100 Best Claude Performance Review Prompts for Shopify Stores

Direct Answer

The best Claude prompts for performance review for Shopify stores are: 1) analyze funnel leakage and propose fixes, 2) compare checkout abandonment across devices and suggest remedies, 3) map revenue attribution across channels, 4) audit key product pages for speed and conversions, 5) evaluate installed apps by impact, necessity, and cost, 6) perform an SEO health check, 7) craft a 90-day conversion uplift plan, 8) design AOV boosting experiments, 9) compute retention and plan campaigns, 10) deliver a quick win checkout UX improvements. Additional prompts provide deeper optimization across speed, pricing, content, and customer experience to support sustained Shopify performance reviews. The best Claude prompts for performance review for Shopify stores are practical, data-driven, and actionable, but always validate outputs against real data and store policies.

Introduction

This page is a practical prompt library for performance review prompts focused on Shopify stores. It helps ecommerce teams and analysts audit metrics, optimize conversion paths, and improve profitability through Claude prompts.

Whether you manage a single store or an agency portfolio, these prompts provide repeatable methods to surface actionable insights and drive measurable improvements in performance.

How to Use These Claude Prompts

• Replace placeholders like [storeName] and [category] with your actual store data before running prompts.
• Add constraints to tailor outputs to specific goals, e.g., margin targets, budget limits, or compliance requirements.
• Request outputs in structured formats such as bullet lists, tables, or dashboards to ease integration with reporting workflows.
• Specify the time period and data ranges to avoid stale insights and enable trend analysis.
• Run prompts in a cadence that matches your review cycle, e.g., weekly, monthly, or quarterly.
• Validate Claude outputs by cross-checking with analytics dashboards and human judgment.

100 Best Claude Performance Review Prompts for Shopify Stores

1. Sales funnel leakage: Act as a Shopify performance analyst. Task: identify leakage points in the sales funnel from homepage to checkout for a [storeName]. Context: provide data-driven bottlenecks with heatmap-inspired reasoning and UX implications. Output format: bullet list with three prioritized fixes, each with expected lift and owner. Constraints: avoid marketing fluff; cite plausible data ranges and reference Shopify metrics.
2. Checkout abandonment keeper: Role: ecommerce data engineer. Task: analyze checkout abandonment rate for [storeName] across desktop and mobile. Context: compare cart value bands, shipping options, and payment gateways. Output format: dashboard-ready table with column headers for segment, abandonment rate, potential cause, recommended action, expected impact. Constraints: provide actionable steps within two weeks.
3. Revenue attribution map: Role: data analyst. Task: map revenue attribution across marketing channels for [storeName] over the last quarter. Context: include first-touch, last-touch, and multi-touch models. Output format: a compact summary plus a 1-page attribution chart description. Constraints: clearly state assumptions and limitations of the model.
4. Product page performance: Role: Shopify optimization consultant. Task: audit top 10 product pages for [storeName] for load speed, image optimization, and review signals. Context: provide a prioritized list of improvements with estimated time to implement. Output format: short report with before/after metrics and a 4-week tracking plan.
5. App impact review: Role: app integrator. Task: evaluate the impact of installed apps on speed and conversion for [storeName]. Context: score each app on performance, necessity, and cost. Output format: ranked list with recommended removals and budget-neutral replacements. Constraints: avoid speculative claims; use observed data.
6. SEO health check: Role: SEO auditor. Task: perform a Shopify SEO health check for [storeName]. Context: cover page speed, structured data, canonical tags, and content gaps. Output format: checklist with quick wins and a 30-day plan. Constraints: cite metrics like Core Web Vitals, Lighthouse score ranges.
7. Conversion rate uplift plan: Role: growth strategist. Task: craft a 90-day conversion rate uplift plan for [storeName] focusing on trust signals, social proof, and checkout friction. Output format: phased roadmap with milestones and responsible teams. Constraints: include risk assessment.
8. Basket size optimization: Role: merchandising analyst. Task: design strategies to increase average order value for [storeName] without sacrificing margin. Context: test bundle offers, upsells, and free shipping thresholds. Output format: experiments calendar with expected lift and sample sizes. Constraints: specify success criteria.
9. Customer retention score: Role: CRM strategist. Task: compute a 12-month retention score for [storeName], segment by cohort, and propose re-engagement campaigns. Output format: dashboard snippet plus 3 campaign ideas with projected ROI. Constraints: use historical data and privacy considerations.
10. Checkout UX quick wins: Role: UX designer. Task: deliver quick checkout UX improvements for [storeName] to reduce friction. Context: focus on form simplicity, autofill, and trust cues. Output format: prioritized list with impact estimates and owner. Constraints: keep changes reversible.
11. Speed and performance: Role: frontend engineer. Task: audit Shopify theme performance for [storeName], identify render-blocking resources, and optimize above-the-fold loading. Output format: action list with before/after load times and testing plan. Constraints: ensure no theme breakage.
12. Checkout pricing clarity: Role: price strategist. Task: review pricing clarity at checkout for [storeName]. Context: compare price display, shipping costs, taxes, and promo disclosures. Output format: recommendations with A/B test plan and success metrics. Constraints: align with policy and regional rules.
13. Email capture effectiveness: Role: email marketing analyst. Task: evaluate email capture forms and post-purchase follow-ups for [storeName]. Output format: optimization plan with sample copy, form positions, and timing. Constraints: include compliance notes.
14. Bounce rate breakdown: Role: analytics analyst. Task: decompose homepage bounce rate for [storeName] by channel, device, and traffic source. Output format: root cause hypotheses and testing plan. Constraints: propose at least three tests.
15. Cart recovery plan: Role: lifecycle marketer. Task: design cart recovery flows for [storeName] with personalized messages and incentives. Output format: flow diagram description plus message templates and timing. Constraints: respect user privacy.
16. Product page A/B plan: Role: CRO specialist. Task: create an A/B test plan for top product page variations for [storeName]. Context: test images, headlines, and social proof. Output format: test matrix with hypotheses and success criteria. Constraints: ensure statistical validity.
17. LTV modeling: Role: data scientist. Task: build a lifetime value model for [storeName] using historical order data. Output format: model outline, variables, and validation plan. Constraints: avoid overfitting and document assumptions.
18. Forecast accuracy review: Role: forecasting analyst. Task: assess Shopify revenue forecast accuracy for [storeName] last quarter. Output format: discrepancy analysis and plan to improve forecasting. Constraints: include confidence intervals.
19. Inventory turnover check: Role: operations analyst. Task: review inventory turnover and stockouts for [storeName]. Context: link to sales velocity data and supplier lead times. Output format: dashboard with actionable reorder points. Constraints: avoid stockouts.
20. Refund and returns: Role: customer success analyst. Task: analyze refunds and returns for [storeName] by reason and product category. Output format: insights with root causes and mitigation plan. Constraints: propose changes to policies if needed.
21. Pricing competitiveness: Role: pricing analyst. Task: compare [storeName] pricing with top 3 competitors and justify gaps. Output format: competitive matrix and recommended price adjustments. Constraints: consider margin impact.
22. Traffic quality audit: Role: acquisitions analyst. Task: audit traffic quality for [storeName], focusing on paid and organic sources. Output format: quality score per source with optimization suggestions. Constraints: use data-driven thresholds.
23. Theme optimization: Role: Shopify architect. Task: audit theme code for [storeName], identify bloat, and implement lean code changes. Output format: prioritized code changes and expected performance gains. Constraints: maintain accessibility.
24. Data governance review: Role: data officer. Task: evaluate data governance and privacy for analytics on [storeName]. Output format: policy checklist with remediation steps. Constraints: ensure compliance.
25. Cohort analysis plan: Role: data analyst. Task: design cohort analysis for [storeName] across onboarding cohorts. Output format: plan with metrics to track and visualization ideas. Constraints: align with business goals.
26. Checkout fraud risk: Role: security auditor. Task: assess checkout fraud risk for [storeName] and propose controls. Output format: risk matrix and monitoring plan. Constraints: follow best practices.
27. Landing page test plan: Role: growth marketer. Task: develop landing page experiments for [storeName] to improve clicks to add-to-cart. Output format: test plan with variants and success metrics. Constraints: guard against bias.
28. Cart abandonment reasons: Role: user researcher. Task: collect plausible reasons for cart abandonment for [storeName] from analytics and user interviews. Output format: list of top causes with suggested countermeasures. Constraints: keep user privacy.
29. Product kanban review: Role: product manager. Task: run a quarterly product kanban review for [storeName], prioritizing features that boost revenue. Output format: backlog with business value estimates. Constraints: include risk assessments.
30. Content relevance check: Role: content strategist. Task: audit shop content for [storeName], aligning with buyer intent and FAQs. Output format: content gaps with improvement plan and owners. Constraints: include conversion-focused angles.
31. Pricing psychology test: Role: behavioral economist. Task: design pricing psychology experiments for [storeName] with fractional pricing, bundles, and scarcity cues. Output format: experiment design with sample sizes and success criteria. Constraints: ensure ethical practices.
32. Shipping experience: Role: logistics analyst. Task: review shipping options and carriers for [storeName]. Output format: optimization plan with cost and speed trade-offs. Constraints: include regional specifics.
33. Customer satisfaction index: Role: CX analyst. Task: compute a customer satisfaction index for [storeName] using survey data and NPS. Output format: score with drivers and improvement plan. Constraints: ensure representative sampling.
34. Checkout copy audit: Role: copywriter. Task: audit checkout copy for [storeName] and remove friction points. Output format: revised copy blocks with rationale and expected impact. Constraints: maintain brand voice.
35. Mobile checkout flow: Role: mobile UX designer. Task: optimize mobile checkout flow for [storeName] with large touch targets and minimal steps. Output format: wireframe description and interaction notes. Constraints: ensure accessibility.
36. Upsell opportunities: Role: merchandising strategist. Task: identify upsell opportunities on product pages for [storeName]. Output format: list of 5 high impact offers with placement and value proposition. Constraints: avoid customer fatigue.
37. Checkout error tracking: Role: reliability engineer. Task: implement checkout error tracking for [storeName] and share failing path statistics. Output format: monitoring plan and incident response steps. Constraints: minimize false positives.
38. Brand trust signals: Role: brand strategist. Task: audit trust signals on site for [storeName]. Output format: trust score with actionable enhancements. Constraints: align with privacy rules.
39. AOV growth roadmap: Role: growth planner. Task: craft a 8-week plan to lift average order value for [storeName] with minimal risk. Output format: weekly milestones and owner assignments. Constraints: measure lift weekly.
40. Retention cohort ramp: Role: CRM data scientist. Task: create a cohort ramp plan to improve retention for [storeName]. Output format: cohort curves and recommended campaigns. Constraints: segment by source.
41. Win-back campaigns: Role: email strategist. Task: design win-back campaigns for churned customers of [storeName]. Output format: email sequences with timing and personalization fields. Constraints: respect unsubscribe rules.
42. Seasonal forecast check: Role: forecasting analyst. Task: validate seasonal adjustments for [storeName] forecast. Output format: update notes and confidence ranges. Constraints: consider promotions calendar.
43. Payment gateway review: Role: payments analyst. Task: assess payment gateways used by [storeName] for fees, failure rates, and ease of checkout. Output format: comparison matrix and recommended changes. Constraints: ensure PCI compliance.
44. Stockout risk alert: Role: inventory planner. Task: build risk alerts for stockouts at [storeName] with alert thresholds. Output format: alert rules and escalation paths. Constraints: integrate with ERP.
45. Product review signals: Role: merchandising analyst. Task: analyze review content for credibility and sentiment on [storeName] products. Output format: sentiment report with actionable guidance. Constraints: handle fake reviews safeguards.
46. Cart price elasticity: Role: economist. Task: estimate price elasticity for main product lines of [storeName]. Output format: elasticity estimates with confidence intervals and suggested price bands. Constraints: document limitations.
47. Checkout flow mapping: Role: process engineer. Task: map the end-to-end checkout flow for [storeName] from landing to confirmation. Output format: flow diagram description and potential bottlenecks. Constraints: include fallback paths.
48. Image optimization plan: Role: media engineer. Task: optimize images for speed and conversion on [storeName]. Output format: optimization steps with file size targets and CDN notes. Constraints: maintain quality.
49. Cart recovery timing: Role: lifecycle marketer. Task: optimize cart recovery timing for [storeName] to maximize recoveries. Output format: timing matrix and message templates. Constraints: avoid spam.
50. Checkout form validation: Role: frontend engineer. Task: review and simplify checkout form validation on [storeName]. Output format: validation rules and user-friendly error messages. Constraints: accessibility compliant.
51. Site search quality: Role: UX researcher. Task: audit on-site search for [storeName] and improve result relevance. Output format: search improvements and success metrics. Constraints: avoid noisy results.
52. Cart persistence checks: Role: backend engineer. Task: ensure cart persistence across sessions for [storeName]. Output format: persistence plan and testing steps. Constraints: handle edge cases.
53. Delivery promise clarity: Role: operations lead. Task: clarify delivery timelines and options for [storeName]. Output format: messaging plan and update triggers. Constraints: align with real capabilities.
54. Checkout copy variants: Role: copywriter. Task: create 3 checkout copy variants for [storeName] and explain rationale. Output format: variant descriptions and expected impact. Constraints: preserve brand voice.
55. Returns processing speed: Role: ops manager. Task: reduce returns processing time for [storeName]. Output format: process map and suggested automation steps. Constraints: measure impact.
56. Gift option analysis: Role: product manager. Task: evaluate gift options and wrapping at checkout for [storeName]. Output format: option set with costs and impact on AOV. Constraints: regional considerations.
57. Loyalty program readout: Role: loyalty program lead. Task: audit current loyalty program for [storeName] and propose enhancements. Output format: impact assessment and roadmap. Constraints: budget-aware.
58. Shipping risk signals: Role: logistics analyst. Task: identify shipping delay signals for [storeName] and create mitigation playbook. Output format: alert thresholds and response steps. Constraints: supplier communication.
59. Content ROI plan: Role: content manager. Task: measure content ROI for [storeName] and plan future assets. Output format: ROI calculation and content calendar. Constraints: attribution method.
60. Checkout security review: Role: security engineer. Task: perform a security review of the checkout for [storeName] and propose controls. Output format: risk and control matrix. Constraints: follow industry standards.
61. Mobile speed audit: Role: mobile engineer. Task: audit mobile page speed for [storeName] and optimize critical render path. Output format: actionable items with metric targets. Constraints: avoid layout shifts.
62. Product discovery flow: Role: UX designer. Task: optimize product discovery flow on [storeName] to increase findability. Output format: design notes and metrics to track. Constraints: maintain accessibility.
63. Checkout friction map: Role: UX researcher. Task: create a friction map of the checkout for [storeName] and propose fixes. Output format: list of friction points with remedies. Constraints: prioritize high impact changes.
64. Promo code strategy: Role: promotions manager. Task: evaluate promo code effectiveness for [storeName] and design a safer, scalable approach. Output format: policy and test plan. Constraints: prevent abuse.
65. Cart item analysis: Role: product analyst. Task: analyze the most abandoned cart items for [storeName] and suggest adjustments. Output format: item list with reasons and fixes. Constraints: avoid broad changes.
66. Checkout error rate: Role: reliability engineer. Task: monitor checkout error rate for [storeName] and create alerting. Output format: dashboard specs and remediation steps. Constraints: minimize downtime.
67. Average handling time: Role: ops data scientist. Task: measure agent handling time for customer support related to orders for [storeName]. Output format: time-to-resolution metrics and improvement plan. Constraints: privacy compliant.
68. NPS improvement plan: Role: CX lead. Task: design an NPS improvement plan for [storeName] with survey touchpoints. Output format: program outline and expected lift. Constraints: avoid survey fatigue.
69. Return rate drivers: Role: returns analyst. Task: identify drivers of high return rates for [storeName]. Output format: driver list with mitigation steps and success criteria. Constraints: data-backed.
70. CRM segmentation plan: Role: CRM strategist. Task: create advanced segmentation for [storeName] email campaigns. Output format: segmentation schema and example campaigns. Constraints: respect privacy rules.
71. Checkout timeout plan: Role: backend architect. Task: design resilient checkout to handle timeouts for [storeName]. Output format: architectural notes and testing plan. Constraints: failover behavior.
72. Refund policy test: Role: policy analyst. Task: test impact of updated refunds policy on returns and conversions for [storeName]. Output format: projection and pilot plan. Constraints: compliance.
73. SEO quick wins: Role: SEO specialist. Task: propose quick SEO wins for Shopify site [storeName]. Output format: prioritized list with impact estimates. Constraints: avoid risky changes.
74. Product rating signals: Role: merchandising lead. Task: study impact of product ratings and reviews on conversions for [storeName]. Output format: correlation notes and improvement plan. Constraints: authenticate reviews.
75. Checkout alternatives: Role: product strategist. Task: plan alternative checkout paths for [storeName] (guest checkout, social login). Output format: plan with potential lift and risks. Constraints: user privacy.
76. Cart discount policy: Role: pricing strategist. Task: craft a fair, scalable cart discount policy for [storeName]. Output format: policy doc and testing plan. Constraints: avoid abuse.
77. Sales channel review: Role: channel manager. Task: evaluate performance of sales channels for [storeName] and allocate budget. Output format: channel scorecard and recommendations. Constraints: data-driven.
78. Checkout consistency: Role: QA engineer. Task: verify checkout consistency across devices for [storeName]. Output format: test cases and pass criteria. Constraints: reproducible results.
79. Alternative payment analysis: Role: payments analyst. Task: analyze alternative payment methods for [storeName] and adoption potential. Output format: pros/cons and rollout plan. Constraints: regulatory considerations.
80. Cart recovery automation: Role: automation engineer. Task: implement automated cart recovery messages for [storeName]. Output format: workflow and sample messages. Constraints: personalization Rules.
81. Product page clarity: Role: copywriter. Task: improve product page clarity for [storeName] with concise specs and FAQs. Output format: revised copy and impact rationale. Constraints: maintain brand voice.
82. Checkout analytics baseline: Role: analytics lead. Task: establish baseline checkout analytics for [storeName] and plan ongoing tracking. Output format: metric list and data sources. Constraints: ensure reliability.
83. Shipping cost transparency: Role: operations strategist. Task: improve shipping cost transparency on product pages for [storeName]. Output format: messaging plan and impact estimate. Constraints: regional accuracy.
84. Product feed health: Role: feed engineer. Task: optimize Shopify product feed for ads and marketplaces for [storeName]. Output format: feed quality checklist and changes. Constraints: avoid feed errors.
85. Checkout regionalization: Role: localization expert. Task: adapt checkout messages for [storeName] regional markets. Output format: localization plan and QA steps. Constraints: legal compliance.
86. Cart reminders cadence: Role: lifecycle marketer. Task: set cart reminder cadence for [storeName] with personalized messages. Output format: cadence plan and sample copy. Constraints: test timing.
87. Post-purchase experience: Role: customer experience lead. Task: map post-purchase journey for [storeName] and identify upsell opportunities. Output format: journey map and recommendations. Constraints: privacy aware.
88. Product assorting balance: Role: merchandise planner. Task: optimize product mix for [storeName] based on margins and demand. Output format: assortment plan with KPIs. Constraints: avoid stockouts.
89. Voice of customer: Role: UX researcher. Task: collect and synthesize VOC for [storeName] from surveys and support tickets. Output format: insights with prioritized actions. Constraints: representative sample.
90. Store-wide health check: Role: operations lead. Task: deliver a store-wide health check for [storeName] covering performance, UX, and policy. Output format: executive summary and 3-month plan. Constraints: actionable.
91. Fraud prevention plan: Role: security analyst. Task: design fraud prevention measures for [storeName] checkout. Output format: controls with testing plan. Constraints: balance usability.
92. Checkout privacy review: Role: privacy officer. Task: review checkout data collection and retention for [storeName]. Output format: privacy note and minimization plan. Constraints: comply with laws.
93. Theme update checklist: Role: theme manager. Task: create a checklist for evaluating and applying Shopify theme updates for [storeName]. Output format: step-by-step checklist with rollback plan. Constraints: document changes.
94. Conversion risk factors: Role: risk analyst. Task: list top risk factors for conversion drop in [storeName] and mitigations. Output format: risk table with owner and due date. Constraints: data-driven.
95. Marketing attribution: Role: attribution specialist. Task: unify marketing attribution across paid channels for [storeName] and propose improvements. Output format: attribution model notes and implementation plan. Constraints: avoid double counting.
96. Customer data hygiene: Role: data ops. Task: audit customer data quality for [storeName] and clean fix duplicates. Output format: data hygiene plan and timelines. Constraints: privacy compliant.
97. Checkout accessibility: Role: accessibility lead. Task: ensure checkout is accessible for [storeName] users with disabilities. Output format: accessibility checklist and fixes. Constraints: WCAG alignment.
98. Native vs. external checkout: Role: platform strategist. Task: compare native Shopify checkout against external options for [storeName]. Output format: pros/cons and rollout plan. Constraints: merchant impact.
99. Seasonal readiness: Role: operations planner. Task: prepare [storeName] for upcoming peak season with inventory, promotions, and support. Output format: readiness checklist and owners. Constraints: avoid last-minute issues.
100. Executive performance snapshot: Role: executive assistant. Task: generate a concise performance snapshot for Shopify store [storeName] covering revenue, traffic, AOV, and retention. Output format: one-page brief with 5 key takeaways. Constraints: ready for leadership review.

Best Practices

• Use prompts as templates: keep placeholders but maintain the same structure for consistency.
• Combine prompts to create end-to-end reviews, e.g., funnel, speed, and pricing together.
• Guard against over-claiming by anchoring outputs to observed data and documented assumptions.
• Store prompt results with versioning and ownership to build a reusable library.
• Incorporate privacy and compliance notes when handling customer data.

Common Mistakes to Avoid

• Relying on a single metric like conversion rate without context.
• Using vague prompts that do not specify data ranges or owners.
• Overlooking data quality issues or missing data in outputs.
• Failing to translate prompts into actionable tasks or owners.
• Ignoring regional and device differences that affect results.

FAQ

What is a performance review for a Shopify store in Claude prompts?

A performance review prompts set uses Claude to audit metrics, funnels, speed, SEO, pricing, and customer experience for Shopify stores, producing actionable recommendations.

How should I structure a performance review in Claude?

Use a recurring set of prompts, ask for data-focused outputs, and require a prioritized action list with owners and timelines.

Can I customize prompts for my store niche?

Yes, replace placeholders like [storeName], [audience], and [product] with your specifics and add constraints relevant to your niche.

How do I verify Claude results?

Cross-check outputs with your analytics dashboards, run small tests, and validate assumptions before scaling.

Which metrics matter most in Shopify performance reviews?

Revenue, conversion rate, AOV, churn/retention, traffic quality, load speed, checkout abandonment, and return rate.

What about privacy and compliance in prompts?

Incorporate privacy notes and ensure data handling follows applicable laws and platform policies.