Scholarly articles are not the only kinds of articles that you might find in the course of your research. You may also encounter articles from popular publications/magazines such as Time Magazine or Scientific American. You may also find articles from trade publications such as Publishers Weekly.
Scholarly articles are not inherently better than other publications, but they are generally more suited to meeting your research needs primarily because they are written by credentialed experts who cite their sources.