What is the mainest difference between K-Nearest Neighbor regression and Linear Regression? Do they complement each other?

I see, that KNN regression predicts not linearly, but on the basis of the nearest neighbors values. Probably, it can be more accurate, than with Linear Regression.

Although, Linear Regressionâ€™ advantage is the visualisation power and simplisity.

Thank you.