A hash table is a data structure that allows for fast data retrieval by using a hash function to map keys to specific indices in an array, enabling average time complexity of O(1) for search, insertion, and deletion operations. It efficiently handles collisions through methods such as chaining or open addressing, ensuring that each key-value pair is stored and accessed correctly even when multiple keys hash to the same index.