Export Shopify returns by SKU to Merchant Center exclusions

Yes, ConvertMate's growth team handles complete setup including connecting to your Shopify return data, configuring return rate thresholds based on your product categories and margins, and implementing the exclusion rules in Google Merchant Center. The team monitors return patterns monthly and adjusts exclusions as product quality improves or seasonal factors change, ensuring your feed strategy always reflects current performance data without requiring any work from your internal team.

Most ecommerce brands see profitability improvement by excluding products with return rates exceeding 25%, but the optimal threshold depends on your industry, average order value, and profit margins. ConvertMate's growth team analyzes your specific cost structure including refund processing fees, shipping expenses, and customer service time to recommend a custom threshold that maximizes net revenue. The team can also configure different thresholds by product category since acceptable return rates vary significantly between apparel, electronics, and other verticals.

Excluding high-return products typically improves net revenue even if gross sales volume decreases slightly, because you're eliminating transactions that generate negative profit after accounting for refund processing costs and wasted ad spend. ConvertMate's team calculates the true profitability impact by comparing the cost of acquiring customers who return products against the margin on customers who keep them. Most clients see 15-30% improvement in campaign profitability by focusing ad budget on products that customers actually want to keep.

ConvertMate's growth team uses rolling 90-day return rate calculations to account for seasonal fluctuations and avoid excluding products that only have temporary return spikes. The team also monitors return reasons to distinguish between quality issues that warrant permanent exclusion versus seasonal factors like gift returns in January. If a product's return rate normalizes after a seasonal spike, the team automatically re-enables it in your Shopping feed without requiring manual review.

Yes, ConvertMate's team configures the exclusion rules to remove high-return SKUs only from your paid Shopping campaigns while maintaining their presence in free organic listings. This approach ensures you're not completely hiding products from potential customers who might keep them, while preventing wasted ad spend on items with proven return problems. The team uses custom labels and feed rules to separate paid and organic inventory eligibility without creating duplicate product entries.

ConvertMate's growth team monitors return rates monthly and can re-enable previously excluded products within 24 hours once their return patterns improve to acceptable levels. The team notifies you when excluded SKUs show sustained improvement and recommends re-testing them in Shopping campaigns with conservative budgets to validate that the quality or expectation issues have been resolved. This ensures you're not permanently losing advertising opportunities on products that have been fixed.

Yes, ConvertMate's team includes all return-related costs in the profitability analysis including payment processing fees on refunds, return shipping expenses, restocking labor, and customer service time. This comprehensive cost calculation ensures you're excluding products based on true net profitability rather than just gross return rates, since a high-margin product with a 25% return rate might still be profitable while a low-margin item with 20% returns could lose money. The team customizes the cost assumptions based on your specific operational expenses.