After years of remaining on the stock market’s sidelines, a number of highly valued Silicon Valley technology companies are now gearing up to go public as soon as next year.

Among the IPO candidates are ride-sharing companies Uber Technologies Inc. and Lyft Inc., and data-mining specialist Palantir Technologies Inc.

Should they follow through,...