Dynamic pricing

Dynamic pricing means letting price move, sometimes continuously, in response to changing conditions rather than holding it fixed for a season or catalog cycle. Airlines changing fares by the hour, ride-hailing surge pricing during high demand, and hotels raising rates around a local event are all forms of dynamic pricing.

Systems typically combine a demand forecast with a measure of price elasticity, how much a price change is expected to move demand, plus constraints such as inventory remaining, competitor prices, and business rules, to output a price or price range for a given moment. This differs from markdown optimization, which is a one-directional, scheduled clearance of specific aging stock; dynamic pricing can move prices up or down repeatedly based on live conditions, not just discount an item over time.

Dynamic pricing matters because it captures revenue that a fixed price leaves on the table, either by charging more when demand is high or by filling otherwise-empty capacity, like an unsold hotel room or airline seat, at a lower price rather than losing the sale entirely; it is the operational engine behind revenue management in travel and increasingly in retail and events. Common pitfalls include pricing so aggressively that customers perceive it as unfair, and models that chase short-term demand signals without accounting for how price changes affect brand trust or repeat purchase over time, as seen in average daily rate strategy debates.