Scala offers strong static typing and functional programming capabilities suitable for large-scale applications and parallel processing, making it ideal for data processing frameworks like Apache Spark. In contrast, Python is known for its simplicity and extensive libraries, making it a preferred choice for rapid development, especially in data science and machine learning.