How to resume flow after exception

You should catch exception of fetchSomeData(), so move catch from main flow to fetchSomeData():

    scope.launch {
        channel.asFlow().
            .flatMapLatest { fetchSomeData().catch { emit(DefaultData()} }
            .onEach { handleData() }
            .collect()

    }