2. AWS

Average annual salary in 2016: $113,932

Number of respondents: 400

While cloud certifications were above the norm, according to Global Knowledge, the AWS Certified Solutions Architect – Associate pulled down the third-highest average annual salary among all certifications, at $119,085. The next highest? Certified Solutions Architect – Professional, at $116,838.