The Traceability Data Model
Every traceability system needs four core entities: Batch (a lot of finished goods), Work Order (the instruction to produce), Operation (one step in the process — mixing, filling, labelling), and Component (raw material consumed). The link between them is a transaction record — at each operation, you record which batch was processed, when, by whom, on which machine, using which components.
Barcode and QR Code Strategy
Assign a unique barcode to every incoming raw material pallet on receipt. When a batch starts, scan the materials consumed. When the batch moves to the next operation, scan the batch label and the workstation. This creates a complete chain of custody with minimal operator effort — typically 2–3 scans per operation.
What Data to Capture at Each Step
Mandatory: Batch ID, operation timestamp, operator ID, machine/workstation ID, material lot numbers consumed. Recommended: Process parameters (temperature, pressure, speed) from the PLC. Optional but powerful: photos of the product at key stages, quality check results (pass/fail per check point).
Forward and Backward Traceability
Backward traceability ("what went into this batch?"): given a finished product serial number, show every material lot, machine, and operator involved. Forward traceability ("where did this material lot go?"): given a raw material recall, find every finished product that used it. Design your database with both queries in mind from the start.
Pharma-Specific Requirements
For pharmaceutical manufacturers, traceability must satisfy Schedule M, 21 CFR Part 11 (if exporting to USA), and EUGMP. This means electronic records must be tamper-evident, audit trails must log every change with user ID and timestamp, and batch records must be reviewed and electronically signed before product release.
Good traceability design starts with the questions you need to answer in a recall scenario, not with the data you have available. Design backward from the output, not forward from the input.
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