West View was first incorporated on March 20, 1905. In the early 1900s, the Allegheny-Bellevue Land Company began acquiring land in Ross Township in order to build houses. Land developer Frederick Christian Martsolf was particularly enamored by the area, so working with the Allegheny-Bellevue Land Company, he was able to incorporate 640 acres of land right in the middle of Ross Township into West View Borough. West View held its first election on May 16, 1905, with Martsolf being elected the first president of the Borough Council on May 24, 1905.

It is said that the name "West View" came from pioneers who, traveling north out of Pittsburgh on the Venango Trail, appreciated the view to the west. The Venango Trail was a trail that Native Americans had used for centuries by the time European settlers arrived. The trail began in Pittsburgh and went north, eventually ending in Erie, PA. Present-day U.S. Route 19, which goes right through the heart of West View, closely follows the path of the original Venango Trail.

Casper Reel was the first European settler in the West View/Ross area. Reel was born in Frankfurt, Germany on May 11, 1742. He immigrated to America around 1761. After serving in the Continental Army during the Revolutionary War, Reel received 727 acres of land in what was then Pine Township. He constructed a cabin in West View in 1792, but was forced to leave shortly thereafter due to Native American attacks. He did not return until 1795, when he built a second cabin which still exists in the borough today. Reel became a successful farmer and also the first tax collector north of Pittsburgh. He died on October 20, 1824. The bulk of West View today is made up of land that was once owned by Reel.

From 1906 to 1977, West View was home to one of the most remembered Pittsburgh amusement parks, West View Park. West View Park was conceived by Theodore Marshall Harton II. In 1905, Harton entered into a 10-year lease with the Allegheny-Bellevue Land Company for 18.42 acres in the recently-established Borough of West View. Conveniently situated at the end of the Bellevue/West View trolley line, West View Park first opened on May 23, 1906.

This one-midway trolley park featured two beloved roller coasters: The Dips, with its unique banked turn-around curve, and the Racing Whippet, which featured two coasters on a strategically placed single track so that the train that started on the left of the loading platform came back on the right side and vice versa. Another popular park attraction was "Danceland", an entertainment hall that featured many performers from big band to rock and roll over the years, most notably The Rolling Stones in 1964. Danceland burned to the ground in 1973 and was not rebuilt.

West View Park closed for good at the end of the 1977 season. There are no traces of the park left, but several nearby businesses feature old memorabilia (such as signs, photos, and tickets).

West View, along with neighboring (and surrounding) Ross Township, is served by the North Hills School District.