Dictionaries are a fundamental data structure that store data in key-value pairs, allowing for efficient retrieval and modification of data based on keys. Keys must be unique while values can be duplicated. Common dictionary operations like accessing, inserting, and deleting elements have constant time complexity of O(1). While dictionaries provide faster access than lists, they consume more memory than other data structures due to storing both keys and values.