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Optimistic Updates

In an optimistic update the UI behaves as though a change was successfully completed before receiving confirmation from the server that it actually was - it is being optimistic that it will eventually get the confirmation rather than an error. This allows for a more responsive user experience.

Source: https://stackoverflow.com/a/33009713/13292290

Update from Mutation Response​

When dealing with mutations that update documents/tables on the server, it's common for the new data to be automatically returned in the response of the mutation. Instead of refreshing any queries for that item and wasting a network call for data we already have, we can take advantage of the object returned by the mutation function and update the existing query with the new data immediately using the Query.setData method.

final queryClient = QueryBowl.of(context);

return MutationBuilder<Todo, dynamic, Todo, dynamic>(
  'add-todo',
  (todo)=> api.addTodo(todo)
  onSuccess: (data, recoveryData) {
      // suppose a query with key 'todos' exists
      final query = queryClient.getQuery<Todo, dynamic>('todos');
      if(query == null) return;
      query.setData([...query.data, data]);
  },
  builder: /*...*/
);

onMutate Callback​

onMutate callback of MutationBuilder runs before the mutation is executed. It gives access to mutation variables in the Callback thus queries or any other source of data can be updated with predicted data to make the UI more instantaneous.

final queryClient = QueryBowl.of(context);

return MutationBuilder<Todo, dynamic, Todo, List<Todo>>(
  'add-todo',
  (todo)=> api.addTodo(todo)
  onMutate: (variable) {  
    final query = queryClient.getQuery<Todo, dynamic>('todos');
    if(query == null) return;
    query.setData([...query.data, variable]);

    // here we should be able to return a previous snapshot
    // of the intended query data which can be used when
    // an error occurs in mutation & we can rollback to a previous
    // data set
    return query.data;
  },
  onError: (data, recoveryData) {
    final query = queryClient.getQuery<Todo, dynamic>('todos');
    if(query == null) return;
    query.setData(recoveryData);
  },
  builder: /*...*/
);