{"id":569,"date":"2026-08-28T16:48:56","date_gmt":"2026-08-28T14:48:56","guid":{"rendered":"https:\/\/mersad.digital\/?post_type=insight&#038;p=569"},"modified":"2026-08-28T16:48:56","modified_gmt":"2026-08-28T14:48:56","slug":"ecommerce-search-analytics-cro","status":"publish","type":"insight","link":"https:\/\/mersad.digital\/ar\/insights\/ecommerce-search-analytics-cro\/","title":{"rendered":"Ecommerce Search Analytics: Turn On-Site Search Data Into CRO Decisions"},"content":{"rendered":"<h1>Ecommerce Search Analytics: Turn On-Site Search Data Into CRO Decisions<\/h1>\n<p><strong>Ecommerce search analytics cro<\/strong> is useful when it helps an ecommerce team make a clearer commercial decision. On-site search contains explicit customer language and demand, but many teams only look at total search usage instead of what customers searched, what they found, and whether they progressed.<\/p>\n<p>The right approach is to connect search users, query volume, zero-result rate, result click rate, search-to-PDP progression, add-to-cart, purchase, and revenue per search user and then break the result down by query type, device, language, category, new vs returning, and traffic source. This guide focuses on diagnosis, operational feasibility, and measurable business impact rather than generic CRO tactics.<\/p>\n<p>\u0627\u0644\u0647\u062f\u0641 \u0644\u064a\u0633 \u0625\u0646\u0634\u0627\u0621 Checklist \u062c\u062f\u064a\u062f\u0629\u060c \u0628\u0644 \u0641\u0647\u0645 \u0627\u0644\u0622\u0644\u064a\u0629 \u062e\u0644\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0646\u0627\u0642\u0635\u0629\u060c \u062b\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0627\u0644\u064a Direct Fix \u0623\u0648 Research \u0623\u0639\u0645\u0642 \u0623\u0648 Implementation \u0623\u0648 Experiment. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>ecommerce search analytics cro<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>Classify search queries by intent<\/h2>\n<p>Separate exact products, brands, categories, attributes, problems, misspellings, and unsupported demand. Different query classes need different fixes.<\/p>\n<h2>Measure result usefulness<\/h2>\n<p>A result page can technically return products and still fail. Track result clicks, reformulations, exits, and progression to PDPs.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce search analytics cro<\/strong>\u060c \u0648\u062b\u0651\u0642 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u062a\u0623\u062b\u0631 \u0648\u0645\u0635\u062f\u0631 \u0627\u0644\u062f\u0644\u064a\u0644 \u0648\u0627\u0644\u0640Business Exposure \u0648\u0627\u0644\u0640Owner \u0648Success Metric \u062d\u062a\u0649 \u062a\u0638\u0644 \u0627\u0644\u0640Recommendation \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0642\u0631\u0627\u0631 \u0641\u0639\u0644\u064a \u0628\u062f\u0644 \u0623\u0646 \u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631 Site-wide \u0639\u0627\u0645.<\/p>\n<h2>Analyze zero-result demand separately<\/h2>\n<p>A zero result can mean the product is missing, terminology differs, spelling is wrong, or the query is not relevant to the catalog. Classify before acting.<\/p>\n<h2>Compare search users with non-search users carefully<\/h2>\n<p>Search users often have higher intent, so stronger conversion does not prove search causes the difference. Use search analysis to understand behavior, not to claim causality.<\/p>\n<h2>Use language to improve information architecture<\/h2>\n<p>Repeated queries can reveal customer terminology that should influence product titles, synonyms, navigation labels, filters, and content.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce search analytics cro<\/strong>\u060c \u0648\u062b\u0651\u0642 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u062a\u0623\u062b\u0631 \u0648\u0645\u0635\u062f\u0631 \u0627\u0644\u062f\u0644\u064a\u0644 \u0648\u0627\u0644\u0640Business Exposure \u0648\u0627\u0644\u0640Owner \u0648Success Metric \u062d\u062a\u0649 \u062a\u0638\u0644 \u0627\u0644\u0640Recommendation \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0642\u0631\u0627\u0631 \u0641\u0639\u0644\u064a \u0628\u062f\u0644 \u0623\u0646 \u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631 Site-wide \u0639\u0627\u0645.<\/p>\n<h2>Find high-demand weak-result queries<\/h2>\n<p>Prioritize queries with meaningful demand and poor progression. These can represent lost product discovery even when the sitewide search metric looks healthy.<\/p>\n<h2>Connect search to merchandising<\/h2>\n<p>Search ranking, stock, product cards, and promotions all affect result usefulness. Treat search as a merchandising surface, not a standalone technical feature.<\/p>\n<h2>Create a recurring search-review cadence<\/h2>\n<p>Monitor new queries, seasonal demand, zero results, and result quality. Search behavior changes as products, campaigns, and customer language evolve.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce search analytics cro<\/strong>\u060c \u0648\u062b\u0651\u0642 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u062a\u0623\u062b\u0631 \u0648\u0645\u0635\u062f\u0631 \u0627\u0644\u062f\u0644\u064a\u0644 \u0648\u0627\u0644\u0640Business Exposure \u0648\u0627\u0644\u0640Owner \u0648Success Metric \u062d\u062a\u0649 \u062a\u0638\u0644 \u0627\u0644\u0640Recommendation \u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0642\u0631\u0627\u0631 \u0641\u0639\u0644\u064a \u0628\u062f\u0644 \u0623\u0646 \u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631 Site-wide \u0639\u0627\u0645.<\/p>\n<h2>\u0648\u0631\u0642\u0629 \u0639\u0645\u0644 \u062a\u0634\u062e\u064a\u0635\u064a\u0629 \u0639\u0645\u0644\u064a\u0629<\/h2>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce search analytics cro<\/strong>\u060c \u0627\u0633\u062a\u062e\u062f\u0645 Worksheet \u0645\u062e\u062a\u0635\u0631\u0629 \u0628\u062f\u0644 Audit \u0637\u0648\u064a\u0644 \u063a\u064a\u0631 \u0645\u0631\u062a\u0628.<\/p>\n<p>| \u0627\u0644\u062d\u0642\u0644 | \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u062a\u0633\u062c\u064a\u0644\u0647 |<br \/>\n|&#8212;|&#8212;|<br \/>\n| \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 | Revenue \u0623\u0648 Orders \u0623\u0648 Conversion Efficiency \u0623\u0648 Operational Impact |<br \/>\n| \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u062a\u0623\u062b\u0631 | \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0623\u0648 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0635\u0641\u062d\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062a\u0623\u062b\u0631\u0629 \u0641\u0639\u0644\u064a\u064b\u0627 |<br \/>\n| \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 | \u0627\u0644\u0645\u0639\u062f\u0644 \u0623\u0648 \u0627\u0644\u0633\u0644\u0648\u0643 \u0623\u0648 \u0627\u0644\u062e\u0637\u0623 \u0623\u0648 Customer Feedback \u0627\u0644\u0645\u0642\u0627\u0633 |<br \/>\n| \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 | \u0641\u062a\u0631\u0629 \u062a\u0627\u0631\u064a\u062e\u064a\u0629 \u0623\u0648 Segment \u062f\u0627\u062e\u0644\u064a \u0623\u0648 Control |<br \/>\n| \u062c\u0648\u062f\u0629 \u0627\u0644\u062f\u0644\u064a\u0644 | Analytics \u0623\u0648 Technical Proof \u0623\u0648 Qualitative Research \u0623\u0648 \u0645\u0632\u064a\u062c \u0645\u0646\u0647\u0627 |<br \/>\n| Hypothesis | \u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0630\u064a \u0645\u0627 \u0632\u0627\u0644 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 Validation |<br \/>\n| \u0646\u0648\u0639 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 | Fix \u0623\u0648 Research \u0623\u0648 Implement \u0623\u0648 Experiment \u0623\u0648 Monitor |<br \/>\n| Owner | \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 |<br \/>\n| Success Metric | \u0627\u0644\u0640Metric \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u062a\u062d\u0631\u0643 \u0625\u0630\u0627 \u0646\u062c\u062d \u0627\u0644\u0625\u062c\u0631\u0627\u0621 |<br \/>\n| Guardrail | \u0646\u062a\u064a\u062c\u0629 \u062a\u062c\u0627\u0631\u064a\u0629 \u0623\u0648 \u0644\u0644\u0639\u0645\u064a\u0644 \u064a\u062c\u0628 \u0623\u0644\u0627 \u062a\u062a\u062f\u0647\u0648\u0631 | \u0641\u064a \u0633\u064a\u0627\u0642 <strong>ecommerce search analytics cro<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0647\u0630\u0627 \u0627\u0644\u0647\u064a\u0643\u0644 \u064a\u062c\u0639\u0644 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0638\u0627\u0647\u0631\u0629 \u0648\u064a\u0645\u0646\u0639 \u0627\u0644\u0641\u0631\u0642 \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 Correlation \u0643\u0633\u0628\u0628 \u0645\u062b\u0628\u062a.<\/p>\n<h2>Measurement Framework<\/h2>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u064a\u0642\u0633\u0645 \u062a\u0642\u0631\u064a\u0631 <strong>ecommerce search analytics cro<\/strong> \u0625\u0644\u0649 \u062b\u0644\u0627\u062b \u0637\u0628\u0642\u0627\u062a.<\/p>\n<h3>\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629<\/h3>\n<p>Use the business metrics most relevant to the decision: search users, query volume, zero-result rate, result click rate, search-to-PDP progression, add-to-cart, purchase, and revenue per search user.<\/p>\n<h3>\u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u064a<\/h3>\n<p>Break the result down by query type, device, language, category, new vs returning, and traffic source.<\/p>\n<h3>\u0627\u0644\u0623\u062f\u0644\u0629 \u0648\u0627\u0644\u0640Guardrails<\/h3>\n<p>\u0623\u0636\u0641 \u0623\u062f\u0644\u0629 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u064a\u0644 \u0648Technical Integrity Checks \u0648Downstream Guardrails \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0634\u0641 Trade-off \u0636\u0627\u0631\u064b\u0627. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0644\u0627 \u062a\u062e\u062a\u0644\u0642 Benchmark \u062e\u0627\u0631\u062c\u064a\u064b\u0627 \u0641\u0642\u0637 \u0644\u0623\u0646 \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u064a\u062d\u062a\u0627\u062c Target. \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0648\u0627\u0644\u0640Comparable Segments \u0648\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0631 \u063a\u0627\u0644\u0628\u064b\u0627 \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0645\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062c\u0645\u0639\u0647\u0627 \u0642\u0628\u0644 \u0623\u0648\u0644 Recommendation\u061f<\/h2>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0645\u0631\u0627\u062c\u0639\u0629 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> review should start by defining the minimum evidence needed to make the decision. The exact dataset depends on the business question, but the team should normally collect the commercial outcome, the audience exposed to the issue, the relevant page or operational stage, and the time period in which the change occurred. For search analytics, the evidence set should also include the business and operational context specific to <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>.<\/p>\n<p>\u0642\u062f \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0643\u0645\u064a\u0629 Sessions \u0648Users \u0648Orders \u0648Revenue \u0648Conversion Rate \u0648Revenue per Session \u0648AOV \u0648Product Exposure \u0648Add-to-cart Behavior \u0648Checkout Progression \u0648Error Events \u0648Payment Outcomes \u0648Stock Status \u0648Delivery Conditions. \u0644\u064a\u0633\u062a \u0643\u0644 Metric \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0643\u0644 \u062a\u062d\u0644\u064a\u0644\u061b \u0627\u0644\u0647\u062f\u0641 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0642\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0639\u0632\u0644 \u0627\u0644\u0622\u0644\u064a\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u064a\u062c\u0628 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a Qualitative \u0623\u064a\u0636\u064b\u0627 \u0628\u0642\u0635\u062f \u0648\u0627\u0636\u062d. \u062a\u0643\u0648\u0646 Session Recordings \u0648User Testing \u0648Support Conversations \u0648Reviews \u0648On-site Surveys \u0648Search Logs \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062c\u064a\u0628 \u0639\u0646 \u0633\u0624\u0627\u0644 \u0645\u062d\u062f\u062f \u0645\u0633\u0628\u0642\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0634\u0627\u0647\u062f\u0629 Recordings \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0628\u062f\u0648\u0646 Cohort \u0648\u0627\u0636\u062d \u0642\u062f \u062a\u0646\u062a\u062c Anecdotes \u0644\u0627 Evidence. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0648\u0623\u062e\u064a\u0631\u064b\u0627 \u0623\u0646\u0634\u0626 Change Log. \u0633\u062c\u0651\u0644 Releases \u0648Campaign Launches \u0648Promotions \u0648Pricing Updates \u0648Stock Incidents \u0648Payment Changes \u0648Delivery Changes \u0648Tracking Deployments. \u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0640Timeline \u0639\u0644\u0649 \u0645\u0646\u0639 \u0627\u0644\u0641\u0631\u064a\u0642 \u0645\u0646 \u0625\u0633\u0646\u0627\u062f \u0633\u0628\u0628 \u0644\u0644\u0645\u0648\u0642\u0639 \u0628\u064a\u0646\u0645\u0627 \u0627\u0644\u0633\u0628\u0628 \u062a\u062c\u0627\u0631\u064a \u0623\u0648 \u062a\u0634\u063a\u064a\u0644\u064a. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0643\u064a\u0641 \u062a\u0646\u0634\u0626 \u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0641\u064a\u062f\u0629<\/h2>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0642\u0631\u0627\u0631. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629:<\/p>\n<ul>\n<li>\u0627\u0644\u0640Segment \u0646\u0641\u0633\u0647 \u0641\u064a \u0641\u062a\u0631\u0629 \u0633\u0627\u0628\u0642\u0629 \u0645\u0633\u062a\u0642\u0631\u0629.<\/li>\n<li>\u0641\u062a\u0631\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0628\u0638\u0631\u0648\u0641 Campaign \u0648Promotion \u0645\u062a\u0642\u0627\u0631\u0628\u0629.<\/li>\n<li>Mobile \u0645\u0642\u0627\u0628\u0644 Desktop \u0639\u0646\u062f\u0645\u0627 \u064a\u062e\u062a\u0644\u0641 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0641\u0627\u0639\u0644.<\/li>\n<li>\u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062c\u062f\u062f \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0639\u0627\u0626\u062f\u064a\u0646.<\/li>\n<li>\u0645\u0646\u062a\u062c\/Category \u0645\u0642\u0627\u0628\u0644 Category \u062f\u0627\u062e\u0644\u064a\u0629 \u0645\u0634\u0627\u0628\u0647\u0629.<\/li>\n<li>\u0645\u0646\u0637\u0642\u0629 \u0645\u0642\u0627\u0628\u0644 \u0623\u062e\u0631\u0649 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0648\u0627\u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0645\u0641\u0647\u0648\u0645\u0629.<\/li>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<p>\u062a\u062c\u0646\u0628 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0639\u062f \u0631\u0624\u064a\u0629 \u0623\u064a\u0647\u0627 \u064a\u0635\u0646\u0639 \u0627\u0644\u0642\u0635\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062f\u0631\u0627\u0645\u064a\u0629. \u062d\u062f\u0651\u062f\u0647\u0627 \u0645\u0646 \u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0645\u0644. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u064a\u062c\u0628 \u0639\u0631\u0636 \u0627\u0644\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0644\u0642 \u0648\u0627\u0644\u0646\u0633\u0628\u064a \u0645\u0639\u064b\u0627. \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 2.0% \u0625\u0644\u0649 2.2% \u064a\u0639\u0646\u064a +0.2 \u0646\u0642\u0637\u0629 \u0645\u0626\u0648\u064a\u0629 \u0648+10% \u0646\u0633\u0628\u064a\u064b\u0627. \u0643\u0644\u0627\u0647\u0645\u0627 \u0635\u062d\u064a\u062d \u0644\u0643\u0646\u0647\u0645\u0627 \u064a\u0639\u0628\u0631\u0627\u0646 \u0639\u0646 \u062d\u062c\u0645 \u0645\u062e\u062a\u0644\u0641\u060c \u0648\u0639\u0631\u0636 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0623\u0643\u0628\u0631 \u0641\u0642\u0637 \u0642\u062f \u064a\u0636\u0644\u0644 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0643\u064a\u0641 \u062a\u0642\u062f\u0651\u0631 Business Impact \u0628\u0634\u0643\u0644 \u0645\u062d\u0627\u0641\u0638<\/h2>\n<p>\u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0645\u0641\u064a\u062f\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u0648\u0636\u062d \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629\u060c \u0644\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u062d\u0648\u0651\u0644 Hypothesis \u0625\u0644\u0649 \u0648\u0639\u062f \u0628\u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/p>\n<p>\u064a\u0645\u0643\u0646 \u0644\u062a\u0634\u062e\u064a\u0635 \u0628\u0633\u064a\u0637 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0628\u0646\u062a\u0627\u0626\u062c \u0645\u062a\u0648\u0642\u0639\u0629 \u0639\u0646\u062f \u0645\u0639\u062f\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u062f\u0627\u062e\u0644\u064a \u064a\u0645\u0643\u0646 \u0627\u0644\u062f\u0641\u0627\u0639 \u0639\u0646\u0647:<\/p>\n<blockquote>\n<p>\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 = \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0645\u0624\u0647\u0644 \u062d\u0627\u0644\u064a\u064b\u0627 \u00d7 \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/p>\n<\/blockquote>\n<p>\u0625\u0630\u0646:<\/p>\n<blockquote>\n<p>\u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u062a\u0634\u062e\u064a\u0635\u064a\u0629 = \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u2212 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0641\u0639\u0644\u064a\u0629<\/p>\n<\/blockquote>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u064a\u062e\u0635 Orders\u060c \u064a\u0645\u0643\u0646 \u0625\u0646\u0634\u0627\u0621 Revenue Range \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 AOV \u0627\u0644\u0645\u0646\u0627\u0633\u0628. \u0648\u0625\u0630\u0627 \u0627\u062e\u062a\u0644\u0641\u062a \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u064a\u0645\u0629 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0640Category \u0623\u0648 Contribution Margin \u0639\u0646\u062f \u062a\u0648\u0641\u0631\u0647. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u064a\u062c\u0628 \u062a\u0633\u0645\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u062d\u0633\u0627\u0628 \u0643\u062a\u0642\u062f\u064a\u0631. \u0641\u0647\u0648 \u064a\u0641\u062a\u0631\u0636 \u0623\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0646\u0627\u0633\u0628 \u0648\u0644\u0627 \u064a\u062b\u0628\u062a \u0623\u0646 \u062a\u063a\u064a\u064a\u0631 UX \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0633\u064a\u0633\u062a\u0631\u062f \u0627\u0644\u0641\u062c\u0648\u0629. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u062a\u0633\u062a\u062d\u0642 \u0628\u062d\u062b\u064b\u0627 \u0623\u0639\u0645\u0642 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0641\u0631\u0635 \u0623\u062e\u0631\u0649. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0643\u064a\u0641 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 Quantitative \u0648Qualitative Evidence<\/h2>\n<p>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u062c\u064a\u0628 \u0639\u0646 \u0623\u0633\u0626\u0644\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h3>\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a<\/h3>\n<p>\u062a\u0648\u0636\u062d \u0623\u064a\u0646 \u062a\u063a\u064a\u0651\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0623\u064a Segments \u0633\u0627\u0647\u0645\u062a \u0641\u064a\u0647.<\/p>\n<h3>Technical validation<\/h3>\n<p>\u064a\u0648\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 Tracking \u0623\u0648 Rendering \u0623\u0648 Payment \u0623\u0648 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0646\u0635\u0629 \u0645\u0639\u0637\u0644\u064b\u0627 \u0628\u0634\u0643\u0644 \u0645\u0648\u0636\u0648\u0639\u064a.<\/p>\n<h3>Behavioral Observation<\/h3>\n<p>\u064a\u0648\u0636\u062d \u0645\u0627 \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u0639\u0644\u0647 \u0623\u0648 \u064a\u0643\u0631\u0631\u0648\u0646\u0647 \u0623\u0648 \u064a\u062a\u062c\u0627\u0647\u0644\u0648\u0646\u0647 \u0623\u0648 \u064a\u062c\u062f\u0648\u0646 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0625\u0643\u0645\u0627\u0644\u0647.<\/p>\n<h3>Voice of customer<\/h3>\n<p>\u064a\u0648\u0636\u062d \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u062a\u064a \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u062a\u064a \u064a\u0639\u0628\u0631\u0648\u0646 \u0639\u0646\u0647\u0627.<\/p>\n<h3>Operational Data<\/h3>\n<p>\u064a\u0648\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u062e\u0632\u0648\u0646 \u0623\u0648 \u0627\u0644\u0634\u062d\u0646 \u0623\u0648 \u0642\u0628\u0648\u0644 \u0627\u0644\u062f\u0641\u0639 \u0623\u0648 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0623\u0648 \u0634\u0631\u0648\u0637 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0641\u0633\u0631 \u0627\u0644\u0646\u062a\u064a\u062c\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong>\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u062b\u0642\u0629 \u0623\u0642\u0648\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u0634\u064a\u0631 \u0639\u062f\u0629 \u0645\u0635\u0627\u062f\u0631 \u0645\u0633\u062a\u0642\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0622\u0644\u064a\u0629 \u0646\u0641\u0633\u0647\u0627. Heatmap \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u062a\u0639\u0644\u064a\u0642 \u0639\u0645\u064a\u0644 \u0648\u0627\u062d\u062f \u0644\u0627 \u064a\u062c\u0628 \u0623\u0646 \u064a\u062a\u063a\u0644\u0628\u0627 \u0639\u0644\u0649 Pattern \u062a\u062c\u0627\u0631\u064a \u0645\u0639\u0627\u0643\u0633. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0627\u0628\u0646\u0650 Decision Tree \u0628\u062f\u0644 \u0642\u0627\u0626\u0645\u0629 \u062a\u0648\u0635\u064a\u0627\u062a<\/h2>\n<p>Decision Tree \u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629 \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u062a\u0636\u0645 50 \u062a\u0643\u062a\u064a\u0643\u064b\u0627.<\/p>\n<p>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0633\u0629.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0642\u064a\u0627\u0633 \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642:<\/strong> \u0623\u0635\u0644\u062d Tracking \u0623\u0648\u0644\u064b\u0627.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u063a\u064a\u0631 \u0645\u062f\u0641\u0648\u0639\u064b\u0627 \u0628\u0640Traffic Mix:<\/strong> \u0627\u0639\u0645\u0644 \u0639\u0644\u0649 Acquisition \u0648Landing Allocation.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0628\u062f\u0623 \u0627\u0644\u062a\u063a\u064a\u0631 \u0641\u064a Product Discovery:<\/strong> \u0631\u0627\u062c\u0639 Navigation \u0648Search \u0648Filters \u0648Merchandising \u0648\u0645\u062f\u0649 \u0635\u0644\u0629 Product Cards. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0628\u062f\u0623 \u0627\u0644\u062a\u063a\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0640PDP:<\/strong> \u0631\u0627\u062c\u0639 Product Fit \u0648\u0627\u0644\u0633\u0639\u0631 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0640Variants \u0648\u0627\u0644\u062a\u0648\u0635\u064a\u0644 \u0648\u0627\u0644\u0625\u0631\u062c\u0627\u0639 \u0648\u0627\u0644\u0640Reviews \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0640CTA. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0628\u062f\u0623 \u0627\u0644\u062a\u063a\u064a\u0631 \u0641\u064a \u0627\u0644\u0640Checkout:<\/strong> \u0631\u0627\u062c\u0639 Form \u0648Shipping \u0648Payment \u0648\u0627\u0644\u0627\u062d\u062a\u0643\u0627\u0643 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a.<\/p>\n<p><strong>\u0625\u0630\u0627 \u0638\u0644 \u0627\u0644\u0633\u0628\u0628 \u063a\u064a\u0631 \u0645\u0624\u0643\u062f:<\/strong> \u0627\u062c\u0645\u0639 Research \u0645\u0631\u0643\u0651\u0632 \u0623\u0648 \u0635\u0645\u0651\u0645 Experiment \u0639\u0646\u062f\u0645\u0627 \u064a\u0633\u0645\u062d \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629.<\/p>\n<p>This structure keeps site search analytics and ecommerce search data connected to the business diagnosis rather than becoming isolated optimization tactics.<\/p>\n<h2>\u0645\u0644\u0643\u064a\u0629 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629<\/h2>\n<p>\u0645\u0628\u0627\u062f\u0631\u0629 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0639\u0628\u0631 \u0639\u062f\u0629 \u0641\u0631\u0642. \u0648\u0636\u0648\u062d Ownership \u064a\u0645\u0646\u0639 \u0627\u0644\u0640Findings \u0645\u0646 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 Backlog \u062f\u0627\u0626\u0645. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>| \u0646\u0648\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 | \u0627\u0644\u0640Owner \u0627\u0644\u0645\u0639\u062a\u0627\u062f |<br \/>\n|&#8212;|&#8212;|<br \/>\n| \u0633\u0644\u0627\u0645\u0629 Tracking \u0648\u0627\u0644\u0640Events | Analytics + Development |<br \/>\n| \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0631\u0627\u0641\u064a\u0643 \/ Campaign Routing | Media \/ Growth |<br \/>\n| \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648Merchandising | Ecommerce \/ Merchandising |<br \/>\n| UX \/ Content Hierarchy | CRO + UX |<br \/>\n| Front-end Implementation | Development |<br \/>\n| \u0627\u0644\u062f\u0641\u0639 \u0648\u0627\u0644\u0634\u062d\u0646 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 | Operations \/ Finance \/ Development |<br \/>\n| Experiment Design | CRO + Analytics |<br \/>\n| Customer Feedback Themes | CX \/ Support | \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0642\u062f \u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u0643\u0644 Priority Owner \u0648\u0627\u062d\u062f \u0648\u0627\u0636\u062d \u0648Dependencies \u0645\u062d\u062f\u062f\u0629.<\/p>\n<h2>\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 QA \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/h2>\n<p>\u0628\u0639\u062f \u0625\u0637\u0644\u0627\u0642 \u062a\u063a\u064a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong> \u060c \u062a\u062d\u0642\u0651\u0642 \u0645\u0646 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0648\u0627\u0644\u0642\u064a\u0627\u0633 \u0645\u0639\u064b\u0627.<\/p>\n<p>\u062a\u062d\u0642\u0642 \u0645\u0646:<\/p>\n<ol>\n<li>\u0627\u0644\u0640Segment \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641 \u064a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/li>\n<li>\u062d\u0627\u0644\u0627\u062a Mobile \u0648Desktop \u062a\u0639\u0645\u0644.<\/li>\n<li>\u0627\u0644\u0645\u062a\u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/li>\n<li>\u062d\u0627\u0644\u0627\u062a Product \u0648Variant \u0648Price \u0648Stock \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/li>\n<li>Cart \u0648Checkout \u0644\u0645 \u064a\u062a\u0623\u062b\u0631\u0627 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0642\u0635\u0648\u062f.<\/li>\n<li>Analytics Events \u0645\u0627 \u0632\u0627\u0644\u062a \u062a\u0639\u0645\u0644 \u0628\u0627\u0644\u062a\u0639\u0631\u064a\u0641\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629.<\/li>\n<li>Internal Links \u0648CTAs \u062a\u0635\u0644 \u0625\u0644\u0649 \u0648\u062c\u0647\u0627\u062a Live.<\/li>\n<li>Performance \u0644\u0627 \u064a\u062a\u062f\u0647\u0648\u0631 \u0628\u0634\u0643\u0644 \u062c\u0648\u0647\u0631\u064a.<\/li>\n<li>\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u062a\u0641\u0647\u0645 \u0623\u064a \u0648\u0639\u062f \u0623\u0648 Workflow \u062c\u062f\u064a\u062f.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u062a\u0646\u0641\u064a\u0630 Rollback \u0644\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631.<\/li>\n<\/ol>\n<ul>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0640QA \u062c\u0632\u0621 \u0645\u0646 CRO. Recommendation \u0642\u0648\u064a\u0629 \u0646\u0638\u0631\u064a\u064b\u0627 \u0642\u062f \u062a\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 Conversion Problem \u0625\u0630\u0627 \u062e\u0644\u0642 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 Defect \u062c\u062f\u064a\u062f\u064b\u0627. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0643\u064a\u0641 \u062a\u062a\u0627\u0628\u0639 \u0628\u0639\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642<\/h2>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0646\u0641\u0633 \u062a\u0639\u0631\u064a\u0641\u0627\u062a \u0627\u0644\u0640Segment \u0648\u0627\u0644\u0640Metrics \u0627\u0644\u062a\u064a \u0628\u0631\u0631\u062a \u0627\u0644\u062a\u063a\u064a\u064a\u0631.<\/p>\n<p>\u062a\u062c\u0646\u0628 \u0625\u0639\u0644\u0627\u0646 \u0627\u0644\u0646\u062c\u0627\u062d \u0645\u0646 \u062d\u0631\u0643\u0629 Sitewide \u0641\u064a Conversion \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u062f\u062e\u0644 \u064a\u0624\u062b\u0631 \u0639\u0644\u0649 Category \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 Campaign \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637. \u0642\u0627\u0631\u0646 \u0627\u0644\u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u062a\u0623\u062b\u0631\u0629 \u0648\u0631\u0627\u062c\u0639 \u0627\u0644\u0640Guardrails. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0625\u0630\u0627 \u0644\u0645 \u064a\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u062a\u062c\u0631\u064a\u0628\u064a\u064b\u0627\u060c \u0627\u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0643\u062d\u0631\u0643\u0629 \u0645\u0644\u062d\u0648\u0638\u0629 \u0628\u0639\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0645\u0639 \u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0642\u064a\u0648\u062f\u061b \u0641\u0642\u062f \u062a\u0643\u0648\u0646 \u0639\u0648\u0627\u0645\u0644 \u0623\u062e\u0631\u0649 \u062a\u063a\u064a\u0631\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0644\u0647\u0630\u0627 <strong>search analytics<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 Primary Progression Metric \u0648Revenue per Session \u0648AOV \u0648Error Rate \u0648Customer Support Themes \u0648\u0623\u064a Downstream Cost \u0630\u064a \u0635\u0644\u0629.<\/p>\n<h2>\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 Experimentation \u0645\u0646\u0627\u0633\u0628\u064b\u0627<\/h2>\n<p>\u064a\u0643\u0648\u0646 A\/B Testing \u0645\u0641\u064a\u062f\u064b\u0627 \u0639\u0646\u062f\u0645\u0627:<\/p>\n<ul>\n<li>\u062a\u0648\u062c\u062f \u0639\u062f\u0629 \u062d\u0644\u0648\u0644 \u0635\u0627\u0644\u062d\u0629.<\/li>\n<li>\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 \u063a\u064a\u0631 \u0645\u0624\u0643\u062f\u0629.<\/li>\n<li>\u062d\u062c\u0645 \u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0645\u062a\u0623\u062b\u0631 \u0643\u0627\u0641\u064d.<\/li>\n<li>Tracking \u0645\u0648\u062b\u0648\u0642.<\/li>\n<li>\u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0644\u062f\u064a\u0647 Business Exposure \u0645\u0639\u062a\u0628\u0631.<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0640Guardrails.<\/li>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<p>\u0644\u0627 \u062a\u062e\u062a\u0628\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 Broken Link \u0623\u0648 Invalid Event \u0623\u0648 Failed Payment Flow \u0623\u0648 Inaccessible Control \u0623\u0648 Incorrect Product State \u064a\u062c\u0628 \u0623\u0646 \u064a\u0638\u0644 \u0645\u0639\u0637\u0644\u064b\u0627. \u0623\u0635\u0644\u062d\u0647. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong>\u060c \u064a\u062c\u0628 \u0623\u0646 \u064a\u062c\u064a\u0628 Experimentation \u0639\u0646 \u0642\u0631\u0627\u0631 \u064a\u0646\u0648\u064a \u0627\u0644\u0641\u0631\u064a\u0642 \u062a\u063a\u064a\u064a\u0631\u0647 \u0641\u0639\u0644\u064a\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0643\u064a\u0641 \u064a\u062a\u062d\u0648\u0644 \u0647\u0630\u0627 \u0625\u0644\u0649 Operating Process \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631<\/h2>\n<p>\u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u062a\u0645\u0646\u0639 \u0627\u0644\u0641\u0631\u064a\u0642 \u0645\u0646 \u0627\u0644\u0628\u062f\u0621 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0643\u0644 \u0634\u0647\u0631.<\/p>\n<p><strong>\u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0627:<\/strong> \u0631\u0627\u0642\u0628 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u062d\u0648\u0627\u062f\u062b \u0627\u0644\u0645\u0647\u0645\u0629.<\/p>\n<p><strong>\u0634\u0647\u0631\u064a\u064b\u0627:<\/strong> \u0631\u0627\u062c\u0639 \u0623\u0639\u0644\u0649 Segment \u0642\u064a\u0645\u0629 \u0648\u0623\u062f\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648Implementation Backlog.<\/p>\n<p><strong>\u0631\u0628\u0639 \u0633\u0646\u0648\u064a:<\/strong> \u0623\u0639\u062f \u062a\u0642\u064a\u064a\u0645 Measurement Model \u0648Research Themes \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/p>\n<p>Maintain a decision log with the original evidence, action, owner, deployment date, result, and learning. This is especially valuable for internal search conversion, where the same issue can reappear in different parts of the customer journey.<\/p>\n<h2>\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/h2>\n<p>\u0642\u0628\u0644 \u0625\u063a\u0644\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong> Task\u060c \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0641\u0631\u064a\u0642 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646:<\/p>\n<ul>\n<li>\u0645\u0627 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u0644\u0648\u062d\u0638\u062a\u061f<\/li>\n<li>\u0623\u064a Segment \u062a\u0623\u062b\u0631\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0630\u0644\u0643\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0633\u062a\u0628\u0639\u0627\u062f\u0647\u0627\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u062a\u062e\u0627\u0630\u0647\u061f<\/li>\n<li>\u0644\u0645\u0627\u0630\u0627 \u062a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0647\u0630\u0627 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u0640Metric \u0648\u0627\u0644\u0640Guardrail \u0627\u0644\u0644\u0630\u0627\u0646 \u062a\u0645\u062a \u0645\u062a\u0627\u0628\u0639\u062a\u0647\u0645\u0627\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u0630\u064a \u062a\u0639\u0644\u0645\u0646\u0627\u0647\u061f<\/li>\n<li>\u0645\u0627 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u061f<\/li>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<p>\u0625\u0630\u0627 \u0644\u0645 \u064a\u0645\u0643\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u0641\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0639\u0645\u0644 \u0623\u0646\u062a\u062c \u0646\u0634\u0627\u0637\u064b\u0627 \u062f\u0648\u0646 \u0623\u0646 \u064a\u0646\u062a\u062c \u0642\u0631\u0627\u0631 CRO \u0645\u0648\u062b\u0648\u0642\u064b\u0627.<\/p>\n<h2>\u0623\u062e\u0637\u0627\u0621 \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627<\/h2>\n<ul>\n<li>Treating all zero results as missing products.<\/li>\n<li>Using total search conversion as causal proof.<\/li>\n<li>Ignoring reformulated queries.<\/li>\n<li>Optimizing synonyms without checking relevance.<\/li>\n<li>Failing to connect search insights to merchandising.<\/li>\n<\/ul>\n<h2>\u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/h2>\n<p>\u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u062a\u0648\u064a \u0643\u0644 Recommendation \u0645\u0646 \u0645\u0631\u0627\u062c\u0639\u0629 <strong>\u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/strong> \u0639\u0644\u0649:<\/p>\n<ul>\n<li><strong>\u0645\u0634\u0643\u0644\u0629:<\/strong> \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062d\u062f\u062b.<\/li>\n<li><strong>\u0627\u0644\u0623\u062f\u0644\u0629:<\/strong> \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062f\u0639\u0645 \u0627\u0644\u062a\u0634\u062e\u064a\u0635.<\/li>\n<li><strong>\u0627\u0644\u0623\u062b\u0631:<\/strong> \u062d\u062c\u0645 \u0627\u0644\u0640Exposure \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0630\u064a \u0627\u0644\u0635\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0648\u0635\u064a\u0629:<\/strong> \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0627\u0644\u064a.<\/li>\n<li><strong>\u0644\u0645\u0627\u0630\u0627 \u0642\u062f \u064a\u0646\u062c\u062d:<\/strong> \u0622\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0644\u0639\u0645\u0644.<\/li>\n<li><strong>\u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629:<\/strong> \u062d\u0631\u062c \u0623\u0648 \u0645\u0631\u062a\u0641\u0639 \u0623\u0648 \u0645\u062a\u0648\u0633\u0637 \u0623\u0648 \u0645\u0646\u062e\u0641\u0636.<\/li>\n<li><strong>\u0627\u0644\u062c\u0647\u062f:<\/strong> \u062c\u0647\u062f Design \u0623\u0648Development \u0623\u0648Analytics \u0623\u0648Operations \u0623\u0648Content.<\/li>\n<li><strong>\u0627\u0644\u0645\u0633\u0624\u0648\u0644:<\/strong> \u0645\u0646 \u0627\u0644\u0645\u0633\u0624\u0648\u0644.<\/li>\n<li><strong>\u0645\u0637\u0644\u0648\u0628 \u0627\u0644\u062a\u062d\u0642\u0642:<\/strong> \u0645\u0627 \u0627\u0644\u0630\u064a \u0645\u0627 \u0632\u0627\u0644 \u063a\u064a\u0631 \u0645\u0624\u0643\u062f.<\/li>\n<li><strong>\u0645\u0624\u0634\u0631 \u0627\u0644\u0646\u062c\u0627\u062d:<\/strong> \u0645\u0627 \u0627\u0644\u0630\u064a \u0633\u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0633\u0646.<\/li>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<p>\u064a\u062c\u0628 \u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0640Bugs \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0648Tracking Failures \u0648Broken Links \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u063a\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0648Payment Defects \u0645\u0628\u0627\u0634\u0631\u0629. \u064a\u0643\u0648\u0646 A\/B Testing \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 \u063a\u064a\u0631 \u0645\u0624\u0643\u062f\u0629 \u0641\u0639\u0644\u064b\u0627 \u0648\u064a\u0643\u0648\u0646 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0645\u0646\u0627\u0633\u0628\u064b\u0627. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/h2>\n<h3>What is this search analysis?<\/h3>\n<p>It is a structured way to analyze search analytics using ecommerce data, user behavior, operational context, and business impact so the team can choose the right next action.<\/p>\n<h3>\u0628\u0623\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0628\u062f\u0623\u061f<\/h3>\n<p>\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0625\u0634\u0627\u0631\u0629 \u0627\u0644\u0640Funnel \u0623\u0648 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0648\u0627\u0644\u0640Segment \u0627\u0644\u0645\u062a\u0639\u0631\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629. \u0623\u0636\u0641 Qualitative \u0623\u0648Technical Evidence \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0645\u0642\u0627\u0633\u0629. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h3>\u0647\u0644 \u0623\u0642\u0627\u0631\u0646 \u0628\u0640Industry Benchmark\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0644\u0640External Benchmarks \u062a\u0648\u0641\u064a\u0631 \u0633\u064a\u0627\u0642\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u0628\u062f\u0644 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u062d\u0633\u0628 Device \u0648Channel \u0648Product \u0648Customer Type \u0648Market \u0623\u0648Period. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h3>\u0647\u0644 \u064a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 A\/B Testing\u061f<\/h3>\n<p>\u0644\u0627. \u0627\u0644\u0640Direct Defects \u062a\u064f\u0635\u0644\u062d\u060c \u0648\u0627\u0644\u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u063a\u0627\u0645\u0636\u0629 \u062a\u064f\u0628\u062d\u062b\u060c \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062d\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0624\u0643\u062f\u0629 \u064a\u0645\u0643\u0646 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0639\u0646\u062f\u0645\u0627 \u064a\u062f\u0639\u0645 \u0627\u0644\u062a\u0631\u0627\u0641\u064a\u0643 \u0648\u0627\u0644\u0640Instrumentation Experiment \u0645\u0648\u062b\u0648\u0642\u064b\u0627. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h3>\u0643\u064a\u0641 \u064a\u062c\u0628 \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u061f<\/h3>\n<p>\u0627\u0628\u062f\u0623 \u0628\u0645\u0627 \u062a\u063a\u064a\u0651\u0631 \u0648\u0623\u064a\u0646 \u062a\u063a\u064a\u0651\u0631 \u0648\u0623\u064a Segments \u0633\u0627\u0647\u0645\u062a \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0648\u0627\u0644\u0640Validation \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u0631\u062a\u0628\u0629. \u0627\u0641\u0635\u0644 \u0627\u0644\u0640Confirmed Findings \u0639\u0646 \u0627\u0644\u0640Hypotheses. \u0641\u064a \u0633\u064a\u0627\u0642 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong>, keep this evidence scoped to search analytics rather than applying it as a universal ecommerce rule.<\/p>\n<h2>\u0623\u0628\u062d\u0627\u062b \u0645\u0631\u0635\u0627\u062f \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629<\/h2>\n<ul>\n<li><a href=\"\/ar\/insights\/ecommerce-cro-audit-checklist\/\">Ecommerce CRO Audit Checklist<\/a><\/li>\n<li><a href=\"\/ar\/insights\/ga4-ecommerce-funnel-analysis\/\">\u062a\u062d\u0644\u064a\u0644 Ecommerce Funnel \u0641\u064a GA4<\/a><\/li>\n<li><a href=\"\/ar\/services\/\">\u0627\u0633\u062a\u0643\u0634\u0641 \u062e\u062f\u0645\u0627\u062a \u0645\u0631\u0635\u0627\u062f<\/a><\/li>\n<li><a href=\"\/ar\/contact\/\">\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627<\/a><\/li>\n<li>Topic-specific Check: \u0627\u0631\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0628\u0640 <strong>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/strong> \u0648\u0628\u0627\u0644\u062c\u0645\u0647\u0648\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0645\u062a\u0639\u0631\u0651\u0636 \u0644\u0644\u0645\u0634\u0643\u0644\u0629 \u0642\u0628\u0644 \u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a.<\/li>\n<li>ART-068 focus: apply this to search analytics and the specific customer or operational condition being analyzed.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0648\u0642\u0631\u0627\u0621\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629<\/h2>\n<ul>\n<li><a href=\"https:\/\/support.google.com\/analytics\/answer\/9319772\" target=\"_blank\" rel=\"noopener\">Google Analytics \u2014 Site search guidance<\/a><\/li>\n<li><a href=\"https:\/\/baymard.com\/research\/ecommerce-search\" target=\"_blank\" rel=\"noopener\">Baymard Institute \u2014 Ecommerce search research<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Ecommerce search analytics cro is useful when it helps an ecommerce team make a clearer commercial decision. On-site search contains explicit customer language and demand, but many teams only look at total search usage instead of what customers\u2026<\/p>","protected":false},"author":1,"featured_media":570,"template":"","tags":[838,839,840,842,841,433],"insight_topic":[63,39,62,837],"insight_content_type":[44,70,185],"insight_platform":[321],"insight_industry":[73,56],"insight_level":[71,57,58],"class_list":["post-569","insight","type-insight","status-publish","has-post-thumbnail","hentry","tag-ecommerce-search-analytics-cro","tag-ecommerce-search-data","tag-internal-search-conversion","tag-product-discovery-analytics","tag-search-term-analysis","tag-site-search-analytics","insight_topic-conversion-optimization","insight_topic-cro","insight_topic-ecommerce-growth","insight_topic-ecommerce-search-analytics-cro","insight_content_type-guide","insight_content_type-long-form-insight","insight_content_type-seo-article","insight_platform-ecommerce","insight_industry-ecommerce","insight_industry-retail","insight_level-advanced","insight_level-beginner","insight_level-intermediate"],"_links":{"self":[{"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight\/569","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight"}],"about":[{"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/types\/insight"}],"author":[{"embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight\/569\/revisions"}],"predecessor-version":[{"id":664,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight\/569\/revisions\/664"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/media\/570"}],"wp:attachment":[{"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/media?parent=569"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/tags?post=569"},{"taxonomy":"insight_topic","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_topic?post=569"},{"taxonomy":"insight_content_type","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_content_type?post=569"},{"taxonomy":"insight_platform","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_platform?post=569"},{"taxonomy":"insight_industry","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_industry?post=569"},{"taxonomy":"insight_level","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_level?post=569"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}