{"id":12731,"date":"2026-09-03T15:15:16","date_gmt":"2026-09-03T09:45:16","guid":{"rendered":"https:\/\/www.qeretail.com\/blog\/?p=12731"},"modified":"2026-09-03T15:16:17","modified_gmt":"2026-09-03T09:46:17","slug":"shopify-ab-testing","status":"publish","type":"post","link":"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing","title":{"rendered":"A\/B Testing on Shopify: What to Test First for Conversion Gains"},"content":{"rendered":"<p>Your Shopify store can have strong traffic, good products, and a well-designed storefront, yet still leave conversion opportunities unexplored.<\/p>\n<p>The challenge is knowing which change is actually worth testing.<\/p>\n<p>A different button colour, headline, product image, cart layout, or checkout interaction may all look like reasonable experiments. But testing random elements can consume time without producing insights that meaningfully improve the business.<\/p>\n<p>A better approach is to start with the parts of the shopping journey that influence important customer decisions and have enough traffic to produce useful evidence.<\/p>\n<p>A\/B testing gives Shopify stores a way to compare different experiences with real customers instead of relying entirely on assumptions. <a href=\"https:\/\/www.shopify.com\/blog\/ab-testing\">Shopify<\/a> describes A\/B testing as a method for testing variations against each other and using measurable outcomes to determine which performs better.<\/p>\n<p><a href=\"https:\/\/www.qeretail.com\/contact-us\"><img decoding=\"async\" class=\"alignnone wp-image-12736 size-full\" src=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation.webp\" alt=\"book consultation\" width=\"2048\" height=\"333\" srcset=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation.webp 2048w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation-300x49.webp 300w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation-1024x167.webp 1024w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation-768x125.webp 768w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/book-consultation-1536x250.webp 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<p><strong>Key Action Points Summary<\/strong><\/p>\n<ul>\n<li>Start with high-traffic pages that influence important purchasing decisions<\/li>\n<li>Identify the customer problem before deciding what to test<\/li>\n<li>Prioritize tests based on potential business impact and implementation effort<\/li>\n<li>Test product-page elements before moving into more complex experiences<\/li>\n<li>Evaluate cart and checkout interactions where appropriate<\/li>\n<li>Use one clear primary conversion metric for each experiment<\/li>\n<li>Avoid declaring winners from short-term or insufficient data<\/li>\n<li>Consider revenue and business value alongside conversion rate<\/li>\n<li>Segment results only when there is a strong business reason<\/li>\n<li>Turn successful experiments into permanent improvements and new hypotheses<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Quick_Wins_Find_Your_Best_Shopify_AB_Testing_Opportunities\"><\/span><strong>Quick Wins: Find Your Best Shopify A\/B Testing Opportunities<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Before building an experiment, look at your existing store data. The most valuable test is often hidden inside a page or interaction that already receives significant customer attention.<\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-12732 size-full\" src=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities.webp\" alt=\"quick wins: find your best shopify a\/b testing opportunities\" width=\"1549\" height=\"1015\" srcset=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities.webp 1549w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities-300x197.webp 300w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities-1024x671.webp 1024w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities-768x503.webp 768w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/quick-wins-find-your-best-shopify-ab-testing-opportunities-1536x1006.webp 1536w\" sizes=\"(max-width: 1549px) 100vw, 1549px\" \/><\/p>\n<h3><strong>1. Identify Your Highest-Traffic Pages<\/strong><\/h3>\n<p>Review your analytics and find the product pages, collection pages, cart, and other storefront areas receiving the most qualified traffic. These can provide a stronger starting point than low-volume pages.<\/p>\n<h3><strong>2. Find Pages With Strong Traffic But Weak Conversion<\/strong><\/h3>\n<p>Compare traffic with add-to-cart, checkout initiation, and purchase behaviour. A high-traffic page with a meaningful drop-off can be more valuable to test than a page with very little activity.<\/p>\n<h3><strong>3. Look For Repeated Customer Friction<\/strong><\/h3>\n<p>Review search behaviour, product interactions, cart exits, support questions, and session recordings where available. Repeated friction can provide stronger testing ideas than personal opinions about design.<\/p>\n<h3><strong>4. Check Your Mobile Experience Separately<\/strong><\/h3>\n<p>Compare mobile and desktop conversion behaviour. If mobile users interact with products differently or drop off earlier, the issue may be specific to responsive layouts, interactions, or performance.<\/p>\n<h3><strong>5. Create A Short Testing Backlog<\/strong><\/h3>\n<p>Write down five potential experiments and rank them by expected business impact, traffic availability, confidence in the hypothesis, and technical effort. This prevents your testing program from becoming a collection of disconnected ideas.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Shopify_AB_Tests_To_Prioritize_For_Meaningful_Conversion_Improvements\"><\/span><strong>5 Shopify A\/B Tests To Prioritize For Meaningful Conversion Improvements<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A\/B testing becomes more useful when experiments are selected according to where customer behaviour and business value intersect.<\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-12733 size-full\" src=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements.webp\" alt=\"5 shopify a\/b tests to prioritize for meaningful conversion improvements\" width=\"1549\" height=\"1015\" srcset=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements.webp 1549w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements-300x197.webp 300w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements-1024x671.webp 1024w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements-768x503.webp 768w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/5-shopify-ab-tests-to-prioritize-for-meaningful-conversion-improvements-1536x1006.webp 1536w\" sizes=\"(max-width: 1549px) 100vw, 1549px\" \/><\/p>\n<p>Instead of testing whatever element is easiest to change, Shopify stores should prioritize experiences that can influence product understanding, purchase intent, transaction completion, or revenue.<\/p>\n<p>These five areas provide a practical starting point while leaving room for deeper technical experimentation as your store matures.<\/p>\n<h3><strong>1. Test Your Product Page&#8217;s Purchase Decision Structure<\/strong><\/h3>\n<p>The product page often has to answer several questions before a customer is willing to add an item to the cart.<\/p>\n<p>What is the product? Why should I choose it? How much does it cost? Which variant do I need? When will it arrive? Can I return it?<\/p>\n<p>If important information is buried beneath long descriptions, reviews, tabs, or secondary content, customers may need to work harder before taking action.<\/p>\n<p>Product information is not a minor part of this decision process. <a href=\"https:\/\/www.salsify.com\/blog\/consumer-research\">Salsify&#8217;s Consumer Research<\/a> found that 87% of consumers consider product content extremely or very important when deciding whether to purchase. This makes information hierarchy a meaningful area to investigate rather than simply a visual design preference.<\/p>\n<p>Rather than testing isolated visual elements first, test how the purchase decision is structured.<\/p>\n<p><strong>What Should Shopify Stores Do To Improve?<\/strong><\/p>\n<ul>\n<li>Test different product-information hierarchies<\/li>\n<li>Compare prominent versus lower-positioned purchase information<\/li>\n<li>Test alternative product-image and content arrangements<\/li>\n<li>Experiment with clearer variant-selection experiences<\/li>\n<li>Measure changes against add-to-cart and purchase behaviour<\/li>\n<\/ul>\n<div class=\"red_blockquote\">\n<blockquote>\n<h3 class=\"blockquote_title\">Quick Win:<\/h3>\n<p>Choose one high-traffic product page and identify the three pieces of information customers most need before purchasing. Create a variation that makes those elements easier to understand and test it against the current experience.<\/p><\/blockquote>\n<\/div>\n<h3><strong>2. Test Your Primary Call-To-Action And Add-To-Cart Experience<\/strong><\/h3>\n<p>A customer&#8217;s decision can be made but still fail to translate into action if the purchasing interaction is unclear, difficult to locate, or poorly adapted to the device being used.<\/p>\n<p>The important question is not simply whether a button says &#8220;Add to Cart&#8221; or something different.<\/p>\n<p>The experiment should examine whether the entire interaction makes the next action obvious and easy to complete.<\/p>\n<p><strong>What Should Shopify Stores Do To Improve?<\/strong><\/p>\n<ul>\n<li>Test different primary CTA placements<\/li>\n<li>Compare sticky and non-sticky purchase controls where appropriate<\/li>\n<li>Test simplified variant-selection interactions<\/li>\n<li>Compare cart-drawer and direct-cart experiences where feasible<\/li>\n<li>Measure add-to-cart quality rather than clicks alone<\/li>\n<\/ul>\n<div class=\"red_blockquote\">\n<blockquote>\n<h3 class=\"blockquote_title\">Quick Win:<\/h3>\n<p>Review your product pages on mobile and desktop. Identify where the primary purchase action becomes difficult to see or use during scrolling, then create one focused variation addressing that specific issue.<\/p><\/blockquote>\n<\/div>\n<h3><strong>3. Test Cart Experiences That Influence Checkout Progression<\/strong><\/h3>\n<p>The cart is more than a place where customers review products.<\/p>\n<p>It is a transition point between interest and transaction.<\/p>\n<p>Customers may reconsider their purchase because of unexpected costs, unclear quantities, difficult editing, unnecessary promotional interactions, or distractions that appear after they have already decided to buy.<\/p>\n<p>A useful cart experiment should therefore focus on whether the experience helps customers confidently move toward checkout.<\/p>\n<p><strong>What Should Shopify Stores Do To Improve?<\/strong><\/p>\n<ul>\n<li>Test different cart information hierarchies<\/li>\n<li>Compare streamlined and more complex cart interactions<\/li>\n<li>Test visibility of shipping or delivery information<\/li>\n<li>Experiment with relevant cross-sell placement<\/li>\n<li>Measure checkout initiation and completed purchases<\/li>\n<\/ul>\n<div class=\"red_blockquote\">\n<blockquote>\n<h3 class=\"blockquote_title\">Quick Win:<\/h3>\n<p>Take one common purchase journey and document every interaction from add-to-cart to checkout. Identify the first interaction that does not directly help customers review or complete their purchase and consider it as a testing opportunity.<\/p><\/blockquote>\n<\/div>\n<h3><strong>4. Test Personalization and Product Recommendations<\/strong><\/h3>\n<p>Not every customer arrives with the same needs.<\/p>\n<p>A first-time visitor may need product education, while a returning customer may already understand the category and need help choosing between a few specific products.<\/p>\n<p>This creates an opportunity to test whether more relevant product recommendations or contextual experiences can influence purchasing behaviour.<\/p>\n<p><strong>What Should Shopify Stores Do To Improve?<\/strong><\/p>\n<ul>\n<li>Test personalized versus generic recommendations<\/li>\n<li>Compare different recommendation placements<\/li>\n<li>Test recommendations based on product relationships<\/li>\n<li>Measure recommendation interactions against purchases<\/li>\n<li>Evaluate whether recommendations increase revenue without distracting customers<\/li>\n<\/ul>\n<div class=\"red_blockquote\">\n<blockquote>\n<h3 class=\"blockquote_title\">Quick Win:<\/h3>\n<p>Select a high-traffic product page and compare your current recommendation strategy with one alternative based on a clear relationship such as complementary products, frequently purchased products, or relevant category alternatives.<\/p><\/blockquote>\n<\/div>\n<h3><strong>5. Test The Experience Where Customers Are Actually Dropping Off<\/strong><\/h3>\n<p>The highest-value experiment is not always on the homepage or product page.<\/p>\n<p>Sometimes the biggest opportunity exists in a specific step where customers consistently stop progressing.<\/p>\n<p>That could be a collection page, product variant selector, cart, login requirement, shipping step, payment interaction, or mobile interface.<\/p>\n<p><strong>What Should Shopify Stores Do To Improve?<\/strong><\/p>\n<ul>\n<li>Identify major drop-off points across the purchase journey<\/li>\n<li>Compare conversion behaviour between devices<\/li>\n<li>Test one major friction point at a time<\/li>\n<li>Connect behavioural data with experiment results<\/li>\n<li>Prioritize experiments according to potential revenue impact<\/li>\n<\/ul>\n<div class=\"red_blockquote\">\n<blockquote>\n<h3 class=\"blockquote_title\">Quick Win:<\/h3>\n<p>Choose one funnel stage with a noticeable drop-off and document what customers must do to continue. Create one hypothesis explaining why they may be leaving and build your next experiment around that specific issue.<\/p><\/blockquote>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"How_QeRetail_Helps_Shopify_Stores_Build_A_Better_AB_Testing_Strategy\"><\/span><strong>How QeRetail Helps Shopify Stores Build A Better A\/B Testing Strategy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/www.qeretail.com\/\">QeRetail <\/a>helps Shopify businesses turn experimentation from isolated design changes into a more structured approach to storefront optimization, customer behaviour analysis, and technical improvement.<\/p>\n<h3><strong>1. Shopify Conversion Rate Optimization<\/strong><\/h3>\n<p>We analyze customer journeys, page performance, product interactions, cart behaviour, and conversion funnels to identify opportunities where experimentation can produce meaningful business insights.<\/p>\n<h3><strong>2. A\/B Testing Strategy And Experiment Design<\/strong><\/h3>\n<p>Our team can help define hypotheses, identify suitable test variables, establish primary metrics, structure variations, and determine which experiments deserve development resources first.<\/p>\n<h3><strong>3. Custom Shopify Experiment Development<\/strong><\/h3>\n<p>When a test requires functionality beyond standard theme settings, we can develop custom storefront components and controlled variations that allow businesses to test more meaningful experiences.<\/p>\n<h3><strong>4. Shopify Analytics And Behaviour Tracking<\/strong><\/h3>\n<p>We connect storefront behaviour with analytics and relevant business data to help identify where customers hesitate, abandon, interact, or convert.<\/p>\n<h3><strong>5. Shopify API And Third-Party Integrations<\/strong><\/h3>\n<p>We integrate Shopify with analytics, customer data, personalization, experimentation, search, and other platforms when the testing requirement extends beyond native capabilities.<\/p>\n<h3><strong>6. Experimentation And Technical Optimization<\/strong><\/h3>\n<p>A\/B test results can reveal deeper technical opportunities involving navigation, performance, product discovery, cart interactions, personalization, or checkout experiences. We help turn those insights into scalable Shopify improvements.<\/p>\n<p><a href=\"https:\/\/www.qeretail.com\/contact-us\"><img decoding=\"async\" class=\"alignnone wp-image-12735 size-full\" src=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts.webp\" alt=\"talk experts\" width=\"2048\" height=\"333\" srcset=\"https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts.webp 2048w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts-300x49.webp 300w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts-1024x167.webp 1024w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts-768x125.webp 768w, https:\/\/www.qeretail.com\/blog\/wp-content\/uploads\/2026\/09\/talk-experts-1536x250.webp 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A\/B testing can become one of the most valuable tools in a Shopify store&#8217;s optimization strategy, but only when experimentation is connected to meaningful business questions.<\/p>\n<p>The objective should not be to run as many tests as possible.<\/p>\n<p>It should be to identify where customer behaviour and business performance suggest an opportunity, test a specific hypothesis, understand the result, and use that learning to make the next improvement more informed.<\/p>\n<p>QeRetail helps businesses build that process through Shopify UX optimization, custom development, analytics integration, experimentation strategy, and conversion-focused digital solutions.<\/p>\n<p><a href=\"https:\/\/www.qeretail.com\/contact-us\">Contact us<\/a> to identify which Shopify experience you should test first.<\/p>\n<div class=\"faq-section\"><h2><span class=\"ez-toc-section\" id=\"Frequently_Asked_Questions\"><\/span>Frequently Asked Questions<span class=\"ez-toc-section-end\"><\/span><\/h2><div class=\"faq-item active\"><h3 class=\"faq-question\">What Should I A\/B Test First On Shopify?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:block;\">Start with a high-traffic experience that directly influences purchasing behaviour, such as a product page, add-to-cart interaction, cart, or a major drop-off point in the purchase journey. Prioritize the test according to potential business impact rather than how easy the change is to make.<\/div><\/div><div class=\"faq-item \"><h3 class=\"faq-question\">How Much Traffic Do I Need For A Shopify A\/B Test?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:none;\">There is no universal traffic number because the required sample size depends on factors such as your baseline conversion rate, expected improvement, statistical confidence, and experiment design. Smaller improvements generally require more traffic to detect reliably.<\/div><\/div><div class=\"faq-item \"><h3 class=\"faq-question\">How Long Should A Shopify A\/B Test Run?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:none;\">The appropriate duration depends on traffic, conversion volume, expected effect size, and the statistical method being used. Avoid stopping an experiment simply because an early result looks positive. The test should collect enough evidence to support the business decision.<\/div><\/div><div class=\"faq-item \"><h3 class=\"faq-question\">Should I Test One Element Or Multiple Elements At Once?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:none;\">For many Shopify stores, testing one focused change makes it easier to understand why the result occurred. More complex experiments can test multiple variables, but they generally require stronger traffic levels, clearer experimental design, and more sophisticated analysis.<\/div><\/div><div class=\"faq-item \"><h3 class=\"faq-question\">Can A\/B Testing Improve Shopify Conversion Rates?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:none;\">A\/B testing can help identify changes that improve conversion performance, but it does not guarantee a lift from every experiment. Its larger value is helping businesses replace assumptions with evidence and identify which storefront improvements are worth implementing.<\/div><\/div><div class=\"faq-item \"><h3 class=\"faq-question\">What If My Shopify Store Does Not Have Enough Traffic For A\/B Testing?<span class=\"faq-icon\">+<\/span><\/h3><div class=\"faq-answer\" style=\"display:none;\">Low traffic does not mean optimization should stop. Stores with insufficient volume can use analytics, customer interviews, usability testing, session recordings, support data, and qualitative research to develop stronger hypotheses before running experiments. Once traffic is sufficient, those hypotheses can become structured A\/B tests.<\/div><\/div><\/div>\r\n    <style>\r\n    .faq-item {\r\n        border-bottom: 1px solid #ddd;\r\n        padding: 10px 0;\r\n    }\r\n\r\n    .faq-question {\r\n        cursor: pointer;\r\n        font-weight: 600;\r\n        display: flex;\r\n        justify-content: space-between;\r\n        align-items: center;\r\n    }\r\n\r\n    .faq-icon {\r\n        font-size: 22px;\r\n    }\r\n\r\n    .faq-item.active .faq-icon {\r\n        transform: rotate(45deg);\r\n    }\r\n\r\n    .faq-answer {\r\n        padding: 15px 0;\r\n    }\r\n    <\/style>\r\n\r\n    <script>\r\n    jQuery(document).ready(function($){\r\n\r\n        $('.faq-question').click(function(){\r\n\r\n            var parent = $(this).closest('.faq-item');\r\n\r\n            $('.faq-item').not(parent)\r\n                .removeClass('active')\r\n                .find('.faq-answer')\r\n                .slideUp();\r\n\r\n            parent.toggleClass('active');\r\n            parent.find('.faq-answer').slideToggle();\r\n\r\n        });\r\n\r\n    });\r\n    <\/script>\r\n\r\n    \n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<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:\/\/www.qeretail.com\/blog\/shopify-ab-testing\/#Quick_Wins_Find_Your_Best_Shopify_AB_Testing_Opportunities\" >Quick Wins: Find Your Best Shopify A\/B Testing Opportunities<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing\/#5_Shopify_AB_Tests_To_Prioritize_For_Meaningful_Conversion_Improvements\" >5 Shopify A\/B Tests To Prioritize For Meaningful Conversion Improvements<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing\/#How_QeRetail_Helps_Shopify_Stores_Build_A_Better_AB_Testing_Strategy\" >How QeRetail Helps Shopify Stores Build A Better A\/B Testing Strategy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing\/#Conclusion\" >Conclusion<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing\/#Frequently_Asked_Questions\" >Frequently Asked Questions<\/a><\/li><\/ul><\/nav><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Your Shopify store can have strong traffic, good products, and a well-designed storefront, yet still leave conversion opportunities unexplored. The challenge is knowing which change is actually worth testing. A different button colour, headline, product image, cart layout, or checkout interaction may all look like reasonable experiments. But testing random elements can consume time without &hellip; <a href=\"https:\/\/www.qeretail.com\/blog\/shopify-ab-testing\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">A\/B Testing on Shopify: What to Test First for Conversion Gains<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":29,"featured_media":12734,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-12731","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-shopify"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Shopify A\/B Testing: What to Test First for Conversion Gains<\/title>\n<meta name=\"description\" content=\"Discover the best Shopify A\/B tests to run first, how to prioritize experiments, choose the 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