What you receive
- Exact redacted cohorts with row count, report share, and cancel delay
- Seller-priority, repeated-hotspot, and single-observation bands
- Reason, destination-state, carrier, offer, and condition summaries
- Same-day, 1–2, 3–7, and 8+ day cancellation buckets
- Explicit warnings that concentration does not establish cause or fault
Who it is for
Walmart Marketplace sellers, agencies, and operations analysts reviewing a seller-redacted Cancellation report after raw order, tracking, seller, buyer, name, and address fields have been removed.
Delivery: usually a structured result, workbook, or ZIP depending on the tool.
How it stays safe
Friday groups only the seller-redacted cancellation fields you supply: seller-owned row and offer aliases, catalog item, dates, reason, state, carrier, and condition. The schema accepts no purchase-order, sales-order, tracking, seller, buyer, name, address, contact, or message fields. Friday reads no Walmart account, API, report, order, return, or customer record and verifies no field. Repetition is an observed concentration—not proof of cause, seller fault, policy status, or remedy. Friday does not publish listings and never cancels, changes, refunds, or contacts an order. A human must verify the redaction, source report, current order state, and context before acting.
Synthetic sample
See the deliverable structure before buying
{
"cancellation_row_count": 7,
"distinct_offer_count": 3,
"distinct_catalog_item_count": 3,
"seller_priority_reason_row_count": 1,
"seller_priority_reason_cohort_count": 1,
"observed_hotspot_cohort_count": 2,
"single_observation_cohort_count": 1,
"same_day_cancellation_count": 1,
"one_to_two_day_cancellation_count": 4,
"three_to_seven_day_cancellation_count": 1,
"eight_plus_day_cancellation_count": 1,
"hotspot_queue_preview": [
{
"priority_rank": 1,
"classification": "seller_priority_reason",
"offer_reference": "NW-OFFER-MUG-GRN",
"cancel_reason": "PRICE_ERROR",
"destination_state": "CA",
"cancellation_row_count": 1,
"average_days_to_cancel": 8.0
},
{
"priority_rank": 2,
"classification": "observed_hotspot",
"offer_reference": "NW-OFFER-BTL-BLU",
"cancel_reason": "SELLER_CANCEL_OUT_OF_STOCK",
"destination_state": "CA",
"cancellation_row_count": 3,
"average_days_to_cancel": 1.0
},
{
"priority_rank": 3,
"classification": "observed_hotspot",
"offer_reference": "NW-OFFER-LID-BLK",
"cancel_reason": "CUSTOMER_REQUESTED_SELLER_TO_CANCEL",
"destination_state": "TX",
"cancellation_row_count": 2,
"average_days_to_cancel": 1.5
},
{
"priority_rank": 4,
"classification": "single_observation",
"offer_reference": "NW-OFFER-BTL-BLU",
"cancel_reason": "SELLER_CANCEL_OUT_OF_STOCK",
"destination_state": "NV",
"cancellation_row_count": 1,
"average_days_to_cancel": 3.0
}
],
"reason_summaries_preview": [
{
"group_value": "SELLER_CANCEL_OUT_OF_STOCK",
"cancellation_row_count": 4
},
{
"group_value": "CUSTOMER_REQUESTED_SELLER_TO_CANCEL",
"cancellation_row_count": 2
},
{
"group_value": "PRICE_ERROR",
"cancellation_row_count": 1
}
],
"warnings": [
"Every row and classification is seller-supplied and unverified.",
"A repeated cohort is an observed concentration, not proof of cause, seller fault, policy status, or remedy."
],
"publish_status": "draft_needs_review"
}
This sample uses synthetic facts. Your output is generated only from the facts you submit.