Label is short for record label. Record labels are companies that manufacture and distribute recorded music and promote that music (or at least hire people to handle the promotion). There are two kinds of record labels independent (indie labels) and major labels (aka big four labels). Indie record labels are independent companies that do not have a corporate backer. Major labels are large corporations often owned by a parent company, like Sony.
Learn more about record labels in these articles:

