How do you ensure consistent client reads in an eventual consistent system?

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自闭症患者
自闭症患者 2021-02-04 21:16

I\'m digging into CQRS and I am looking for articles on how to solve client reads in an eventual consistent system. Consider for example a web shop where users can add items to

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  • 2021-02-04 21:51

    Post-Redirect-Get

    You're hoping that the save command executes on time before Get is called. What if the command takes 10 seconds to complete in the back end but Get is called in 1 second?

    Local Storage

    With storing the result of the command on the client while the command goes off to execute, you're assuming that the command will go through without errors. What if the back-end runs into an error while processing the command? Then what you have locally isn't consistent.

    Polling

    Polling seems to be the option that is actually in line with eventual consistency; you're not faking or assuming. Your polling mechanism can be an asynchronous as a part of your page, e.g. shopping cart page component polls until it gets an update without refreshing the page.

    Callbacks

    You could introduce something like web hooks to make a call back to the client if the client is capable of receiving such. By providing a correlation Id once the command is accepted by the back-end, once the command has finished processing, the back-end can notify the front end of the command's status along with the correlation Id on whether the command went through successfully or not. There is no need for any kind of polling with this approach.

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  • 2021-02-04 22:03

    There are a few different ways of doing it;

    Wait at user till consistent

    Just poll the server until you get the read model updated. This is similar to what Ben showed.

    Ensure consistency through 2PC

    You have a queue that supports DTC; and your commands are put there first. They are then; executed, events sent, read model updated; all inside a single transaction. You have not actually gained anything with this method though, so don't do it this way.

    Fool the client

    Place the read models in local storage at the client and update them when the corresponding event is sent -- but you were expecting this event anyway, so you had already updated the javascript view of the shopping cart.

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  • 2021-02-04 22:05

    I'd recommend you have a look at the Microsoft Patterns & Practices team's guidance on CQRS. Although this is still work-in-progress they have given one solution to the issue you've raised.

    Their approach for commands requiring feedback is to submit the command asynchronously, redirect to another controller action and then poll the read model for the expected change or a time-out occurs. This is using the Post-Redirect-Get pattern which works better with the browser's forward and back navigation buttons, and gives the infrastructure more time to process the command before the MVC controller starts polling.

    Example code from the RegistrationController using ASP.NET MVC 4 asynchronous controllers.

    [HttpGet]
    [OutputCache(Duration = 0, NoStore = true)]
    public Task<ActionResult> SpecifyRegistrantAndPaymentDetails(Guid orderId, int orderVersion)
    {
        return this.WaitUntilOrderIsPriced(orderId, orderVersion)
            .ContinueWith<ActionResult>(
    
            ...
    
        );
    }
    
    ...
    
    private Task<PricedOrder> WaitUntilOrderIsPriced(Guid orderId, int lastOrderVersion)
    {
        return
            TimerTaskFactory.StartNew<PricedOrder>(
                () => this.orderDao.FindPricedOrder(orderId),
                order => order != null && order.OrderVersion > lastOrderVersion,
                PricedOrderPollPeriodInMilliseconds,
                DateTime.Now.AddSeconds(PricedOrderWaitTimeoutInSeconds));
    }
    

    I'd probably use AJAX polling instead of having a blocked web request at the server.

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