A new report from online boot camp provider Simplilearn reveals the cloud computing certifications with the highest average annual salaries, including those from AWS, Microsoft and Google Cloud.

Certifications from AWS, Google, Nutanix and VMware made Global Knowledge’s new 15 Top-Paying Certifications List for 2021 with average salaries ranging from $110,000 to more than $170,000.