Test whether the discount is creating demand or borrowing it

Judge the offer on incremental value

Compare the discounted group against a clean control where possible. Track contribution after product cost, shipping subsidy, payment fees, returns, and the discount itself.

Questions worth answering

• Did more people buy, or did existing buyers pay less?
• Did the offer shift demand forward from the next week?
• Did first-time buyers return without another discount?