Date calculations in Python can lead to common errors, such as incorrectly calculating age or generating date ranges. Proper handling using the datetime module ensures accuracy. Key functions include calculating age, generating last week's dates, and parsing strings to date objects with strptime. Essential for developers managing date-related data.