Extract data from warehouse receipts
A warehouse receipt is the document a warehouse operator issues to acknowledge that it has taken specific goods into storage on behalf of a depositor. It records who deposited the goods, who is entitled to collect them, what was received, and in what condition, and it can be negotiable, so that title to the stored goods passes by endorsement of the receipt, or non-negotiable. In the United States it is governed by UCC Article 7. Inventory controllers, third-party logistics operators, and commodity-finance teams rely on it as both a receiving record and, when negotiable, an instrument that can be pledged as collateral.
Working detail is the received-items list and the condition on arrival. Each line records the goods description, a SKU or lot number, the quantity, the unit and weight, the assigned storage location such as a bin or rack, and the condition, and where values are stated the line total is quantity times unit value and the lines foot to a declared total. Beyond the lines, the receipt names the carrier that delivered the goods, the receipt date the goods were checked in, any handling instructions such as temperature control, and the warehouse's own transaction reference for reconciliation. Any gap between what was expected and what was received shows up as a note or a flag in the condition on the affected line rather than in a separate reconciliation.
Talonic reads a warehouse receipt into a structured header and a received-items table. A receipt numbered WR-2026-08841, issued 2026-06-19 by Port Logistics Terminal 4 in Rotterdam for depositor Nordic Foods AB and consignee Continental Grocers Inc., delivered by Maersk Line, records 320 cartons at 4,800 kg across two lines of 9,000.00 and 7,500.00 USD that foot to a declared value of 16,500.00 USD, each line with its SKU, storage location, and condition. Captured as written, the receipt and its declared quantities and values carry no determination about title, negotiability, or the goods' actual fitness.
What gets extracted from warehouse receipts
How extraction works for warehouse receipts
Warehouse receipts are issued by warehouse-management systems and third-party logistics operators in facility-specific layouts, so the header block and the received-items grid differ from one operator to the next. Talonic classifies the receipt and maps it to the warehousing field set in the Field Registry, which separates the depositor and consignee from the warehouse and carrier, and keeps the received-items detail and the storage locations in their own tables. Each item line keeps its SKU or lot number, quantity, unit, weight, storage location, and condition, weight units are normalized to a canonical measure, and where values are stated the line total of quantity times unit value is checked to foot to the declared total. Every value returns with a confidence score and pixel-region provenance under DIN SPEC 91491 conformity, so an inventory controller can verify a quantity or a location against the source receipt. Read as written, the receipt yields its fields, and no determination is made about title or negotiability, which are legal characteristics of the instrument under UCC Article 7.
Sample extraction
A non-negotiable warehouse receipt for two cartoned lines
{
"document_number": "WR-2026-08841",
"document_date": "2026-06-19",
"warehouse.name": "Port Logistics Terminal 4",
"warehouse.location": "Waalhaven Zuidzijde 12, 3089 JH Rotterdam, Netherlands",
"shipper.name": "Nordic Foods AB",
"shipper.reference": "PO-NF-2026-2210",
"consignee.name": "Continental Grocers Inc.",
"consignee.reference": "ACCT-CG-4471",
"receipt_date": "2026-06-18",
"total_quantity": 320,
"total_weight": 4800,
"weight_unit": "KG",
"currency": "USD",
"total_amount": 16500,
"carrier.name": "Maersk Line",
"handling_instructions": "Store at 2 to 8 degrees Celsius, keep dry, do not stack above four cartons",
"condition_code": "acceptable",
"authorization_signature": "J. Vermeer, receiving clerk",
"warehouse_reference": "TXN-2026-55190",
"insurance_value": 16500,
"received_items": [
{
"item_sequence": 1,
"item_description": "Canned lingonberry preserve, 12x400g",
"sku": "NF-LGB-400",
"quantity": 200,
"unit": "carton",
"weight": 3200,
"weight_unit": "KG",
"storage_location": "Bin A-14",
"item_condition": "acceptable",
"batch_lot_number": "LOT-2026-0442",
"unit_value": 45,
"line_total_value": 9000
},
{
"item_sequence": 2,
"item_description": "Smoked herring fillets, 24x150g",
"sku": "NF-HER-150",
"quantity": 120,
"unit": "carton",
"weight": 1600,
"weight_unit": "KG",
"storage_location": "Cold Zone C-03",
"item_condition": "acceptable",
"batch_lot_number": "LOT-2026-0448",
"unit_value": 62.5,
"line_total_value": 7500
}
],
"warehouse_locations": [
{
"location_code": "A-14",
"location_type": "bin",
"capacity": 400,
"capacity_unit": "carton",
"environment": "ambient dry"
},
{
"location_code": "C-03",
"location_type": "zone",
"capacity": 250,
"capacity_unit": "carton",
"environment": "refrigerated 2 to 8 C"
}
]
}Frequently asked
How is a warehouse receipt different from a goods receipt note or a bill of lading?
A warehouse receipt acknowledges goods taken into storage and, when negotiable, can act as a title instrument for the stored goods. A goods receipt note is an internal confirmation that received goods match a purchase order. A bill of lading is a transport document and title while goods are in transit. Talonic reads each on its own schema and keeps their distinct fields.
Does it capture the received-items lines with quantities and storage locations?
Yes. Each line returns with its SKU or lot number, quantity, unit, weight, assigned storage location such as Bin A-14 or Cold Zone C-03, and its condition, so an inventory system can place and track every line rather than a single total.
Do the line values foot to the declared total?
Yes. Where the receipt states values, the line total of quantity times unit value is checked, so the 200 cartons at 45.00 and the 120 cartons at 62.50 USD are verified to sum to the 16,500.00 USD declared value.
What is the difference between a negotiable and a non-negotiable warehouse receipt?
A negotiable warehouse receipt lets title to the stored goods pass by endorsement of the receipt itself, which is what allows a commodity-finance team to pledge one as collateral. A non-negotiable receipt names the party entitled to collect, and title does not travel with the document. Talonic captures the receipt as written, including the depositor Nordic Foods AB, the consignee Continental Grocers Inc. and the warehouse transaction reference. Whether the instrument is negotiable and whether title passes by endorsement are legal characteristics under UCC Article 7, determined by the terms of the receipt and the law, not by the extraction.
What fields are extracted from warehouse receipts?
Talonic returns warehouse receipts as schema-validated, typed fields. Common fields include Receipt Number, Issue Date, Warehouse / Location, Depositor (shipper), and more, each normalized (dates to ISO 8601, amounts as numbers) and mapped to a stable key so the output shape stays the same across layouts.
How accurate is extraction from warehouse receipts, and how is confidence reported?
Every extracted cell carries a confidence score from 0.0 to 1.0 and a provenance pointer back to the source page and region, so low-confidence values can be reviewed against the original before the data is trusted downstream. There is no single accuracy number: confidence is reported per field so you can gate on it.
Can I use warehouse receipts extraction in production?
Yes. The same engine behind this guide is available as a production REST API and Node SDK with sync, async, and streaming modes, schema versioning, signed webhooks, and EU-resident processing. Start free with an API key, then scale on usage-based pricing.
What does it cost to extract data from warehouse receipts?
There is a free tier for prototyping and agent evaluation with no credit card. Paid usage is credit-based at 1,000 credits per euro: page ingestion is 100 credits per page and registry-resolved queries are free. See talonic.com/pricing for current rates.
Ready to extract from your own warehouse receipts?
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Author note
Reviewed by Talonic engineering, logistics schema review · last reviewed 2026-07-09