Seasons and events

Prepare for January Disputes Before Holiday Returns Arrive

Taped up cardboard box with a person holding scissors.
Photo: Farah / Burst

January dispute work often belongs to November and December purchases. A quieter storefront does not mean the operational workload has finished: gifts are being opened, return parcels are moving, and customers are asking whether promised resolutions happened. Prepare a rolling holiday work plan before those queues converge.

The useful planning unit is an unresolved customer obligation attached to an order. A returned parcel, a support conversation and a payment dispute can describe the same purchase while requiring different actions. Joining those records prevents three teams from independently deciding that somebody else owns the next step.

Map the holiday backlog by purchase cohort

Choose the holiday sales windows that matter to your store, such as the main promotional weekend, the final delivery-promise week and the period immediately before gift opening. These are internal planning groups, not payment-network reporting categories. Keep their boundaries unchanged during the review so comparisons remain understandable.

For each group, identify orders with unresolved delivery exceptions, authorized returns still in transit, received returns awaiting a decision, promised commercial adjustments awaiting confirmation, and active disputes. Preserve separate statuses for those workstreams. A single label such as “holiday issue” does not tell the next operator what must happen.

Your register can start with these fields:

Field What it establishes
Order reference and purchase cohort Which sale created the obligation
Customer's unresolved request What the customer still expects
Return stage and last verified event Whether merchandise work is progressing
Payment case reference and current state Whether a separate dispute process exists
Next action, owner and due time Who will remove the present blockage
Last customer commitment Whether the team is about to miss another promise

Include unresolved orders without a dispute. Otherwise, the plan begins only after customers have already escalated. Shopify's BFCM planning guide provides the wider seasonal preparation context; this register extends the operating horizon beyond peak selling days.

Plan capacity around the work that remains

Count decisions and handoffs, not just tickets. Ten return requests with complete information might require less effort than one parcel whose contents, refund commitment and dispute status conflict. Use a brief sample of your own recent work to estimate effort by task type, then revise the estimate as January cases arrive.

Consider this hypothetical workload for a small team:

Queue Open items Assumed handling time Initial work estimate
Received returns awaiting review 60 8 minutes 8 hours
Missing warehouse confirmations 20 15 minutes 5 hours
Active payment cases needing action 12 30 minutes 6 hours

The resulting 19 hours are an illustrative first-pass workload, not a staffing benchmark. They exclude newly arriving requests, supervisor approval and waiting time. If only one employee can approve certain outcomes, adding general support hours will not necessarily remove that bottleneck.

Reserve named coverage for warehouse questions, commercial decisions and time-sensitive payment work. Give each role a backup and define the handoff evidence it needs. For example, the warehouse confirms what arrived and when; the commercial owner determines the appropriate offer; the payment owner checks whether an existing dispute changes the available money movement. Avoid letting all three act independently on the same amount.

Run a short review that produces decisions

A useful daily review can be organized around four questions: which commitments are due next, which cases lack an owner, which records disagree, and what changed since the previous review? Read the exception list beforehand. Meeting time should resolve responsibility or authorize a next action rather than reconstruct every order history.

Suppose a hypothetical gift order has a received return, a support message promising an update on Tuesday and a newly opened payment case. The warehouse task can be complete while the customer obligation remains open. Assign one commercial owner to coordinate the message and one payment owner to verify the case state before any further financial action. Record the decision once in the shared register.

Escalation rules should depend on actual commitments and case deadlines. A return that has waited longer than the store's stated review period deserves attention even if no dispute exists. An imminent payment deadline may need immediate specialist action even when the parcel investigation is unfinished. Neither queue should disappear behind an overall average age.

Separate current trading from holiday outcomes

Maintain two views. The first shows work arriving and being completed this week, which helps manage staffing. The second follows the original holiday purchase groups as later complaints and disputes emerge, which helps evaluate the campaign. Do not present a young January sales cohort as proof that it outperformed a holiday cohort observed for much longer.

Keep the official processor monitoring view alongside this operational analysis. Shopify documents its own account-health reporting in chargeback monitoring. Your holiday register explains where work came from; it does not replace that reporting or redefine its population.

Close the seasonal project only after remaining items have named owners and a continuing review route. Some obligations may properly continue beyond the campaign review. Record those explicitly instead of forcing every row into “closed” so the project looks finished.

The final review should identify concrete changes for the next holiday period: a clearer gift-return handoff, earlier seasonal staffing, a missing warehouse confirmation or an unrealistic customer update promise. Preserve the purchase cohort definitions and observation dates with those conclusions. That makes the learning reusable when another peak season arrives.

Review dispute status and deadlines as your holiday returns work builds up.

Open dispute overview

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