A heap is a specialized tree-based data structure that satisfies the heap property, where in a max heap, each parent node is greater than or equal to its children, and in a min heap, each parent node is less than or equal to its children. Heaps are commonly used in priority queues and algorithms like heapsort due to their efficient access and modification of the largest or smallest element.