While data scientists focus on interpreting data to solve complex problems and develop predictive models, data analysts primarily concentrate on exploring and interpreting data to provide actionable insights. Data engineers, on the other hand, are responsible for designing and maintaining data pipelines, databases, and infrastructure to ensure data availability and accessibility for analysis.