How to Automate Returns on Shopify

1. The 6 steps of a return and what can be automated

A return typically follows this path:

Step 3 (decision) is the most sensitive: it can be automated for clear cases (about 70-85% of volume in most sectors), but the human share stays necessary for unclear cases (shipping damage, multi-item orders, quality claims, suspicious customer history).

2. Automation rules that work

Before configuring anything, write your return policy. Automation rules must reflect the policy — not the other way around.

Auto-approval rules (clear cases)

Combinations that can be auto-approved safely:

• Order less than 14 days old + non-sale item + reason "changed mind" or "size" + customer with no abuse history → auto-approve, generate label, send email
• "Premium" customer (5+ orders, no returns history) + within deadline → auto-approve even if edge case
• Damaged on arrival with photo + recent order → auto-approve + refund without return requested (UX gain + saved logistics cost)

Auto-rejection rules (clear cases)

• Order beyond deadline (> 14 days typically) → auto-reject + explanatory email
• Explicitly excluded product (see legal exceptions) like personalized or hygiene-sealed → auto-reject + clear reason
• Sale item (only if your Terms explicitly exclude — warning, sales cannot exclude statutory warranty)

Escalation rules (cases requiring human judgment)

• Quality complaint invoked → human (may trigger statutory warranty, see our warranty guide)
• Multi-item order, complex partial return → human
• Customer with > 50% return rate on recent orders → human (potential abuse)
• Amount > threshold to define (e.g. €200) → human for safety

3. Decision criteria to configure

Most useful criteria, from simple to advanced:

1. Time since order: 14 legal days minimum, adjustable to 30/60/90 depending on your policy
2. Product category: some (lingerie, unsealed cosmetics) have stricter rules
3. Delivery country: international returns = different costs and timelines. You can auto-reject or require customer to pay
4. Cart value: threshold beyond which a human validates
5. Reason given: change of mind vs defect → different treatment
6. Customer history: number of orders, return rate, seniority
7. Product condition declared: new / opened / used / damaged
8. Purchase channel: promo, sale, gift → sometimes specific rules

Combine these criteria with "IF / AND / OR" rules. The more precise your rules, the less manual decision-making you'll need.

4. When to use AI (and when not to)

When AI adds value

• Sufficient volume: at least 50-100 returns per month for patterns to emerge
• Heterogeneous catalog: hard to code static rules for each category / variant
• Fraud detection: identify customers ordering multiple sizes to keep just one, or false product claims
• Confidence scoring: AI can output "legitimate return probability: 87%", and you decide the auto-action threshold

When AI is useless or counterproductive

• Low volume (less than 20 returns/month): well-thought static rules suffice
• Simple catalog (single category, few variants)
• Need for absolute traceability: AI decisions can be hard to justify to a disappointed customer ("why rejected?"). Explicit rules are clearer.

5. Concrete setup steps

Step 1 — Audit your current flow

Before installing anything:

• How many returns per month currently?
• What average time per return (request → decision → refund)?
• What are the 3 main reasons invoked?
• What's your return rate by product category?
• Who handles returns today (you, an employee, a provider)?

Without this data, you cannot measure the impact of automation. Our return cost calculator gives a quick order of magnitude.

Step 2 — Write or update the return policy

Your policy must be clear, compliant with EU law (see legal guide), and precise on edge cases.

Step 3 — Choose a tool

Main options:

• Shopify native: free, basic. Sufficient up to 10-20 returns/month.
• Specialized apps: rule engine + customer portal + carrier integration + analytics. See "Returns and exchanges" category on the Shopify App Store.

Step 4 — Configure rules progressively

Start small:

1. Eligibility rules (deadline, product conditions) in "suggestion" mode — you validate each proposed decision manually
2. After 2-3 weeks without incident, switch to "auto-approve" mode on the simplest cases (non-sale, < 14 days, sizing reason)
3. Progressively add other rules based on your catalog
4. Never activate multiple auto rules simultaneously — isolate effects

Step 5 — Measure and iterate

Key KPIs to track:

• % of returns automatically processed (goal: 60-80% after 3 months)
• Average processing time per return (before / after)
• Customer satisfaction score (NPS returns, Trustpilot)
• Detected / suspected fraud rate

6. Tools available on Shopify

The Shopify App Store categorizes return apps under "Orders and shipping > Returns and exchanges". Options differ on a few criteria:

• Entry price (free, $19, $89, $150+)
• Supported languages (interface and customer portal)
• Carrier integrations (Colissimo, DHL, Mondial Relay, Sendcloud, etc.)
• Automation level (simple rules / advanced engine / AI)
• Warranty management (dedicated module or not)
• Analytics (basic dashboard / costs, reasons, ROI)

Revert is a French app combining returns automation with rules and AI, warranty management, and Sendcloud integration for labels. Free plan up to 5 auto-processed returns per month, native FR + EN.