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Loop Returns

Loop Returns is one of the most common RMS platforms Pinch merchants run. The integration is bi-directional: Pinch ingests every return Loop creates, scores it, and writes the decision back as a Shopify customer tag that Loop reads inside its policy engine.

What data Pinch gets from Loop​

Pinch subscribes to Loop's return events and pulls the following on each return:

DataUsed for
Return ID, parent order ID, customer emailLinking the return to the order and the Pinch Identity
Line items being returned (SKU, quantity, price, reason code)Workflow conditions, abuse-pattern detection
Customer-stated return reason (e.g. too small, defective, changed mind)Wardrobing, switch-fraud, size-abuse signals
Return method (mail-in, in-store, instant exchange)Differentiating risk by return channel
Return state changes (created → label issued → in transit → received → resolved)Time-in-transit signals, return-tag-not-used detection
Disposition / inspection notes from Loop's warehouse-receiving stepDisposition data when Loop is the source of truth

Pinch receives these via Loop's webhooks (live) plus a historical backfill on first connect.

What Pinch writes back​

Pinch writes the decision back to Shopify as customer tags (e.g. pinch-allow, pinch-review, pinch-deny, plus Sub Decision labels like pinch-suspect-abuse or pinch-vip). Loop reads those tags inside its Workflows engine.

Using Pinch tags inside Loop Workflows​

Loop's rule engine is called Workflows and lives at Loop Admin → Returns management → Policy settings → Workflows. Each workflow has one or more Conditions plus an Outcome (Action). Loop exposes a first-class Customer — Tag condition that reads Shopify customer tags directly, so Pinch's tags drop in cleanly.

Recommended Pinch-tag → Loop workflow mapping:

Pinch tagLoop workflowLoop outcome
pinch-denyConditional outcomes — Customer Tag equals pinch-denyReject item with custom rejection message
pinch-reviewConditional outcomes — Customer Tag equals pinch-reviewManual review (route to Loop's manual queue)
pinch-vipConditional outcomes — Customer Tag equals pinch-vipWaive handling fee + offer Shop Now bonus / store-credit incentive; extend return window
pinch-suspect-abuseConditional outcomes — Customer Tag equals pinch-suspect-abuseExclude refund outcome (Exchange-only or Store-credit-only); add handling fee
pinch-first-orderConditional outcomes — Customer Tag equals pinch-first-orderOffer Shop Now bonus to encourage exchange instead of refund
Default (no Pinch tag)—Standard return policy

Concrete example — set up the deny rule:

  1. Loop Admin → Policy settings → Workflows → + New workflow
  2. Template: Conditional outcomes
  3. Condition: Customer — Tag equals pinch-deny
  4. Outcome: Reject item → add a customer-facing rejection message (e.g., "This order isn't eligible for self-serve return — please contact support.")
  5. Publish

Loop evaluates workflows top-down, so place Pinch-tag workflows above your default policy so deny / review decisions catch first.

How to connect​

In the Pinch dashboard, go to Integrations → Returns System → Loop. Paste an API key from your Loop admin (Loop → Settings → API). Pinch verifies the key and begins ingesting events within a few minutes.

If you're on Shopify, the customer-tag writeback is already in place because the Pinch Shopify app handles tagging — Loop just needs the policy conditions configured on its side.

See also​