Implementing Barcode Scanning Systems to Eliminate Warehouse Picking Errors

Warehouse worker scanning a barcode on a product box to verify the correct item during order picking.
Warehouse Accuracy Guide

Barcode scanning can stop many warehouse picking mistakes before an order reaches packing, but scanners alone do not guarantee accuracy. The system works only when product, location, quantity, lot, serial, and order identifiers are reliable—and when the warehouse workflow makes the correct scan easier than bypassing it.

A realistic objective is to prevent, detect, and measure picking errors—not to promise that every error will disappear. Damaged labels, incorrect master data, unscanned quantities, process workarounds, and packing mistakes can still produce exceptions.

A warehouse picking error occurs when the physical item prepared for an order does not match the approved order requirement. The mismatch may involve the product, quantity, lot, serial number, expiration date, inventory status, customer order, or shipping container.

In a manual process, the picker may rely on a printed list, product description, shelf memory, or visual similarity. That becomes risky when neighboring products have similar packaging, small differences in model numbers, several pack sizes, or multiple inventory statuses.

A properly designed scanning workflow compares what the employee physically scans with what the warehouse management system expects at that exact step. A mismatch can be stopped at the shelf, where it is usually easier to correct than after packing or shipment.

Which picking errors should the system prevent?

Wrong location

The picker arrives at a nearby shelf, bin, pallet, or zone that is not assigned to the current task.

Wrong item

The scanned product identifier does not match the stock keeping unit requested by the order line.

Wrong quantity

The number of units picked is higher or lower than the required quantity or approved tolerance.

Wrong order

The correct product is placed in the wrong tote, carton, pallet, wave, route, or customer shipment.

Wrong lot

The product is correct, but the selected batch, expiration date, or inventory status is not permitted.

Wrong serial

A serial-controlled unit is picked without confirming the unique device or asset assigned to the order.

Pack-size confusion

A case, inner pack, and individual unit share similar descriptions but represent different quantities.

Unrecorded substitution

A worker replaces an unavailable item without an approved substitution rule or inventory transaction.

How scan validation works during picking

1

Scan the location

The system confirms that the picker is at the location assigned to the active task.

2

Scan the item

The captured identifier is compared with the product expected on the order line.

3

Confirm quantity

The worker scans each unit, enters a count, or confirms a case quantity according to the item rule.

4

Scan the container

The product is associated with the correct tote, carton, pallet, order, or shipping unit.

This sequence is not universal. A serial-controlled electronics operation may need to scan every individual unit. A case-picking warehouse may scan one product label and confirm a case quantity. A food or pharmaceutical operation may also require lot and expiration verification.

The minimum number of scans is the number needed to control the real risk. Unnecessary scans slow the process and encourage shortcuts, while missing verification points leave important errors undetected.

Define exactly what each barcode identifies

A barcode is only a machine-readable representation of data. The warehouse must determine what the encoded value means and which system record it should retrieve.

Physical object Possible identifier Required control
Sellable product GTIN, supplier barcode, or controlled internal SKU identifier One scanned value must resolve to the correct product and packaging level.
Warehouse location Internal location code or standardized location identifier where appropriate The label must identify one physical picking, storage, staging, or packing position.
Lot or batch Lot number associated with the product identifier The system must validate allocation, status, expiration, and traceability rules.
Serial-controlled unit Unique serial number The same serial should not be assigned to more than one active inventory record.
Picking tote or carton Unique internal container identifier The container must remain connected to the active order or wave.
Logistic unit SSCC where the GS1 logistics-label process is used The physical pallet or logistic unit should match the related electronic record.

GS1 standards provide globally recognized identification keys and barcode rules. A warehouse does not need to replace every internal identifier merely to add scanning, but it should understand which values are internal and which must be exchanged with suppliers, customers, carriers, or trading partners.

A barcode should not contain more information than the process needs. In many workflows, the code carries an identifier that retrieves current information from the warehouse system. Encoding descriptions, prices, or changing attributes directly into every label can create maintenance problems.

Choosing between linear and 2D barcodes

Linear barcode

Formats such as Code 128 can represent an identifier in a familiar one-dimensional symbol. They can be suitable for locations, totes, internal labels, and many warehouse transactions.

GS1-128

This linear GS1 barcode can carry standardized data elements using Application Identifiers, including information used on logistics labels.

GS1 DataMatrix

This compact 2D symbol can encode multiple standardized data elements. It requires imaging equipment capable of reading two-dimensional symbols.

The decision should consider existing supplier labels, available label space, required data, scan distance, packaging material, scanner capability, customer requirements, and the system’s ability to interpret the encoded information.

A camera-based imager may be preferable when the warehouse must read both linear and 2D barcodes. Traditional linear or laser-only scanners cannot read Data Matrix symbols.

Clean the warehouse data before deployment

Barcode scanning validates a physical action against system data. If the system contains incorrect mappings, the scanner may confirm the wrong process accurately.

Product master review

  • Duplicate SKU records
  • Incorrect supplier barcodes
  • Conflicting pack sizes
  • Inactive products still assigned to active locations
  • Missing lot, serial, or expiration rules
  • One barcode linked to several unrelated items

Location master review

  • Duplicate location codes
  • Labels that do not match the WMS location
  • Temporary storage areas without controlled IDs
  • Obsolete rack or zone names
  • Locations assigned to the wrong picking sequence
  • Unrecorded product moves

The cleanup should also verify units of measure. A product may be received by case, stored by inner pack, and sold by each. The WMS must understand the conversion, and the scanning workflow must make the selected packaging level clear to the employee.

Never silently repair uncertain data merely to complete the implementation. When a barcode-to-item relationship cannot be verified, isolate the record for review instead of guessing and creating a permanent mapping.

Select hardware for the actual warehouse environment

Standard indoor picking

Handheld mobile computers or scanners may work well when employees need a screen, keypad, scan engine, and wireless connection in one device.

Hands-busy operations

Wearable or ring scanners can reduce repeated device handling, but comfort, fit, battery life, and accidental scans should be tested with real users.

Cold storage

Devices, batteries, screens, adhesives, and labels should be rated for temperature changes, condensation, gloves, and the expected shift length.

Dust, moisture, and impact

Ruggedness, sealing, drop resistance, replaceable batteries, protective cases, and service procedures may matter more than the lowest purchase price.

Long-range scanning

High-rack, pallet, and forklift workflows may require scan engines designed for greater distance and labels sized for the intended range.

Reflective or curved packaging

Gloss, plastic film, metal surfaces, curvature, and low contrast should be tested because a barcode that looks clear may still scan unreliably.

Wireless coverage also needs to be tested at working height and in the places where employees actually scan. Racks, inventory, doors, machinery, refrigeration systems, and building materials can affect connectivity.

A fallback process is necessary for temporary outages, but it should not allow uncontrolled picking. Offline transactions need clear rules for synchronization, duplicate prevention, time stamps, user identity, and later review.

Design error messages that help workers recover

A loud beep and a red screen indicate that something is wrong, but they do not necessarily explain what the worker should do next.

Detected condition Weak message More useful response
Wrong location Invalid scan “Location does not match this task. Expected A-04-02.”
Wrong product Error 107 “Item does not match the order line. Return it to the location and rescan.”
Blocked lot Not allowed “Lot is on quality hold. Do not pick. Request supervisor review.”
Duplicate serial Duplicate “Serial is already assigned to another order. Set the unit aside for investigation.”
Unreadable label No read “Clean or replace the label. Do not enter an unverified item code manually.”

Supervisors should review recurring error messages. A high number of wrong-location scans may indicate poor labels, confusing rack design, inaccurate replenishment, or an inefficient pick path rather than careless employees.

Build exception handling into the workflow

Daily warehouse operations include damaged labels, short stock, overages, mixed inventory, substitutions, quality holds, and products that arrive without usable barcodes. The scanning process must explain how to handle these conditions without encouraging false confirmations.

  • Unreadable product label Provide a controlled label-replacement process that verifies the item before printing a new identifier.
  • Inventory not found Allow the picker to report a short location while preserving the order requirement for reallocation or investigation.
  • Unexpected inventory found Prevent the employee from assigning the product casually to the location. Create a count or inventory-review task.
  • Damaged product Move the unit to a controlled status or exception location and retain the link to the original task.
  • Approved substitution Require the WMS to authorize the substitute before the employee confirms it physically.
  • Device or network failure Use a documented contingency process with later reconciliation rather than unrestricted manual picking.

Test labels and devices before buying at scale

A useful test uses real products—not perfect demonstration labels

Print sample labels with the planned printers, materials, ribbon, adhesive, barcode size, and application method. Then test them on actual shelves, bins, cartons, pallets, and products.

Distance Test the nearest and farthest realistic scan positions.
Angle Include overhead, low shelf, curved, and awkward placements.
Lighting Test bright areas, shadows, dock doors, and night shifts.
Wear Expose labels to abrasion, dust, moisture, cold, and handling.
Speed Test normal movement rather than slow laboratory scanning.
Different devices Confirm compatibility across every approved scanner model.

Barcode verification is different from simply confirming that one scanner can read a symbol. Verification evaluates whether a barcode meets defined quality requirements and is likely to perform across suitable scanning equipment and operating conditions.

Illustrative example: correcting a similar-item picking risk

Hypothetical warehouse scenario This example illustrates a workflow and is not presented as a documented company result.

A fulfillment center stores several visually similar replacement parts in neighboring bins. The product descriptions differ by only a few characters, and the packaging uses the same color and size. Supervisors notice repeated returns involving these items.

Before controlled scanning

  • Picker reads a printed description
  • Location is confirmed visually
  • Quantity is entered after the pick
  • Error may be discovered during packing or by the customer

After workflow redesign

  • Location label is scanned first
  • Each product barcode is validated
  • Tote is scanned before confirmation
  • Repeated mismatches generate a location-review task

During the pilot, the team should not assume that every mismatch proves worker error. Repeated alerts may reveal that supplier labels are duplicated, the WMS mapping is wrong, replenishment placed products in the wrong bins, or the shelf layout is confusing.

Measure more than order accuracy

Wrong-item exceptions Confirmed product mismatches detected during picking, packing, or after shipment.
Quantity exceptions Over-picks, under-picks, pack-size errors, and weight-check failures.
First-pass scan rate Transactions completed without repeated attempts, manual entry, or label replacement.
Manual override rate How often employees bypass normal validation and why the override was required.
Pick time Elapsed time per line or task, separated by item and workflow type.
Correction time Time needed to resolve a mismatch at the shelf, packing station, or after shipment.
Label failure rate Unreadable, missing, damaged, duplicated, or incorrectly positioned labels.
Inventory adjustments Changes linked to missing stock, wrong locations, unrecorded movement, or count errors.
Safety and ergonomics Device comfort, repeated motions, reach, carrying method, distractions, and reported issues.

The baseline and pilot should use the same definition of an error. A customer return, packing-station correction, picker mismatch alert, and inventory adjustment are different events and should not be combined without explanation.

Train employees on the reason behind each scan

Training should cover more than device buttons. Employees need to understand which error each step prevents, how to respond to an exception, and why copying a barcode onto a card or scanning a label away from the product destroys the control.

Training should include

  • Correct scan sequence
  • Meaning of alerts and status colors
  • Handling of unreadable labels
  • Lot, serial, and expiration rules
  • Approved override process
  • Device charging and damage reporting
  • Safe use while walking or operating equipment

Supervisors should monitor

  • Repeated overrides by reason
  • Locations with frequent mismatches
  • Labels that require repeated scans
  • Devices with battery or trigger problems
  • Tasks that create unnecessary scanning
  • Workarounds created by system delays
  • Employee feedback from each shift

Device placement and workflow design should also support warehouse safety and ergonomics. Employees should not be encouraged to walk while staring at a screen, overreach to scan labels, or use equipment in a way that interferes with safe material handling.

A practical pilot sequence

  1. Select a focused error problem Choose one product family, zone, process, or error type with a measurable baseline.
  2. Map the current picking journey Document every decision, scan, label, handoff, manual entry, and exception from task release to packing.
  3. Clean identifiers and locations Resolve duplicate barcodes, incorrect item mappings, pack-size conflicts, and physical location discrepancies.
  4. Define the required scan sequence Decide which identifiers must be confirmed and when the system should stop, warn, or request supervisor approval.
  5. Test hardware and labels Use real shelves, products, lighting, distances, gloves, cold conditions, and normal working speed.
  6. Run a limited live pilot Start with trained employees and additional support rather than deploying every device across the facility at once.
  7. Review mismatches as process evidence Separate employee mistakes from data, label, replenishment, equipment, integration, and layout problems.
  8. Expand only after stabilizing exceptions Confirm that labels, system response, wireless performance, training, support, and maintenance remain reliable.

Frequently asked questions

Can barcode scanning completely eliminate warehouse picking errors?

No system can guarantee that every error will disappear. Scanning can prevent and detect many mismatches, but results still depend on correct data, readable labels, suitable hardware, system availability, employee training, and controlled exception handling.

Should every item be scanned individually?

It depends on the item and risk. Serial-controlled, high-value, regulated, or unit-pick products may require individual scans. Case-picking operations may use a product scan plus a controlled quantity confirmation.

Do we need 2D scanners?

Imaging scanners are needed when the operation must read Data Matrix, QR Code, or other supported 2D symbols. A warehouse using only suitable linear barcodes may not require 2D capability, but future supplier and customer requirements should be considered.

What should happen when a barcode will not scan?

The employee should follow a controlled exception process. The item may need verification, relabeling, quarantine, or supervisor review. Allowing unverified manual entry can recreate the same error risk the scanner was intended to prevent.

Is a WMS required?

Scanning requires a system of record that understands items, locations, quantities, orders, users, and transaction rules. This may be a WMS, ERP warehouse module, or another inventory application, but simple scanning without real-time validation provides limited error prevention.

Should barcode labels be verified?

Verification is valuable when reliable performance is important, especially for labels shared across trading partners or used in demanding environments. A barcode verifier evaluates symbol quality against defined requirements; an ordinary scanner only shows whether that device read the symbol under that test condition.

Final perspective

Barcode scanning improves warehouse accuracy when verification is built into the physical flow of work. The strongest process confirms that the employee is at the correct location, selecting the correct product, handling the correct quantity or controlled unit, and placing it into the correct order container.

The implementation should begin with master data, labels, location control, and exception design—not with a large scanner purchase. Hardware cannot correct duplicated identifiers, inaccurate inventory, confusing pack sizes, or a workflow that encourages employees to bypass validation.

A focused pilot can reveal whether the proposed process reduces preventable errors without creating excessive scans, delays, unsafe behavior, or manual workarounds. Once the process is stable, the warehouse can expand it to additional zones, products, and transaction types using measured results rather than assumptions.

Sources and further reading

Editorial note: This guide was prepared by the Samai Supply Tech Editorial Team using publicly available barcode-standard and warehouse-safety resources. It provides general educational information and does not replace professional warehouse design, systems integration, safety, regulatory, or operational advice.