# Documentation for development > [!WARNING] > TODO: This document is a work in progress. Please help us improve it by contributing! See [knowledge.md](knowledge.md) for high-level architecture and design decisions. ### Adding a new profile variable To add a profile variable (personality type, etc.), make modifications here: * ... Then update the database by running a migration: ```bash ... ``` ### Cover with tests Best Practices * Test Behavior, Not Implementation. Don’t test internal state or function calls unless you’re testing utilities or very critical behavior. * Use msw to Mock APIs. Don't manually mock fetch—use msw to simulate realistic behavior, including network delays and errors. * Don’t Overuse Snapshots. Snapshots are fragile and often meaningless unless used sparingly (e.g., for JSON response schemas). * Prefer userEvent Over fireEvent. It simulates real user interactions more accurately. * Avoid Testing Next.js Internals . You don’t need to test getStaticProps, getServerSideProps themselves—test what they render. * Use jest.spyOn() for Internal Utilities . Avoid reaching into modules you don’t own. * Don't test just for coverage. Test to prevent regressions, document intent, and handle edge cases. * Don't write end-to-end tests for features that change frequently unless absolutely necessary.