Ensure your tests cover not just the happy path, but also edge cases, empty states, error conditions, and boundary scenarios. This includes testing with empty datasets, validating pagination logic, handling unusual input values, and verifying error handling behavior.

When writing tests, systematically consider:

Example from the discussions:

def test_recent_activity_includes_external_jobs_and_modeling_jobs(self):
    # Don't just test the happy path - also test:
    # - Empty states (if either model is empty)
    # - Pagination works correctly
    # - Query logic handles edge cases properly
def test_timezone_edge_cases(self):
    # Test unusual timezone offsets like India +5:30
    # Even if it's to assert that something throws an error

Comprehensive edge case testing catches bugs early, validates assumptions about system behavior, and ensures robust handling of real-world scenarios that may not be immediately obvious during development.