A periodical is a magazine, newspaper, or journal. It is published at set intervals throughout the year.
An individual article appears in a periodical. An article can be from a magazine, newspaper, or journal.
Scholarly/peer-reviewed articles appear in journals.
Popular or trade articles appear in magazines or newspapers.
The library's databases house those articles in a way you can search through them.