Glitchmas is bad actor slang for the holiday shopping season, when peak order volume, seasonal staff, and stretched fraud teams create the year’s best conditions for fraud and abuse to slip through. The name captures the attitude: to organized abusers, Black Friday through the January returns wave is an exploitable glitch in merchant defenses.
Why the Holidays Favor Bad Actors
Everything that makes peak season good for revenue also makes it good for abuse. Order volume buries anomalies that would stand out in March. Merchants loosen rules to protect conversion during the biggest weeks of the year. Support teams staffed with seasonal hires face scripted claims they haven’t seen before. And the January returns flood gives return and refund abuse its best camouflage; NRF projected a 17% return rate on holiday sales in its 2025 returns research. Coordinated groups deliberately time campaigns, from triangulation fraud to card testing, to exactly this window.
How to Take Glitchmas Off the Calendar
Prepare before the wave: pressure test rules against last year’s peak patterns, brief seasonal support staff on the claim scripts they’ll hear, avoid blanket rule loosening in favor of adaptive screening that keeps judging intent at volume, and plan for the January claims surge as part of the season, not an aftermath. Automated decisioning that doesn’t degrade under load is the difference between a record quarter and a record quarter that unravels in Q1 chargebacks.
Frequently Asked Questions
When does holiday fraud actually peak?
Attack volume rises with order volume from Black Friday on, but much of the damage surfaces later: chargebacks from holiday fraud land 30 to 90 days out, and returns abuse peaks with the January wave.
Should merchants tighten fraud rules for the holidays?
Tightening blanket rules costs peak-season conversion; loosening them invites the abuse. The way out of the dilemma is screening that scales judgment with volume instead of trading one loss for the other.
