An event-based scaling approach is the best choice for handling seasonal or flash sales, where demand spikes unpredictably. This method automatically scales resources up or down in response to real-time demand triggers, such as increased user traffic or high transaction volumes. Unlike scheduled scaling, which follows a predefined schedule, event-driven scaling reacts dynamically to actual workload changes, ensuring optimal performance without over- provisioning resources.