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Walmart Returns GMV-Loss + Driver Trend Comparator

See which supplied return drivers carry the loss—and which are climbing.

Walmart US

Included in the $9.00 Shelf Kit

Agent/API — $0.50
Review-first
Every output stays a draft.
No credentials
No seller-account login required.
Private delivery
Inputs expire after 24 hours.
Clear recourse
Digital-service refund policy.

What you receive

  • Return-rate, impacted-order, and GMV-loss changes across your snapshots
  • Magnitude-ranked seller-accountable driver queue with movement labels
  • Three-snapshot acceleration when consecutive observations exist
  • Each driver's share of its group's latest supplied rate sum
  • Non-accountable drivers tracked in their own separate group

Who it is for

Walmart sellers and agencies deciding which measured return driver deserves investigation first, using Walmart's own accountability split instead of a single headline return rate.

Delivery: usually a structured result, workbook, or ZIP depending on the tool.

How it stays safe

Friday compares only the aggregate return rates, GMV loss, impacted-order counts, trends, standards, risk labels, and driver rates you supply from Walmart's Returns Performance summary. It accepts no order-level, buyer, or customer content and reads no Walmart account or report. Driver movement shares an account-level window but does not prove cause, fault, or a seller-standing outcome, and GMV loss is never reapportioned to a driver. The supplied tolerance is not a Walmart standard. Friday does not publish listings and never disputes a label, contacts a customer, or changes a listing, order, or seller account. A human must verify the live summary and underlying report.

Synthetic sample

See the deliverable structure before buying

{
  "latest_return_rate_percent": 9.8,
  "return_rate_change_points": 0.9,
  "latest_gmv_loss_usd": 6400.0,
  "gmv_loss_change_usd": 1200.0,
  "latest_orders_impacted": 75,
  "orders_impacted_change": 15,
  "rising_count": 2,
  "falling_count": 1,
  "accountable_driver_queue_preview": [
    {
      "magnitude_rank": 1,
      "driver_label": "Defective",
      "movement": "rising",
      "latest_rate_percent": 2.8,
      "latest_change_points": 0.3,
      "acceleration_points": 0.2,
      "latest_share_of_group_rate_percent": 42.17
    },
    {
      "magnitude_rank": 2,
      "driver_label": "Damaged",
      "movement": "rising",
      "latest_rate_percent": 2.1,
      "latest_change_points": 0.7,
      "acceleration_points": 0.3,
      "latest_share_of_group_rate_percent": 31.63
    }
  ],
  "non_accountable_driver_preview": [
    {
      "magnitude_rank": 1,
      "driver_label": "Changed mind",
      "movement": "rising",
      "latest_rate_percent": 3.2
    }
  ],
  "publish_status": "draft_needs_review",
  "safety": "Aggregate seller-supplied trend arithmetic only. Walmart's accountability labels are preserved in separate groups, GMV loss is never reapportioned to a driver, and no cause or account action is inferred."
}

This sample uses synthetic facts. Your output is generated only from the facts you submit.

Agent API and x402 details

POST /v1/walmart/seller-performance/returns-loss-driver-trends

Exact x402 price: $0.50. Use the public OpenAPI schema and Base USDC payment flow. The response returns a private job URL and temporary token.

Open the API documentation →

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