{"id":1345,"date":"2025-12-17T09:41:24","date_gmt":"2025-12-17T09:41:24","guid":{"rendered":"https:\/\/www.kadam.net\/blog\/?p=1345"},"modified":"2026-03-24T10:22:12","modified_gmt":"2026-03-24T10:22:12","slug":"push-2025-ab-casebook-tests","status":"publish","type":"post","link":"https:\/\/www.kadam.net\/en\/blog\/advertisers\/push-2025-ab-casebook-tests\/","title":{"rendered":"All-In-One Guide to A\/B Push in 2025: Winning Hypotheses and Failed Push Experiments"},"content":{"rendered":"\n<p>In this article, we analyze the results of A\/B tests in push campaigns from 2025. We look at which hypotheses worked, which failed, and why. We examine patterns in audience behavior and learn how to predict user response to offers and reduce the risk of unsuccessful launches.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Did A\/B push Tests Teach in 2025?<\/h3>\n\n\n\n<p>In 2025, the main lesson for advertisers was the importance of personalization. Personalized creatives showed 25\u201340% higher CTR. This is driven not only by relevance but also by proper testing methodology: testing one variable at a time and working with statistically significant samples helps identify what truly impacts performance. This allows advertisers to select the most relevant offer for each audience segment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Types of A\/B push Tests Were Used Most Often?<\/h3>\n\n\n\n<p>The main focus was on testing notification content, experimenting with different landing pages via URL changes, and expanding multivariate testing. At the same time, less attention was paid to post-click optimization, even though up to 40\u201360% of users leave the landing page without completing a target action.<\/p>\n\n\n\n<p>Platforms with AI-driven push optimization showed 20\u201330% higher CTR compared to manual campaign management.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Actually Impacts CR and CTR<\/h3>\n\n\n\n<p>The key factor is how relevant the offer is to the user\u2019s current need. Everything depends on how accurately you address that need and guide the user toward the desired action.<\/p>\n\n\n\n<p>Other important factors include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>timing based on the user\u2019s time zone<\/li>\n\n\n\n<li>personalization for specific segments<\/li>\n\n\n\n<li>landing page quality<\/li>\n<\/ul>\n\n\n\n<p>Even small details matter here.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Which push Hypotheses Failed and Why?<\/h3>\n\n\n\n<p>Most failures were caused by incorrect testing methodology. Attempts to test too many variables at once led to inconsistent and unreliable results.<\/p>\n\n\n\n<p>Mass campaigns without segmentation showed CTR 2\u20133 times lower than segmented campaigns. In addition, using the same creative for more than 7 days led to noticeable CTR decline.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Creatives: What Performs Better<\/h3>\n\n\n\n<p>Key performance drivers include headline, visual elements, and numerical value propositions. The winning combination depends on the audience segment, but some patterns remain consistent.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Headlines vs Visual Elements<\/h3>\n\n\n\n<p>Headlines with specific numbers consistently outperform abstract messaging.<br>For example, \u201cEarn up to 15% annually\u201d shows 20\u201325% higher CTR than \u201cHigh investment returns.\u201d<\/p>\n\n\n\n<p>Questions in headlines perform better for warm audiences, while clear benefit-driven statements work better for cold audiences.<\/p>\n\n\n\n<p>Visual elements are especially important for Android, where images are supported.<br>Images with people deliver 15\u201318% higher CTR compared to push without images.<br>In fintech, growth charts increase clicks by 12\u201315% compared to text-only push.<\/p>\n\n\n\n<p>On iOS, push notifications are limited to text and the website icon, so the focus is entirely on the headline and the first characters of the message.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Combinations That Most Often Drive Performance Growth<\/h3>\n\n\n\n<p>The most effective combinations include clear value and a sense of urgency.<br>The basic formula: a specific number + clear benefit + deadline.<br>In crypto campaigns, adding performance changes over a period also works well.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Audience and Targeting<\/h3>\n\n\n\n<p>An effective strategy is to start with a narrow, high-CR segment and scale from there.<br>The best results come from audiences that have already completed target actions.<\/p>\n\n\n\n<p>On low-quality traffic, even strong offers show low conversion rates.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Broad vs Narrow Segments<\/h3>\n\n\n\n<p>Broad segments underperform compared to narrow ones in high-cost verticals.<br>In fintech and crypto, behavioral segmentation is essential: users with prior interactions convert 3\u20135 times better.<\/p>\n\n\n\n<p>In microloans, broader targeting can work, but creatives should be adapted to different audience groups.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Frequency and Timing of push Notifications<\/h3>\n\n\n\n<p>It is important to maintain balance: too frequent messages cause irritation, while too infrequent ones lose user attention. Frequency and timing should be adjusted based on the audience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Does Frequency Affect Performance Across GEOs?<\/h3>\n\n\n\n<p>Tier-1 audiences typically tolerate 1\u20132 messages per day.<br>In Tier-2 and Tier-3 regions, up to 3 messages per day can be tested.<\/p>\n\n\n\n<p>In fintech campaigns, it is recommended not to exceed 2 touches per day regardless of GEO.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Timing Localization<\/h3>\n\n\n\n<p>User local time is a critical factor.<br>Sending notifications between 9\u201311 AM and 7\u20139 PM local time can deliver 25\u201330% higher CTR compared to random timing.<\/p>\n\n\n\n<p>Night-time push notifications reduce CTR and increase unsubscribe rates.<br>Weekdays perform better for B2B and fintech campaigns, while weekends are more effective for entertainment and e-commerce.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How to Avoid Audience Burnout<\/h3>\n\n\n\n<p>Audience burnout is one of the main reasons for declining push campaign performance.<\/p>\n\n\n\n<p>Recommended practices:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>rotate creatives every 5\u20137 days<\/li>\n\n\n\n<li>send more messages to active users<\/li>\n\n\n\n<li>reduce or pause messaging for inactive users<\/li>\n<\/ul>\n\n\n\n<p>If the unsubscribe rate exceeds 0.5%, it is a clear signal of issues with frequency or relevance.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore key insights from 2025 A\/B push testing: uncover winning strategies, understand audience engagement, and reduce risks for future campaigns.<\/p>\n","protected":false},"author":5,"featured_media":1348,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[2],"tags":[79],"class_list":["post-1345","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-advertisers","tag-push"],"custom_author":"Kadam","_links":{"self":[{"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/posts\/1345","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/comments?post=1345"}],"version-history":[{"count":2,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/posts\/1345\/revisions"}],"predecessor-version":[{"id":1355,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/posts\/1345\/revisions\/1355"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/media\/1348"}],"wp:attachment":[{"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/media?parent=1345"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/categories?post=1345"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kadam.net\/blog\/wp-json\/wp\/v2\/tags?post=1345"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}