>\n<td>Use regression to estimate each channel\u2019s contribution<\/td>\n<td>Multi-channel, long-term planning<\/td>\n<td>Privacy-safe and strategic; best when calibrated with experiments<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h3 class=\"wp-block-heading\" id=\"h-1-randomized-holdout-user-level-testing\"><span class=\"ez-toc-section\" id=\"1_Randomized_holdout_user-level_testing\"><\/span>1. Randomized holdout (user-level testing)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Also called randomized controlled trial (RCT), this is the cleanest way to measure lift.<\/p>\n<p>You randomly divide your audience.\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li>One half sees your ads (test).<\/li>\n<li>The other half doesn\u2019t (control).\u00a0<\/li>\n<\/ul>\n<p>Your campaign directly causes any difference in conversions or revenue.<\/p>\n<p>Platforms like <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.facebook.com\/business\/m\/one-sheeters\/conversion-lift\">Meta (Facebook\/Instagram)<\/a> and <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/support.google.com\/google-ads\/answer\/12005564?hl=en\">Google Ads (YouTube, Display)<\/a> now offer built-in lift tests that handle randomization and reporting automatically.<\/p>\n<p><strong>When to use:<\/strong> Digital campaigns with measurable conversions and sufficient volume.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-2-geo-holdout-testing\"><span class=\"ez-toc-section\" id=\"2_Geo_holdout_testing\"><\/span>2. Geo holdout testing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When you can\u2019t randomize individuals, randomize regions.<\/p>\n<p>Choose comparable locations, such as two cities with similar purchase patterns.\u00a0<\/p>\n<p>Run your ads in one and pause in the other. The difference in results reveals your incremental lift.<\/p>\n<p><strong>Why it works:<\/strong> Real-world scale, works across offline or mixed channels (e.g., TV, radio, or retail).<\/p>\n<p><strong>Caution:<\/strong> Match regions carefully and allow for enough time to balance out local fluctuations.<\/p>\n<p><strong><em>Dig deeper: The ROAS illusion: Rethinking what Google Ads success looks like<\/em><\/strong><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-3-synthetic-control-and-causal-modeling\"><span class=\"ez-toc-section\" id=\"3_Synthetic_control_and_causal_modeling\"><\/span>3. Synthetic control and causal modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When experiments aren\u2019t possible \u2013 say you ran a national campaign \u2013 you can estimate what would\u2019ve happened without your ads using data models.<\/p>\n<p>Tools like Google\u2019s CausalImpact and Meta\u2019s GeoLift build a synthetic \u201ctwin\u201d of your audience or region based on past trends.\u00a0<\/p>\n<p>Comparing actual results to this modeled baseline reveals your campaign\u2019s incremental effect.<\/p>\n<p>It\u2019s not as airtight as a true experiment, but it\u2019s a strong option for retrospective or large-scale campaigns.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-4-marketing-mix-modeling-mmm\"><span class=\"ez-toc-section\" id=\"4_Marketing_mix_modeling_MMM\"><\/span>4. Marketing mix modeling (MMM)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MMM uses historical, aggregated data (e.g., spend, impressions, sales) to measure each channel\u2019s contribution over time.<\/p>\n<p>It\u2019s <strong>not<\/strong> an experiment, but when calibrated with incrementality studies, it provides a strategic, privacy-safe view of ROI across channels.<\/p>\n<p>MMM answers questions like:<\/p>\n<ul class=\"wp-block-list\">\n<li>\u201cWhat share of sales did Meta vs. Search drive last quarter?\u201d<\/li>\n<li>\u201cWhat happens to revenue if we cut TV spend by 20%?\u201d<\/li>\n<\/ul>\n<p>Think of MMM as the macro view, and lift testing as the ground truth that keeps it accurate.<\/p>\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 id=\"how-ad-platforms-support-incrementality\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_ad_platforms_support_incrementality\"><\/span>How ad platforms support incrementality<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Major ad platforms now offer built-in tools to help marketers measure lift directly \u2013 no manual setup required.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Meta (Facebook\/Instagram): <\/strong>Offers Conversion Lift and Brand Lift studies \u2013 randomized tests that directly measure incremental conversions or brand outcomes.<\/li>\n<li><strong>Google Ads: <\/strong>Provides Conversion Lift for YouTube and Display, with \u201cghost ads\u201d simulating withheld exposure for the control group. You can also run A\/B experiments with Drafts and Experiments for Search.<\/li>\n<li><strong>TikTok: <\/strong>Recently launched Conversion Lift Studies, showing that a large percentage of conversions measured by lift were exclusive to TikTok \u2013 meaning they wouldn\u2019t have occurred through other channels.<\/li>\n<li><strong>Amazon Ads: <\/strong>Has limited native lift testing; most advertisers use geo-based experiments or work with measurement partners to determine incremental impact.<\/li>\n<\/ul>\n<h2 id=\"how-to-run-your-first-incrementality-test\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_to_run_your_first_incrementality_test\"><\/span>How to run your first incrementality test<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Here\u2019s a straightforward process to get started:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Choose one campaign and KPI:<\/strong> For example, Facebook campaign targeting add-to-cart conversions.<\/li>\n<li><strong>Form a hypothesis:<\/strong> \u201cThis campaign will increase conversions by at least 10% over baseline.\u201d<\/li>\n<li><strong>Set up control and test groups:<\/strong> Use a platform lift test or create your own random or geo holdout.<\/li>\n<li><strong>Run the test for a full conversion cycle:<\/strong> Avoid overlapping changes (like price updates or promotions).<\/li>\n<li><strong>Collect data and calculate lift:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Incremental conversions = Test \u2212 Control<\/li>\n<li>Lift (%) = (Test \u2212 Control) \u00f7 Control \u00d7 100<\/li>\n<li>iROAS = Incremental revenue \u00f7 Spend<\/li>\n<\/ul>\n<\/li>\n<li><strong>Make decisions:<\/strong> Scale what\u2019s proven incremental. Pause or rethink what isn\u2019t.<\/li>\n<li><strong>Repeat quarterly:<\/strong> Use learnings to calibrate attribution models and budget plans.<\/li>\n<\/ul>\n<h2 id=\"common-pitfalls-to-avoid\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Common_pitfalls_to_avoid\"><\/span>Common pitfalls to avoid<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Even well-designed tests can fail if the setup or timing is off.\u00a0<\/p>\n<p>Watch out for these common mistakes that can distort your results or hide true lift.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Running tests that are too small or too short:<\/strong> Without statistical power, you can\u2019t trust the result.<\/li>\n<li><strong>Contaminating the control group:<\/strong> Make sure control users or regions truly don\u2019t see your ads.<\/li>\n<li><strong>Testing too many variables at once:<\/strong> Keep it simple \u2013 one campaign, one goal.<\/li>\n<li><strong>Relying solely on attribution:<\/strong> Attribution models show credit, not cause.<\/li>\n<li><strong>Forgetting to document results:<\/strong> Keep an \u201cincrementality log\u201d test setup, data, and learnings so your team can build institutional knowledge.<\/li>\n<\/ul>\n<h2 id=\"make-lift-your-new-baseline\" class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Make_lift_your_new_baseline\"><\/span>Make lift your new baseline<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Three major shifts make incrementality indispensable today:<\/p>\n<ul class=\"wp-block-list\">\n<li>Privacy restrictions limit what we can track \u2013 experiments measure lift without personal data.<\/li>\n<li>Automated ad systems optimize for conversions, not necessarily incremental ones.<\/li>\n<li>Economic pressure demands proof of value. When budgets tighten, finance wants to know what happens if you turn ads off.<\/li>\n<\/ul>\n<p>Attribution shows where conversions came from. Incrementality shows whether marketing caused them at all.\u00a0<\/p>\n<p>In a world where every click is already claimed by someone, lift is how you prove your ads aren\u2019t just showing up \u2013 they\u2019re driving growth.<\/p>\n<p>Start with one clean test, validate key channels, and make lift your new baseline. Because if your marketing doesn\u2019t create new demand, it\u2019s not really working.<\/p>\n<p><strong><em>Dig deeper: PPC experimentation vs. PPC testing: A practical breakdown<\/em><\/strong><\/p>\n<\/div>\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:\/\/buradabiliyorum.com\/en\/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\/why-incrementality-is-the-only-metric-that-proves-marketings-real-impact-463439\" target=\"_blank\" >Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Every channel claims credit. Incrementality testing reveals what really drove growth \u2013 and what just took credit for it. Attribution shows who gets credit. Incrementality shows what your marketing truly caused. In an era of automation and privacy restrictions, understanding the real lift behind your campaigns is the only way to prove what\u2019s working. This&#8230;<\/p>\n","protected":false},"author":1,"featured_media":695336,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/searchengineland.com\/wp-content\/seloads\/2025\/10\/ChatGPT-Image-Incrementality.png","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-695335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/695335","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=695335"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/695335\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/695336"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=695335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=695335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=695335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}