Black Sheep Code
rss_feed

Why I don't like API mocking as a necessary frontend testing strategy

Published:
warning

I've done a 180 on this position.

I think the right way to think about testing frontends is to think in units small enough that a developer can hold all of the business logic in their mind.

That is, the API calls and other external interactions a unit of code makes should be encompassed in the test.

What this post is a reflection of, and a caution against, is the codebase I was working on at the time of writing, where the state management layer included all sorts of complicated transformations.

Keep your state management layer simple, and then API mocking is an acceptable way to write your tests - they're a way of understanding 'these are the external systems this unit of code is interacting with'.

Where a unit of code becomes too complex to for a developer to keep in mind, then consider strategies that allow cutting branches of logic, eg. Error boundaries or component composition. I write about this here.

It seems that API mocking, using tools like MSW, are the default approach for frontend testing these days.

Code for these examples can be found here.

I'm using react-query for these examples, but I believe that these patterns apply to all state management tools (arguably, with the exception of GraphQL).

API mocking - the trivial case

To start, let's demonstrate how we would write tests in the recommend manner - by mocking API calls.

This example will be a simple todo list - we fetch a list of todos from an endpoint, and display them as a list.

export const TodoList = () => {
  const query = useQuery({queryKey: ['todos'], queryFn: fetchTodos});
  return (
    <div>
      {query.isLoading && <>loading...</>}
      {query.data?.map((v) => {
        return <div key={v.id}>
          <span>{v.content} </span><span className = "label">{v.label}</span>

        </div>
      })}
    </div>
  );
};

And a test:

const server = setupServer(
    rest.get('/todos', async (req, res, ctx) => {
        return res(
            ctx.json([
                {
                    id: "foo",
                    label: "label1",
                    content: "aaaa"
                }
            ])
        )
    }),
)

beforeAll(() => server.listen())
afterEach(() => server.resetHandlers())
afterAll(() => server.close())


const queryClient = new QueryClient();
const TestWrapper = (props: React.PropsWithChildren<{}>) => {
    return <QueryClientProvider client={queryClient}>
        {props.children}
    </QueryClientProvider>
}


describe(TodoList, () => {
    it("works fine", async () => {
        render(
            <TestWrapper>
                <TodoList />
            </TestWrapper>)

        // Doesn't exist at first
        expect(screen.queryByText("aaaa")).not.toBeInTheDocument();

        //Exists after some time 
        expect(await screen.findByText("aaaa")).toBeInTheDocument();
    });
});

Ok, pretty straightforward, nothing really bothers me here.

What about a more complex case?

Now let's make a more complex example.

In this, the user can set some preferences about what todos they want to see. Specifically, they can set preferences of the type 'I only want to see todos with the label X', or 'I only want to see todos that have labels with a priority value of greater than Y';

Naive Example

A service function for might look like this:

async function getUserPreferredTodos() {
  const [ todos,userPreferences, labels] = await Promise.all([fetchTodos(), fetchUserPreferences(), fetchLabels()]); 
  const preferredLabels = labels.filter((v) => v.priority >= userPreferences.preferredPriority || userPreferences.preferredLabels.some((w) => v.id === w)); 
  return todos.filter((v) => preferredLabels.some((w) => w.id === v.label))
}

And our use of useQuery is basically the same, we just use this function instead of the old fetchTodos.

So lets write a test for this in the manner we did above.

const server = setupServer(
    rest.get('/todos', async (req, res, ctx) => {
        return res(
            ctx.json([
                {
                    id: "foo",
                    label: "label1",
                    content: "aaaa"
                }, 
                {
                    id: "bar",
                    label: "label2",
                    content: "bbbb"
                }
            ])
        )
    }),
    rest.get('/labels', async (req, res, ctx) => {
        return res(
            ctx.json([
                {
                    id: "label1",
                    name: "label1",
                    priority: 1, 
                }, 
                {
                    id: "label2",
                    name: "label2",
                    priority: 2, 
                }
            ])
        )
    }),
    rest.get('/userPreferences', async (req, res, ctx) => {
        return res(
            ctx.json({
                preferredLabels: ["label1"], 
                preferredPriority: 3, 
            })
        )
    }),
)

//Snip other code which remains the same

describe(TodoList, () => {
    it("works fine", async () => {
        render(
            <TestWrapper>
                <TodoList />
            </TestWrapper>)


        // Doesn't exist at first
        expect(screen.queryByText("aaaa")).not.toBeInTheDocument();
        
        //Exists after some time      
        expect(await screen.findByText("aaaa")).toBeInTheDocument();
        // bbbb never appears as it does not satisfied the 'preferred' criteria
        expect(screen.queryByText("bbbb")).not.toBeInTheDocument();
    });
});

The problem with this, in order to write this test, we need to understand that joining logic.

In order to read the test, we similarly need to understand the the joining logic in order to know which todos will be displayed.

This adds a lot of cognitive overhead to reading and writing our tests.

We want to minimise friction in writing tests as much as possible - the easier tests are to read and write, the more likely people are to write them, and the more useful they are in understanding a codebase.

Potential Solution - Do service injection instead of API mocking

In this case we provide all of our API services via a context provider, and our hook uses the service provided from context, rather that using it directly.

This means that we can easily change out that service in tests.


export const ServiceContext = React.createContext({
  getUserPreferredTodos: getUserPreferredTodosFn
}); 

export const TodoList = () => {
  
  const getUserPreferredTodos = React.useContext(ServiceContext).getUserPreferredTodos; 
  const query = useQuery({queryKey: ['preferredTodos'], queryFn: getUserPreferredTodos});

  //Snip the rest

The test:

describe(TodoList, () => {
    it("works fine", async () => {
        render(
            <TestWrapper>

                <ServiceContext.Provider value={{
                    getUserPreferredTodos: async () => {
                        return [{
                            id: "foo", 
                            content: "content", 
                            label: "label1"
                        }]
                    }
                }}>
                <TodoList />
                </ServiceContext.Provider>
            </TestWrapper>)


        expect(screen.queryByText("content")).not.toBeInTheDocument();
        expect(await screen.findByText("content")).toBeInTheDocument();
    });
});

I like this, this test is nice and easy to understand.

However, the problem with this approach is that it doesn't take advantage of react-queries caching mechanism; if we had already loaded all of our todos, labels, and user preferences, this code would still refetch all of them.

Optimised example

In this approach we'll write some smarter react-query logic, to take advantage of that we've likely already fetched the user preferences, todos and labels.

function determineUserPreferredTodos(todos?: Array<Todo>, labels?: Array<Label>, userPreferences?: UserPreferences) {
  if(!todos || !labels || !userPreferences) {
    return []; 
  }

  const preferredLabels = labels.filter((v) => v.priority >= userPreferences.preferredPriority || userPreferences.preferredLabels.some((w) => v.id === w)); 
  return todos.filter((v) => preferredLabels.some((w) => w.id === v.label))
}

export const TodoList = () => {

  const todosQuery = useQuery({queryKey: ['todos2b'], queryFn: fetchTodos});
  const userPrefsQuery = useQuery({queryKey: ['userPreferences2b'], queryFn: fetchUserPreferences});
  const labelsQuery = useQuery({queryKey: ['labels2b'], queryFn: fetchLabels});


  const todosToShow = determineUserPreferredTodos(todosQuery.data, labelsQuery.data, userPrefsQuery.data);

  //Snip

The service injection pattern now won't work, as we've got a hard reference to the determineUserPreferredTodos.

We could still use such a pattern, but we would still need to know how to do that joining logic.

(I guess technically we could inject determineUserPreferredTodos itself, and have it ignore its inputs).

General solutions or objections

Use a presentational and container component pattern

In this approach we just pass the list of todos in as props in a presentational component.

The data fetching call is done in a container component.

//Wrapper
export const WrappedTodoList = () => {

  const todosQuery = useQuery({queryKey: ['todos2b'], queryFn: fetchTodos});
  const userPrefsQuery = useQuery({queryKey: ['userPreferences2b'], queryFn: fetchUserPreferences});
  const labelsQuery = useQuery({queryKey: ['labels2b'], queryFn: fetchLabels});


  const todosToShow = determineUserPreferredTodos(todosQuery.data, labelsQuery.data, userPrefsQuery.data);


  return (<TodoList todos={todosToShow} isLoading={[todosQuery, userPrefsQuery, labelsQuery].some((v) => v.isLoading)}/>
  );
};


//Presentational
export const TodoList = (props: TodoListProps) => {
  return (
    <div>

      {props.isLoading && <>loading...</>}
      {props.todos.map((v) => {
        return <div key={v.id}>
          <span>{v.content} </span><span className = "label">{v.label}</span>

        </div>
      })}
    </div>
  );
};

Test:

describe(TodoList, () => {
    it("works fine", () => {
        render(
                <TodoList isLoading={false} todos={[
                    {
                        id: "foo",
                        label: "label1",
                        content: "aaaa"
                    }
                ]}/>); 

        expect(screen.getByText("foo")).toBeInTheDocument();

    });
});

This absolutely works, and I advocate for using presentational components as much as possible.

However, this doesn't actually solve the problem, it just shifts it - as likely you are using one of those container components somewhere else in the application:

export function TodoListPage() {


    return <>
        <TodoListAdder/>
        <WrappedTodoList/>
    </>;
}

How do we write a test for this component?

This complex joining logic is a code smell / the backend should be returning the correct data

This may well be the case, but it's not particularly helpful.

It's the norm to be working in imperfect codebases, the solution to any engineering challenge can't be 'only work in pristine codebases'.

It's possible that this 'user preferred todos' feature is an experimental feature we're building a proof of concept for, and we're building a quick non-optimal to prove the concept, before building a first class backend solution.

This actually brings up a second point - it should easy for us to switch out our data retrieval logic, potentially, even allow for A/B testing it or feature flagging it.

For example, maybe we're upgrading to version 2 of an API, simplifies the retrieval of those user preferred todos, requiring only a single endpoint. It's likely we would still want to support retrieval from from the v1 API, and be able to easily switch between the two modes of retrieval without code changes.

Including the state management logic under test is actually a good thing, because then you're getting a complete story of how the loading behaviour plays.

For example, 'First I click the button, THEN I see a loading spinner AND then the loading spinner disappears and see the todos'.

Whereas if you're using presentational components you don't actually typically test this kind of experience, the test is more going to be 'isLoading is true, and so I see the loading spinner', 'there are three todos in the array, and I see the name of each of them'.

I actually find this quite a convincing argument.

A couple of points though:



Questions? Comments? Criticisms? Get in the comments! 👇

Spotted an error? Edit this page with Github