I've noticed a lot of overlap between Big Data and Cloud Engineering lately. As someone looking to specialize, what salary can you expect after AWS certification specifically for the Data Engineer Associate or the Big Data Specialty? I want to know if the cloud-specific focus pays better than a generalist data role in the current tech climate.
3 answers
Specializing in AWS Data Engineering is currently one of the most profitable paths you can take. While general data scientists often start high, those who can actually build and maintain the AWS pipelines—using Glue, Redshift, and EMR—are in extremely short supply. In 2025, certified AWS Data Engineers are commanding salaries between $130,000 and $165,000. The specialty certifications act as a huge multiplier because they prove you can handle the specific infrastructure costs and scaling issues.
Are these roles mostly remote, or do they require being on-site for security reasons?
Data engineering is definitely more "recession-proof" right now compared to pure data science research roles.
Agreed; the ability to manage live data production environments on AWS is a skill that every major enterprise is currently hiring for.
Ronald, a large majority of these roles are now remote or hybrid. Companies have realized that top-tier data engineering talent isn't always local. However, some government or highly regulated finance roles might require you to be on-site. The good news is that remote roles for AWS-certified specialists still maintain those high salary brackets because the demand is global rather than just regional.