Edit distance is a measure of the minimum number of operations required to transform one string into another, which is crucial in applications like spell checking, DNA sequencing, and natural language processing. The most common operations considered are insertion, deletion, and substitution of characters, and the concept helps in quantifying the similarity between two strings.