Category: Dev

Modular MicroSPAs

Warning – this is just an unstructured thesis and a challenge for myself to find a solution for building applications with microSPAs. There is no real substance here, just me brainstorming and recording thoughts.

I recently had to bring many microSPAs under the control of one application. A microSPA in this context is just a SPA (single page application) that is meant to coexist with other SPAs in a single application. Each SPA is focused on a discrete domain of the application, maybe a decomposition something like microservices.

I only say micro because I have been through exercises to break up server side monolithic APIs into microservices. Now the break up was client side. Take a client side massive SPA or monolith and break out functionality to smaller SPAs then combine them with new SPAs to form a new modular application. This is nothing new, but it is new to me.

MEAN.js has a wonderful structure for discrete modular AngularJS microSPAs.

The idea is to have a folder containing all of your microSPAs. Each microSPA get’s its own folder. Each microSPA gets its own repository and development life cycle. An example is below, borrowing heavily from MEAN.js. I can’t go into the particulars because this is just a thought from a problem we had with microSPAs, but something I will be involved in solving.

  • app
    • myapp.core <— this is a microSPA
      • client
        • config
        • controllers
        • css
        • directives
        • images
        • models
        • services
          • interceptors
          • socket
        • views
      • server
        • config
        • controllers
        • data
        • models
        • policies
        • routes
        • templates
        • views
      • tests
        • client
          • small
          • medium
          • large
        • server
          • small
          • medium
          • large
      • myapp.core.client.js
    • myapp.stories
    • myapp.users
    • myapp.admin
    • myapp.other_micro_spa

Now the question is, how do you stitch the microSPAs together under one domain name, client context, user session… and manage the entire application across composed micro-SPAs? We need to think about problems areas like:

  • Authentication
  • Root Application and microSPA Level
    • Authorization
    • Routes
    • Menu
    • Layout Templates
    • Static Assets
      • Styles
      • Images
  • Sharing Across MicroSPAs
    • State
    • Components/Modules
    • Dependencies
  • Debugging
  • Testing
  • Delivery Automation (Build, Package, Test, Release)
  • Monitoring and Analytics

How to solve this with AngularJS 1 & 2, React, Vue.js…?

Why am I thinking about this? I just failed gloriously at breaking apart a monolithic SPA and stitching it back together with other SPAs and ran into issues in all of the problem areas above. I didn’t use the MEAN.js architecture or even the structured modular file layout above. The project was done fast and dirty with the only goal of getting the app working again with the new architecture and new SPAs as fast as possible (a few days fast).

The team finished the task, but I was embarrassed by the resulting structure and by many of the hacks we employed to over come issues in the problem areas above. Why we had to accomplish it so fast is another story, so is how we are going to use lessons learned to refactor and address the problem areas above. It’s been a long time since I blogged regularly, but I am hoping to journal our journey and how we solve the issues we faced with microSPAs.

If you have worked with combining multiple SPAs please share, I’m sure there are solutions all over the interwebs.

Thoughts on Multitenant Microservices

I have worked on SaaS and multitenant based applications. I have segmented application tenants in the database layer at the row, table, and schema levels. Also, done separate databases for each tenant. Each strategy had its pros and cons, but it only addressed data segmentation and I still had to deal with logic segmentation for each tenant.

When a tenant customer wants different or custom functionality how do I segment the logic in such a way to give the tenant what they want without affecting the other tenants. How do we meter and bill for logic? Complex “if” or “case” statements, reflection, dependency injection…? All a bit messy in my opinion.

Having made the leap to microservices we now have the option of separate services per tenant. In the UI layer each tenant can have a different UI that encapsulates the UI’s structure, layout, styling and logic for the tenant. The UI can also have configurable microservices. This is just a list of endpoints that define the microservices necessary to drive the UI. During on-boarding and on an administrative configuration page, tenants can define the functionality they want to use in place of or along side the default functionality by simply selecting from a list of services. We can query the service configuration and monitor service usage to provide customized per tenant metering and billing.

This is not much different than the plug-in strategy you see in content management systems like WordPress and Umbraco. This is just at a different layer of abstraction. Is this better than the other logic segmentation strategies? I don’t know I haven’t done it yet.

Am I excited to try it? Hell yeah. Will I fail while trying it, I hope so because I can learn some new tricks. One thing proper microservices provides is an easier way to reason about an application in bite sized chunks. Also, with end-to-end automation it is easier to experiment. We can fail often, early and fast, fix it, and repeat until we get it right. So, I think it is going to be fun, in a geeky way, to figure this out even though thinking about using GraphQL muddies the waters a bit, but that’s another post.

If you have done multitenant microservices or are interested in doing something similar with microservices, let’s talk about it :).

In SQL Null is not a value… not a value!

I have been spending a lot of time fixing SQL Server database errors caused by stored procedures attempting to compare null. If you don’t know, in SQL:

NULL = NULL is false

NULL <> NULL is false

Null is not a value. Null is nothing. You can’t compare nothing to nothing because there is nothing to compare. I know you can do a select and see the word NULL in the results in SQL Management Studio, but that is just a marker so you don’t confuse empty strings with NULL or something.

If you need to do a comparison on a nullable value please check that shit for null first:

t2.column2 is null or t2.column2 = t1.column2

t2.column2 is not null

Also, if you try to be smart and turn ANSI_NULLS off you are going to be hurt when you have to upgrade your SQL Server to a version that forces ANSI_NULLS on (it’s coming).

I have been guilty of comparing NULL and saying, “it has a NULL value.” Now that I am having to fix scripts written by someone who did think about NULL, I wanted to rant and hammer this point home for myself so I don’t cause anyone the pain I am feeling right now. Null is not a value… not a value!


Where is your logic?


I hate logic in the database. It’s hard to automate testing, hard to debug, hard to have visibility into logic that may be core to the success or failure of an application or business. Some of the worse problems I have had to deal with are database related, actually almost all of the worse problems have been linked to the database.

I am in love with the new movement to smaller services doing exactly one small thing very well. I think the database should persist data… period. Yes, there are times when it just makes sense to have logic closer to the data, but I can always think of a reason not to do it and it always goes back to my experiences with database problems. It’s been a love hate relationship, me and databases.

I’m not a DBA and I don’t have the reserve brain power to become one. So, to help my limited understanding I shy away from anything that looks like logic in my data layer. Call it lazy, naivete, or not wanting to use the right tool for the job, I don’t care. If I’m in charge get you shitty logic out of the database, including you evil MERGE statement and the current bane of my existence :).

I’m old and set in my ways.

Today, I had a colleague question my use of a state object. He was just asking questions about its usage and other general questions about the code I wrote and how to refactor it. He wasn’t slamming my code or anything, but it made me remember the times my code has been slammed by someone that thought differently than me about coding.

Like many developers, having other people review your code can be a little hairy. I feel like I am waiting on a judgement to be reached and a sentence to be passed down. I’ve always hated having to hear from the code reviewers that thought nothing of writing a 100+ line method or 800+ line class. Those “just make it work” aficionados that made my life hell when I had to maintain their monsters by bolting more shit on top of shit and praying a new bug isn’t introduced.

Now, I don’t give a hoot what you think about my code unless you can give me a solid argument on why I should change it. Not saying I am a perfect coder, but I know there are a thousand ways to code the same thing. Some ways are better than others, but I’m not changing for change sake to appease your sensibilities. You have to provide proof that my code is so terrible that I have to go in a change it.

For example, I don’t like holding public state in a class that performs logic because you never know who will change the state. I will still have public read/write properties from time to time, but it always feels dirty when I do. So, I pass state through a constructor to readonly properties or through public method parameters. I don’t like having more than four method parameters, so I will create a plain old C# object (POCO) with no logic to hold state that I can pass to methods. I don’t like methods that do more than one thing (with thing being defined by me) and I like expressive sometimes long method names.

After years of learning about patterns, SOLID, DDD, functional programming and more, this is just how I naturally roll now. I don’t even think about it anymore. It just instinctively drives my fingers as I code in some zen state of mind. Does it create complexity, yes. Do I still write bugs, yes. Does it make the world a better place, no. I’d rather deal with the complexity and simple logic bugs than a bug related to some weird and unknown state mutation with error messages two times removed from the root cause of the damn bug.

You can complain about all the small methods I write that are doing one thing exceptionally well. You can roll your eyes while you have to follow a bunch of method calls with long names that explain what they do. I’m not changing the way I think about this anytime soon. So, if you ever have to read my code… suck it up deal with it and run the unit tests as you try to make it better. 🙂

FIXED: Error Building Cordova in Visual Studio

So, I am trying to build an Apache Cordova project in Visual Studio 2015 and it is not playing nice. I see quite a few errors related to npm, so I’m going to blog it out.


First the errors. Here is a sample of them:

FindPackagesById: System.Console; File: RUNMDAINSTALL 

Error ENOENT, no such file or directory ‘C:\Users{name}\AppData\Roaming\npm\node_modules\vs-tac\node_modules\edge\src\CoreCLREmbedding\project.lock.json’; File: RUNMDAINSTALL 

BLD401 Error : BLD00401 : Could not find module ‘C:\Users{name}\AppData\Roaming\npm\node_modules\vs-tac\app.js’. Please Go to Tools –> Options –> Tools for Apache Cordova –> Cordova Tools –> Clear Cordova Cache and try building again. 


There is no way that I can say what the real solution is because it is dependent on versions of node, npm and VS Cordova Tools, but if you have a vs-tac issue, try:

  1. Clearing your Cordova Cache:
    in Visual Studio Go to Tools > Options > Tools for Apache Cordova > Cordova Tools > Clear Cordova Cache
  2. Copy vs-tac from your VS install to your profile:
    C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE\Extensions\ApacheCordovaTools\Packages\vs-tac to C:\Users\{name}\AppData\Roaming\npm\node_modules
  3. Manually install any missing node dependencies globally:
    >npm install {dependency name} -g

My Journey to Solution

First I tried the fix in the last error above: Options –> Tools for Apache Cordova –> Cordova Tools –> Clear Cordova Cache and try building again. This didn’t work, but I learned where the Cordova config is so that’s a plus.

Next I tried to manually install Cordova from npm and got this lovely error:

npm ERR! Failed to parse json
npm ERR! No data, empty input at 1:1
npm ERR!
npm ERR! ^
npm ERR! File: C:\Users\cbryant\AppData\Roaming\npm-cache\xtend\4.0.1\package\package.json
npm ERR! Failed to parse package.json data.
npm ERR! package.json must be actual JSON, not just JavaScript.

So, I went down the rabbit hole and focused on fixing this as it may be part of my original problem.

npm cache clean
npm install cordova -g

This worked, I was able to install Cordova manually, but had no effect on my original problem and this Yak still has a lot of hair to shave.

So the issue is linked to some npm package named vs-tac. A little searching and I discovered that it may already be installed here: C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE\Extensions\ApacheCordovaTools\Packages\vs-tac.

Let’s try to install it to my profile to see if that fixes the issue.

npm install “C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE\Extensions\ApacheCordovaTools\packages\vs-tac” -g

OK, I’m seeing some of the same errors that I see in Visual Studio. I discover that some of the errors are because of a bad Nuget source, so I remove the source and land on this error:

npm ERR! Failed at the edge@5.0.0 install script ‘node tools/install.js’.
npm ERR! Make sure you have the latest version of node.js and npm installed.
npm ERR! If you do, this is most likely a problem with the edge package,
npm ERR! not with npm itself.

How do you check the latest version of node.js and npm? I asked Google the same questions:

node -v
npm -v

I am running node 5 and the current stable is 4, not sure if that is an issue. Going to run the latest msi for v5 to see if it does something. By the way you can find all of the node installers here:

Upgrading npm was a little different. I have npm installed in my node install, C:\Program Files\nodejs\npm.cmd. To upgrade I found this command

npm install npm -g

This installs the latest npm to my profile, but I assume running npm defaults to the one in the node install (based on a couple posts I read). So, I deleted the one in the node install and everything is upgraded and working (By the way, I had to restart my administrator command prompt to get npm to work at the new location), but I still get the last error above (still shaving this yak).

So, I have to read logs :(, C:\WINDOWS\system32\npm-debug.log. After a painful read, I give up on the command line and manually copy vs-tac from C:\Program Files (x86)\Microsoft Visual Studio 14.0\Common7\IDE\Extensions\ApacheCordovaTools\Packages\vs-tac to C:\Users{name}\AppData\Roaming\npm\node_modules. When I build again all of the errors are gone except one:

BLD401 Error : BLD00401 : Could not find module ‘elementtree’. Please Go to Tools –> Options –> Tools for Apache Cordova –> Cordova Tools –> Clear Cordova Cache and try building again. StationHouse.Mobile

I clear the Cordova Cache and it deletes the vs-tac in my profile. I add vs-tac back and build again with the same error. I go to check the package.json in the vs-tac folder and notice that node_modules doesn’t exists so I run npm install inside this directory to install the packages, but edge still won’t install.

I manually install edge:

npm install edge@5.0.0 -g

When I rebuild it succeeds, that yak has a nice crew cut.




How do you do to spell relief?

How do you handle Sev 1 critical outages?

Stay calm

Sev 1 outages are stressful. When production is down and customers are affected and everyone is looking at your team for an answer, first and foremost stay calm… breath. This is easier said than done when you are affecting millions of dollars per hour in transactions (which is a thing in large scale payment systems, not fun), but regardless of the impact of the outage, if you loose your cool, the solution can be sitting right in front of your face and you won’t see it. Shit happens, there will always be bugs, sites will always go down at some point, accept it, find the solution and focus on not letting the same shit happen twice.

Don’t focus on blame

Establishing who caused the issue is not important? Knowing who may have been involved in the changes that led up to an issue and made changes after the issue is important to understand. Even if there may have only been one person involved, you can’t assume that they are the cause and it does no good to blame anyone when production is down. Focus on the solution.

Create time line of events

You should document all relevant changes that led up to the outage and all changes that occurred after the outage. This not only helps to discover possible causes it provides documentation that can be used during root cause analysis and investigations during similar outages.

The time line can be kept on an internal team wiki so the team has visibility and can add to it as necessary. During an outage, someone should be assigned to record all of the facts in the time line. Without facts your poking at the problem in the dark.

Never theorize before you have data. Invariably, you end up twisting facts to suit theories, instead of theories to suit facts.
Sherlock Holmes to Watson (Movie – Sherlock Holmes 2009)

Investigate logs

I can’t tell you how many times that checking the logs first would have saved a lot of time as opposed to just poking around looking for file changes, config changes… everything else, but simply looking at the logs. The first step in investigating the issue should be looking at all of the relevant logs: event logs, custom application logs…

Communication is key

Keep a bridge line open with team

Keeping a bridge line open, even if there is nothing to discuss, keeps a real-time line of communication open and ready when someone has questions, ideas, and possible solutions.

Send regular status updates to team and stakeholders

Sending a message to announce the issue and what is known right now is good form. It lets everyone know that you are on top of the issue and working hard to solve it. If you haven’t found a resolution in a certain amount of time, sending another update explaining what has been done and any new findings lets everyone know that although you haven’t found the issue, you are still working hard on it. It may be a good idea to even post the status updates to a blog or Twitter, syndicate the updates to as many channels as you can, especially if you have a large application with many users.

Staying proactive with communication is much better than constantly having to field random calls and emails looking for information you should be readily sharing. Keep communications open and don’t try to hide, spin, or lie about the mistake.

No one makes any changes without discussing the change

While everyone is trying to solve the issue, no one should be making changes in production, even if the fix is blatantly obvious. A Sev 1 is serious and everything changed to fix it should be discussed with the team first so it can be documented and controls put in place to prevent it in the future.

If the team agrees on the change then the change should be documented on the timeline and a notification should be sent when the change is starting and when the change is finished. The change discussion and notifications can be simply talking it out over the bridge line or an IM or email. The point is don’t allow the change to get worse or be repeated by making undocumented changes that the team can’t learn from.



These are just some tips that I have learned over the years. I have seen many more sound practices, but the gist is:

  • Stay calm
  • Document changes to production
  • Work as a team
  • Learn from failure