Scala collections provide a uniform approach to working with data structures. They are generic, immutable, and support higher-order functions like map and filter. The core abstractions are Traversable and Iterable, with subclasses including lists, sets, and maps. Collections aim to be object-oriented, persistent, and follow principles like the uniform return type. They allow fluent, expressive ways to transform, query, and manipulate data in a functional style.