Writing Integration Tests in Rust + Releasing Rookeries v0.11.0

As part of my overall change over in Rookeries, from Python to Rust, I rewrote a suite of integration tests for the server API. To celebrate my successful transition, I released version 0.11.0 of Rookeries, whose tests use pure Rust now!

I found the rewrite not too cumbersome, thanks to the wonderful guide in the Rust book on integration tests. I did miss pytest’s fixture setup, which makes testing really easy. Especially when setting up fixtures that are run only once per test suite. That said, a single session setup makes it difficult to run tests in parallel. And while I ran into some inconsistent tests, I had the exact same kind of problems in Python. Basically my data model for Rookeries, doesn’t work well for singleton data like a single site. In the future, I plan on having a single Rookeries instance managing multiple different sites, so this point of not having a single test setup is ultimately moot.

Building a common setup module turned out to be more work than I imagined. I could not use macros because of the package setup. Also since tests are compiled individually, some methods in the common module, simply are not called, leading to warning of dead code.

What made the transition is easy was using the reqwest crate, and heavy use of serde_json’s json! macro. Comparing the Python and Rust version of the tests, makes them look very comparable.

Rust Version src:

fn test_authenticated_user_cannot_modify_site_using_bad_request() {
    let api_base_uri = common::api_base_url();
    let client = Client::new();
    let auth_token = auth_token_headers();
    let response = client


fn assert_bad_request_response(mut response: Response) {
    let expected_response_json = json!({
        "error": {
            "status_code": 400,
            "message": "Bad request",

    assert_eq!(response.status(), StatusCode::BadRequest);
    let actual_json_response = response.json::<Value>().unwrap();
    assert_eq!(actual_json_response, expected_response_json);

Python Version src:

def test_authenticated_user_cannot_modify_site_using_bad_request(
        auth_token_headers, api_base_uri, test_site):
    response = requests.put(

def assert_bad_request_response(response):
    expected_response_json = {
        'error': {
            'status_code': http.HTTPStatus.BAD_REQUEST.value,
            'message': mock.ANY,

    assert response.json() == expected_response_json
    assert response.status_code == http.HTTPStatus.BAD_REQUEST

I am pretty happy with how everything turned out overall. My next bit of Rookeries work will be migrating away from invoke and make to cargo make.

Rookeries v0.10.0 – Rust Re-write

I just rewrote Rookeries in Rust, and the latest version is now available as a Docker image on Docker Hub. (This is why I have not responded to emails in a bit… I’ve been doing a lot of thinking of what I want to do next.)

So why a rewrite? Ultimately I decided to change the direction of Rookeries as a project (making it more of a static site generation tool + headless CMS). I also wanted to improve my knowledge of Rust. (A programming language that I believe is quietly revolutionizing computing bit by bit. I really need to write about it sometime) But to show that there is reason for my madness:

Traditional CMS

I realized that my approach to Rookeries was heavily inspired by WordPress. And WordPress represents the best in class (in terms of ease-of-use) for traditional CMS. Traditional CMS being applications that control all the aspects of a website: pulling data that it organizes inside a database, the applying logic to manage the workflows of the data, and the creating and managing the user interface that ultimately shows the data. The traditional CMS has to do a lot of things. That usually means that the CMS developer needs to add a lot of assumptions and constraints to ship said CMS. And when those assumptions no longer hold, it takes a lot to change the codebase.

In the case of WordPress (and similar styled CMSs), the server has to do a lot of work with building a page. A WordPress site consists of both the site, and its admin console. While there has been work on updating the theme management and the page/post editor, ultimately there are limits to what kind of UIs that WordPress can support. WordPress also has a massive plugin marketplace, because the core developers do not know what every website will need. (Nor does it make sense to build everything in or every possibility.) For a modern WordPress powered site to stand-out, it needs needs a custom theme and often a half-dozen plugins. Naturally having so many moving parts, from different vendors (some theme and plugin devs are better than others) means there is a a greater chance of security issues. The routine upgrade of themes, plugins and the WordPress core is a rite that one has to diligently perform regularly.

It would be impossible for Rookeries to compete with WordPress head on, just given the number of hours I would need to sink to make things a reality. Also I do not think this desirable given the current direction.

The Alternative of Static Site Generation and API Driven Sites

The assumption that the server must handle most of the layout and display issues does not hold when dealing with modern browsers. Modern browsers can run rich multimedia experiences and real-time applications. Running intensive applications such as a 3D game is now possible, and will become come place. Ultimately the web is now a platform, a target that application developers can directly target.

As a result, many web agencies are turning to the JAMstack and having their websites act as their own full-blown applications. The applications either talk to a headless CMS acting an API or even foregoing that with static site generation. Probably the best example of this is Gatsby for generating sites built in React, which I am currently using to build out the Amber Penguin Software site. I also plan on eventually converting my other existing WordPress sites to use Gatsby or a similar tool. These tools as other web agencies found, separate out the complex logic of a frontend app from the backend and its data. These means more flexibility when building out a site. It also means that the backend CMS can be hardened and simplified to avoid many security issues. In fact with static site generation, the web app can be so removed from its CMS and database, that attacking a site becomes irrelevant. Such a site can also have better performance, and take advantage of caching and CDNs.

The Future of Rookeries

While there are a number of headless CMS and static site generators out there, I feel like the overall experience of working with them needs some improvement. There are no real good headless CMS systems written in Python or Rust, and I do think there are some really unpleasant rough edges around running a static site. Hence I plan on reworking Rookeries to help me build a CMS that can power my various sites. At the moment, this version 0.10.0 has feature parity with the previous version of Rookeries. I still need to rewrite some of the admin and testing in Rust, to avoid the need for Python. Also I need to figure out a nice manner to expose a flexible API to my sites. Fortunately I have enough examples to keep me busy for a bit.

Qt + QML Experiments

At the end of last year, I took a bit of a hiatus from blogging and my other projects. I found that I needed a break from my current projects, and to work on something totally unrelated. One of the things I try to do each year is to challenge myself to learn a new skill. Early last year, I took to learning Javascript properly. Through my work at Points (especially on the redesign of the SouthWest Rapid Rewards inline Buy app) and on Rookeries, I got significantly better at Javascript and frontend web development. I also briefly played around with writing server-side apps in Node.

So I challenged myself in December to learn to develop apps using C++ and Qt. Using the Game Programming in Qt book and Cherno’s Learning C++ YouTube series, I managed to learn the basics of Qt and C++. In fact I was very pleasantly surprised. Learning C++ can be hard but I got it. Maybe as the cppcon 2015 talk about learning C++ points out, that learning C++ is hard, because learning old K&R style C first and then getting into C++ is hard. (Pointers are hard, especially if you get into pointer to pointer to array of pointers hell.) But it doesn’t have to be that way. The Qt book and working on visual and projects that I never imagined I’d ever work at, really motivated me to learn. Below I’ve included screenshots of some of the projects I worked on:

While I am far from calling myself an expert in Qt. C++ can be needlessly complex when use the old idioms and the community seems to be full of overly opinionated people, I am so glad I took the effort to learn C++. Lots of the memory management and macros in Rust, now make sense. Thanks to be Qt book, I understand whyy developers prefer embedding Javascript or Lua over Python in the game engines and embedded devices. (Writing a Python to C++ two-way translation layer is tedious. And this is without worrying about getting the Python standard library working as well.) Also I am pretty convinced that Qt with QML is the state of the art when it comes to UX development. (React and Kivy are far cries in comparison, not that either should be discounted as important technologies.)

Now I am inspired to delve more into native development. I plan on bringing back justcheckers as a Qt/QML based game. I will see if I can help out with some aspects of Qt, Rust and CPython. I am excited not only because I essentially achieved a New Years resolution in the first 2 months or so. But also because actual native development is now something I can do and understand.

Reflections between PyCons – PyCon US 2018 + PyCon Canada 2018

I had the opportunity to go to PyCon US this year again. And I’ve been meaning to put down my thoughts about it, but I have managed to distract myself in a million different ways. However I feel I really ought to say what I learned:

PyCon US 2018

I enjoyed PyCon US this year, especially the “hallway” track, and I feel I learned from talking with vendors and going to a few of the open spaces. One of the best parts was meeting up with friends, who I only get to meet at PyCons. But you’d have to be there to understand and experience that. Also I wish I could of stayed for the coding sprints this year. While I did not watch the talks live, I am compiling a list of the talks that I enjoyed from PyCon US 2018 here. Some of the more interesting tidbits I learned:

LinkedIn is experimenting with an interesting alternative to microservices. The best way I can describe it is a single containerized codebase, with multiple entrypoints that allow for different services to run under different operational parameters. The engineering teams get to benefit from code co-location that you get from monolith. And the operations team can run the codebase as separate services that can be tweaked accordingly.

Mozilla through their experiments with web assembly is looking to running native applications in the browser. Dan Callahan’s PyCon keynote on getting Python into the browser was amazing. There is a lot of potential for web assembly, but there are a lot of unanswered questions behind it still.

I was surprised by the number of vendors who specialize in various aspects of e-commerce, who were out an exhibiting their SaaS offerings. If someone were to start a company like Points, you could do so with a smaller number of people and outsource a large number of the “non-core” elements of your business. Also Pythonistas sure love their Postgres databases, because there was quite a number of vendors working in that space too.

I got to meet and talk with the awesome Reuven Lerner, who host the amazing Freelancers’ Show. And I learned quite a bit about consulting from freelancers, and consultants who came out to Reuven’s open space. Positioning in the market is crucial, as I expected. What I didn’t expect was that I seemed to have gained quite a bit of knowledge from listening to the podcast and reading various books. Alas, it is all still theoretical rather than practical in many cases.

Python’s killer application is data science, and there is a lot of interest and work in that area. Which means while web development in Python will stay around, I believe there will be less and less emphasis on it both in the community and in PyCon. There are a lot of new and interesting coming into the field from coding schools, so only time will tell how that works out. But if you are into analysis and data science, Python will help you shine.

PyCon Canada 2018

Speaking of PyCons, Elaine Wong, who is the chair of PyCon Canada 2018, convinced me to help run the sprints for PyCon Canada 2018. This should be interesting, since I’ve never organized an event like that. But I look forward to the challenge. If you are in Toronto, and interested in helping sponsor, volunteer at or host the sprints, please contact me!

Rookeries v0.9.0 out – New UI and Live Editing of Sites + Juggling JSON with jq Book Update

It has been quite a while since my last update. I apologize for the long silence. I wanted to focus on getting Rookeries up and running, to the degree that I can host a website. Namely I was hoping to update the Amber Penguin Software website and the Juggling JSON with jq book companion website to use Rookeries. Unfortunately I had to re-architecture the UI and bring the CouchDB management of the site and pages up to spec. However I am happy with the overall results:

Interactive Editing of Menus

Rookeries v0.9.0 introduces support for adding, removing and reordering menu items. It took a bit to find a good simple implementation of a drag and drop able list.

]4 Version 0.9.0 introduces interactive editing of menus.

Interactive Editing of Site Headers and Footers

Rookeries v0.9.0 also extends support of editing pages to site headers and footers. It uses the same inline editor for Markdown and HTML, that the pages currently enjoy.

]5 You can now edit site headers in Rookeries

So what else changed?

  • The migration of the UX over to a sliding sidebar is done.
  • Internally redux was replaced with MobX, which is far more maintainable for me.
  • The addition of saving sites and the current selected page.

There is still a lot to do on Rookeries, such as making the CMS more robust and flexible. Adding and removing pages is still outstanding. So is selection of pages via URLs. Marking whether or not changes have been made, to prompt the user to save. Also to check that the site is not in an invalid state. However things are starting to look up.

A few people have inquired about the state of the Juggling JSON with jq book, and when will a sample chapter and table of contents will be available. I apologize for not replying directly to those emails (I will do so shortly), but I hope to get those out in the next few days, and hopefully before the end of the year. Work on Rookeries has essentially ate up all the time that I would of used for working on the book. I think going forward I will work on both in parallel.

Using Blender for Cover Design

One of the fun parts of writing Juggling JSON with jq, is that I can experiment with various things. From the technical writing side, working with Sphinx has forced me to learn the ins-and-outs of that technology. Also very likely I will need to get into working with LaTeX for more of the advanced PDF parts.

The book cover provided me with an excuse to work on my graphic design skills. I decided that I wanted to do something more than just use a stock photo or old-timey engraving (a.k.a. O’Reilly’s book covers). Instead I decided to use Blender to create a compelling cover image. Yes, it may sound like overkill, however using Blender harkens to past times. Before I settled on studying computer science at the University of Toronto, and working as a programmer, I considered becoming a 3D graphics artist. I played with 3D Studio Max in high school, and learned about drafting and animation. When faced with the reality of being proficient but not amazing at drawing, and the very real possibility of competing with many more talented and experienced artists in the market I decided against that career path. However this decision did not dissuade me from taking drawing in university or enthusiastically learning Maya to make an animation for a visual computing course.

So I took the excellent Youtube video tutorial by Blender Guru. After a few hours of watching the tutorial I came up with a final image like so:

Blender Doughnut scene

] Doughnut and cup scene created in Blender. Created on August 14, 2017

And boy did I learn a lot from the tutorial: navigating Blender’s confusing UI, modeling, texturing, lighting and rendering a final image.

As for the book cover I am working on a cell-shaded, low-poly scene involving penguins and juggling. The process has been pretty fun so far, even though quite time consuming. However I have finished my low-poly model of a penguin, and added rigging (internal skeleton with joints for movement):

Low-poly model of a penguin

] Low-poly model of a penguin for the Juggling JSON with jq book. Created on August 23, 2017

Rendered pose of a juggling penguin

] Rendered pose of the juggling penguin for the Juggling JSON with jq book. Created on August 23, 2017.

Juggling JSON with jq is Out Today

Apologies for the late post but it has been a busy day. As of today you can buy the early edition of Juggling JSON with jq on Gumroad. I am very excited since this is my first attempt at self publishing a book. Naturally the journey is still continuing as I work towards the final release of the book. All buyers of the book will get updates including the final version when it comes out.

I plan sending out an update on the book and the companion site/API that I am working on.

Getting Started with Writing a Technical ebook

The early release of my ebook Juggling JSON with jq comes out tomorrow! However this post is more about the process of writing the book itself.

Getting started on an technical ebook, (such as Juggling JSON with jq), requires a bit of upfront setup. On the ebook side, I decided to go the route of writing the book in Markdown, and generating the various formats using Sphinx. While I feel most comfortable using Markdown, and yet Sphinx uses reStructedText by default. So I had to coax Sphinx to accept Markdown by using a project called m2r. Generating the PDF version of the ebook took a bit to get working. Sphinx uses LaTeX to generate PDFs, and LaTeX while powerful can be clunky to work with. I wrapped everything up with an invoke script, and now I can quickly generating new versions of ebook in the various formats I want to support.

Something unique to writing technical books, is the need to have actual working examples. You can learn by reading, but working through exercises and examples re-enforces that learning. In the case of Unjumbling JSON with jq, I needed an example REST API that readers play with. I searched for some nice open APIs, but nothing seemed very compelling. Many of the open APIs require some form of user registration and non-trivial authentication method that would complicate the examples in the book. So I setup a simple demo API for the book. Thankfully with Docker and Flask, that isn’t a particularly daunting task. (Dockerizing most of my webapps definitely made my live easier overall.)

Finally using Gumroad made marketing and selling the book a lot more approachable. Getting everything setup for e-commerce is a daunting job, if you plan on doing it yourself. Thankfully for ebooks, and similar digital products, Gumroad solves most of the problems one can encounter. I definitely recommend using them if you are planning to do something similar.

Book Announcement: Unjumbling JSON with jq

jq is an amazing tool for querying and manipulating JSON in command-line, that I learned about from one of my good colleagues, Eric Olsen. And I feel that jq deserves a good book describing how to use this tool. Hence I am writing a book called Unjumbling JSON with jq on the topic.

As mentioned in a previous post, I originally planned on writing a single book on both jq and httpie. I divided the original book in two, because there is only a small overlap between the two. I wanted to show examples of grabbing a REST API response via httpie, and parsing the JSON output with jq. However basic querying a REST API is something that could be covered in a short section. By writing the books separately, I will be able to release them faster, and the books will be much more focused.

I plan on selling early drafts of the ebook on August 10th. Buyers of the ebook will get regular versions of the evolving drafts of the ebook, and a free upgrade to the final version of the book. I want to release the early drafts to get early reader feedback. In addition readers of the book will have access to the REST API that accompanies the book.

You can order the early version of Unjumbling JSON with jq from here].

WordPress Password Resets via MySQL

I have not completed the switch away from WordPress completely, (as this site and the justCheckers site show). I might switch to using something like Django CMS or Wagtail. Unfortunately I have not had as much time as I’d like to, to work on Rookeries, my own Flask based CMS

Still in the meantime, I managed to accidentally lock myself out of my own WordPress sites. Thankfully there are a few ways to reset passwords in WordPress. The most surefire way I found was to reset the password using MySQL. (Using the wp-cli tools looks interesting, but I didn’t feel like setting up get another PHP tool.) Most of the time you don’t need to do this. However if you’ve managed to forget your only admin password… well this will get you out of that problem. So what does resetting a WordPress password via MySQL, you ask?

  1. Log into your server via SSH (or to MySQL via a SSH tunnel if you have that enabled)
  2. Login into MySQL: mysql -u $MY_DB_USER -p
  3. Get the username if you have not already. You can look those up in the ${MY_WP_SUFFIX}_wp_users table.
  4. Finally reset the password, using the MD5() function and an update SQL statement: UPDATE "wp_users" SET "user_pass" = MD5('new_password') WHERE "wp_users"."user_login"= "username";
  5. Log in with the user using the regular WordPress login (e.g. https://my-wordpress.example.com/wp-login.php). Remember to change the password, as that will use a stronger hash than MD5 internally and is more secure.

And there you go!