In programming, data encapsulation refers to the process of combining data with its associated methods in a single unit, making it harder for unauthorized access. This concept ensures better safety and security by restricting access to sensitive information through the use of access modifiers or specifiers. Data abstraction, on the other hand, is about hiding irrelevant details and focusing on essential characteristics of data. While data encapsulation hides internal implementation details and controls accessibility, data abstraction focuses on major features or contents of an object rather than its functioning.