Dick's Sporting Goods is buying Foot Locker for $2.4 billion in a deal that will allow the two brands to expand the growing sneaker culture shoppers are chasing.

The Pittsburgh-based company, which is the largest sporting goods retailer in the country, is nearing a deal to acquire rival ...