Docker on embedded systems, why not?
There is a great article on LinkedIn describing his experience with that https://www.linkedin.com/pulse/whale-jar-when-running-docker-embedded-linux-good-thing-fletcher#pulse-comments-urn:li:article:7736487387895237975
I have considered running docker on embedded devices (a mips system), but didn't go that way. There are some problems with it, in my humble view:
Docker is implemented in Golang. There is currently no available tool chain for mips to compile go. You will need to create the tool chain yourself using gcc-go.
The size of docker is larger than lxc. In a desktop computer this is not a problem, but the embedded device has limited flash storage.
Docker uses some quite up-to-date feature of linux kernel. Sometimes the kernel version on embedded devices are not so new and back-port is needed to make it work.
The docker image has to be built on the same architecture as the run time environment. It means that if you want to run a docker container on Raspberry Pi, the docker image has to be built on an ARM-architecture system. QEMU can be used to build docker image in the cloud, but it doesn't support all CPU architectures used in embedded system. (for example, it currently doesn't support MIPS)
In the end, lxc was chosen for the specific task of running a container on embedded device. It has limited features compared to docker, but currently it suits the requirement of the project.
As of year 2019, I would like to update this answer since I did port docker to embedded system with ARM cpu. With the price of flash usage, memory usage, by using docker you will have container management, image management, and many ready to run images from docker hub. So the decision is a balance between cost and features.
Here is an update for 2018:
You can work with Docker on embedded devices such as Raspberry Pi and Orange Pi quite easily now because of advancements in the development of Raspbian and Armbian operating system images. Specifically, both types of devices and their respective OS images now support kernels that are of sufficiently high enough versions to install Docker without any problems (at least version 3.10, though both now offer 4.x+ versions).
Your desire for faster rates of change can definitely be realized by using embedded Docker. I can say from experience that I have tested and regularly run the approach you describe. Basically, you start with a base operating system image such as Raspbian or Armbian, tweak that operating system enough that it's secure and has Docker installed, and then you use Docker for handling development iteration and application updates.
As an aside, if you are interested in running Docker on embedded Linux devices, then I recommend you check out a free, open-source, MIT-licensed command line tool I wrote to help developers work with embedded Docker on multiple devices at once: https://github.com/ForwardLoopLLC/floopcli .
Even if you are not interested in the tool itself, the documentation for the tool describes several patterns for working with Dockerized applications across multiple devices in multiple languages: https://docs.forward-loop.com/floopcli/master/index.html . The materials there should serve as a starting point for porting applications to Docker and then deploying them on embedded devices. The documentation also addresses some embedded device subtleties, such as differences between ARMv6 and ARMv7. Hopefully this helps you get started!