1. How do you structure a Redux store for a large-scale React application with multiple domains (e.g., user, product, cart)?
I follow feature-based modularization and use Redux Toolkit (RTK) to keep slices isolated and scalable.
/src
/store
store.ts
/features
/user
userSlice.ts
userSelectors.ts
/product
productSlice.ts
/cart
cartSlice.ts
Each slice handles its own actions, reducer, and selectors. I compose them using combineReducers. This enables team parallelism, reduces coupling, and promotes clear domain boundaries.
2. What’s your approach to handling asynchronous actions in Redux (e.g., Redux Thunk vs. Redux Saga)?
- I prefer Redux Thunk for simplicity and directness.
- I use Redux Saga when I need complex workflows , like race conditions, cancellation, or long-running tasks.
Saga use case: Retry with exponential backoff or orchestrating chained calls.
- Use memoized selectors via
reselect.
- Split state into fine-grained slices to reduce coupling.
- Use
React.memo and useSelector with shallow equality checks.
- Avoid nesting large objects in state unless normalized.
4. What’s the most complex Redux reducer you’ve written, and how did you ensure it remained predictable and testable?
I once wrote a reducer handling a multi-step form wizard with branching logic and async validation.
To maintain predictability:
- Split logic into pure helper functions .
- Used a state machine pattern to define allowed transitions.
- Wrote unit tests for each state transition using Jest.
5. How do you debug a Redux application when state changes unexpectedly?
- Use Redux DevTools to inspect dispatched actions and time-travel.
- Log action payloads and state diffs with middleware.
- Isolate via unit tests on reducer logic.
- Double-check selectors to avoid stale or incorrect data projections.
6. How would you integrate Redux with TypeScript to ensure type safety across actions, reducers, and selectors?
- Use Redux Toolkit with
createSlice and createAsyncThunk, which infers types automatically.
- Define typed RootState and
AppDispatch.
- Leverage
ReturnType<typeof store.getState> for global type inference.
- Use
createEntityAdapter from Redux Toolkit to normalize data.
- Store entities in
byId format and use ids for order.
- Selectors handle denormalization at read time.
8. How do you handle Redux middleware for cross-cutting concerns like logging, analytics, or authentication?
- Create custom middleware that intercepts specific action types.
- Use meta fields or action naming conventions to scope effects.
- For analytics, debounce and batch events if needed.
9. How do you manage Redux state persistence across page refreshes or app restarts?
- Use
redux-persist to serialize slices like auth or cart to localStorage.
- Whitelist only necessary slices.
- Use versioning and migration to handle schema changes safely.
10. What’s your strategy for migrating a legacy Redux application to a modern state management solution?
- Introduce Redux Toolkit incrementally via slices.
- Migrate legacy reducers to
createSlice.
- Replace verbose action creators with
createAsyncThunk.
- If switching to Zustand/Recoil, start feature-by-feature while bridging via context or proxies.
11. How do you structure a Zustand store for a React application with multiple features?
- Use modular stores per domain, composed into a central store if needed.
- Keep logic colocated with feature modules for cohesion.
For global state, I export multiple stores and optionally compose them with Zustand middleware.
12. What’s your approach to handling asynchronous state updates in Zustand?
Use async functions within actions. Zustand supports async directly.
I avoid side effects in components by letting the store own async logic.
13. How do you leverage Zustand’s simplicity to improve developer productivity in a team setting?
- No boilerplate: fewer concepts, easy onboarding.
- Co-locate state, actions, and async logic → faster iteration.
- Easy integration with components using
useStore.
- Rapid prototyping without scaffolding reducers/actions.
Result: Less cognitive load, quicker time to feature delivery.
14. How would you integrate Zustand with TypeScript to ensure type-safe state and actions?
- Define an interface for state and actions.
- Use the interface in the store definition.
15. What’s your strategy for persisting Zustand state across sessions or tabs?
- Use
zustand/middleware’s persist function with localStorage or sessionStorage.
- For sync across tabs, use
zustand/middleware/subscribeWithSelector + storage events.
16. How do you decide between Redux and Zustand for a new React project?
| Criteria |
Use Redux |
Use Zustand |
| Large team / strict patterns |
✅ |
❌ |
| Global devtools, middleware |
✅ |
✅ (with setup) |
| Minimal setup / fast iteration |
❌ |
✅ |
| Complex workflows (e.g., sagas) |
✅ |
❌ |
| Local component state or transient UI state |
❌ |
✅ |
I choose Redux when I need structure, or team familiarity. Zustand for smaller apps, prototyping, or when Redux feels like overkill.
17. What are the philosophical differences between Redux’s centralized, immutable state and Zustand’s flexible, mutable state?
- Redux : Emphasizes predictability via immutability and pure reducers. Suits large, scalable apps with rigorous patterns.
- Zustand : Embraces simplicity and direct mutation , favoring pragmatism and developer ergonomics.
Redux favors formalism and tooling; Zustand favors speed and freedom.
18. How do you design a state management system that scales from a small prototype to a production app with Redux or Zustand?
- Start with Zustand for speed and simplicity.
- Abstract state and actions for composability.
- As complexity grows, adopt modular organization and middleware.
- If scaling out significantly (many contributors, complex async), consider gradual migration to Redux Toolkit or use Zustand’s custom middleware to enforce discipline.
19. What’s your approach to testing state management logic in Redux versus Zustand?
Redux:
- Unit test pure reducers and async thunks with mocks.
- Snapshot complex state transitions.
- Use
redux-mock-store for integration tests.
Zustand:
- Test store methods directly
Both are easily testable, but Zustand’s simplicity allows fast iteration without test overhead.
20. How do you educate a team on choosing and implementing state management libraries like Redux or Zustand?
- Start with a lightweight decision matrix : team familiarity, app complexity, tooling needs.
- Run tech talks or lunch & learns : cover trade-offs and best practices.
- Pair programming and code walkthroughs.
- Provide starter templates (Redux Toolkit or Zustand boilerplates).
- Encourage RFCs for new patterns to ensure buy-in.
Empower the team to make informed choices , not just follow trends.