Developers often face challenges with property-based testing, particularly when adapting to the API for complex data structures and identifying invariants in their code. Starting with simple invariants, like ensuring code doesn't crash with valid input, can help alleviate this paralysis and lead to more effective testing. Once comfortable with the basics, it becomes easier to explore additional properties to test.