Peer-reviewed journals go through a rigorous process. Other scholars in the field review articles to ensure they meet scholarly and research standards.
Peer-reviewed articles and journals are considered 'scholarly' -- they are created by scholars and for scholars.
Note that all peer-reviewed journals are scholarly, but not all scholarly journals are peer-reviewed.
Watch this video for more information on Peer-review and types of sources: