{"id":551,"date":"2026-08-28T16:49:13","date_gmt":"2026-08-28T14:49:13","guid":{"rendered":"https:\/\/mersad.digital\/?post_type=insight&#038;p=551"},"modified":"2026-08-28T16:49:13","modified_gmt":"2026-08-28T14:49:13","slug":"ecommerce-experiment-repository","status":"publish","type":"insight","link":"https:\/\/mersad.digital\/ar\/insights\/ecommerce-experiment-repository\/","title":{"rendered":"Ecommerce Experiment Repository: How to Preserve CRO Learning Across Tests"},"content":{"rendered":"<h1>Ecommerce Experiment Repository: How to Preserve CRO Learning Across Tests<\/h1>\n<p><strong>Ecommerce experiment repository<\/strong> is useful when it helps an ecommerce team make a clearer commercial decision. Experimentation programs lose value when test history, screenshots, methodology, decisions, and learnings disappear into slide decks or individual memory.<\/p>\n<p>The right approach is to connect decision-ready tests documented, implementation status, repeated hypotheses avoided, learning reuse, and time to retrieve prior evidence and then break the result down by problem area, funnel stage, hypothesis type, result, audience, platform, and implementation status. 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 experiment repository<\/strong>, keep this evidence scoped to experiment repository rather than applying it as a universal ecommerce rule.<\/p>\n<h2>Store the problem and evidence<\/h2>\n<p>The repository should preserve why the experiment existed, not only the final uplift number. Include analytics, research links, and the original problem statement.<\/p>\n<h2>Preserve the actual treatment<\/h2>\n<p>Keep screenshots, design links, code\/version references, and audience rules. Future teams need to know what changed, not simply &#8216;Variant B won.&#8217;<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce experiment repository<\/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>Record methodology and integrity<\/h2>\n<p>Store dates, allocation, sample, primary metric, MDE or planning assumptions, guardrails, SRM checks, and known incidents.<\/p>\n<h2>Document the decision separately from the result<\/h2>\n<p>A statistically positive result may still be rejected because of margin, complexity, brand, or operational constraints. Preserve that reasoning.<\/p>\n<h2>Capture losing and inconclusive tests<\/h2>\n<p>A repository that contains only winners creates survivorship bias and encourages teams to repeat failed ideas.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce experiment repository<\/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>Tag learning by customer problem<\/h2>\n<p>Organize around recurring problems such as size uncertainty, shipping surprise, product discovery, or payment friction. This makes prior evidence reusable across pages.<\/p>\n<h2>Track production rollout<\/h2>\n<p>A winning test is not complete until the production implementation is verified. Record rollout date, final implementation differences, and post-launch monitoring.<\/p>\n<h2>Use the repository during prioritization<\/h2>\n<p>Before adding a new experiment, search previous tests and related research. Prior evidence should change confidence and prevent duplicate work.<\/p>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 <strong>ecommerce experiment repository<\/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 experiment repository<\/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 experiment repository<\/strong>, keep this evidence scoped to experiment repository 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>\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639<\/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: decision-ready tests documented, implementation status, repeated hypotheses avoided, learning reuse, and time to retrieve prior evidence.<\/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 problem area, funnel stage, hypothesis type, result, audience, platform, and implementation status.<\/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 experiment repository 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 experiment repository 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 experiment repository, 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 experiment repository 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 experiment repository 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 experiment repository 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\u062a\u062d\u0644\u064a\u0644<\/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-059 focus: apply this to experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 CRO knowledge base and experiment archive 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 experiment repository 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 experiment repository 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-059 focus: apply this to experiment repository 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 experiment repository 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 experiment repository 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 experiment repository rather than applying it as a universal ecommerce rule.<\/p>\n<p>\u0644\u0647\u0630\u0627 <strong>experiment repository<\/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-059 focus: apply this to experiment repository 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 experiment repository 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 experiment repository 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 A\/B test documentation, 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-059 focus: apply this to experiment repository 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>Saving only winners.<\/li>\n<li>Storing uplift without screenshots.<\/li>\n<li>Losing the distinction between result and decision.<\/li>\n<li>Ignoring production rollout.<\/li>\n<li>Treating the repository as a reporting archive instead of a decision asset.<\/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>this experimentation knowledge system<\/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-059 focus: apply this to experiment repository 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 experiment repository 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 experimentation knowledge system?<\/h3>\n<p>It is a structured way to analyze experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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 experiment repository 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-059 focus: apply this to experiment repository 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:\/\/www.nngroup.com\/articles\/ab-testing-usability-engineering\/\" target=\"_blank\" rel=\"noopener\">Nielsen Norman Group \u2014 A\/B testing and usability engineering<\/a><\/li>\n<li><a href=\"https:\/\/www.shopify.com\/blog\/cro-checklist\" target=\"_blank\" rel=\"noopener\">Shopify \u2014 CRO Checklist<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Ecommerce experiment repository is useful when it helps an ecommerce team make a clearer commercial decision. Experimentation programs lose value when test history, screenshots, methodology, decisions, and learnings disappear into slide decks or\u2026<\/p>","protected":false},"author":1,"featured_media":552,"template":"","tags":[795,793,792,794,797,796],"insight_topic":[60,63,791,62],"insight_content_type":[44,70,185],"insight_platform":[321],"insight_industry":[73,56],"insight_level":[71,57,58],"class_list":["post-551","insight","type-insight","status-publish","has-post-thumbnail","hentry","tag-a-b-test-documentation","tag-cro-knowledge-base","tag-ecommerce-experiment-repository","tag-experiment-archive","tag-experiment-reporting","tag-experimentation-learning","insight_topic-a-b-testing","insight_topic-conversion-optimization","insight_topic-ecommerce-experiment-repository","insight_topic-ecommerce-growth","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\/551","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\/551\/revisions"}],"predecessor-version":[{"id":673,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight\/551\/revisions\/673"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/media\/552"}],"wp:attachment":[{"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/media?parent=551"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/tags?post=551"},{"taxonomy":"insight_topic","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_topic?post=551"},{"taxonomy":"insight_content_type","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_content_type?post=551"},{"taxonomy":"insight_platform","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_platform?post=551"},{"taxonomy":"insight_industry","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_industry?post=551"},{"taxonomy":"insight_level","embeddable":true,"href":"https:\/\/mersad.digital\/ar\/wp-json\/wp\/v2\/insight_level?post=551"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}