Having followed it since the 0.4 era I'm excited that Julia is production-ready (though I have professionally moved to elixir). Since I'm working in ml infra, I'm interested in orchestrating Julia jobs (via Elixir), what I'm less clear on is if there are good resources on how to deploy Julia, keep dependencies sane, pin memory usage. Or does one just go straight to containers?

Yep, to build on Stefan's sibling comment, we deploy a few services through docker that follow the flow of -> -> watchtower> that has been working for us really well.

Docker has some nice infrastructure that we like, such as the ability to set memory limits, automatically restart processes on crash/if a healthcheck goes sour/on reboot, easily spin up different versions of the same service (based on which image you tag to a name), etc... Containerization has done a lot for our ability to bring servers up onto heterogenous hardware easily and quickly.

As an example, this repository [0] is deployed on 10 machines around the world, providing the pkg servers that users connect to in geographically-disparate regions. The README on that repository is a small rant that I wrote a while back that walks through some of the decisions made in that repository and why I feel they're good ones for deployment.

To answer your specific questions:

* How to deploy Julia: we use docker containers and watchtower [1] to automatically deploy new versions of Julia.

* Keep dependencies sane: it's all in the Pkg Manifests. We never do `Pkg.update()` on our deployments, we only ever `Pkg.instantiate()`.

* Pin memory usage: We use docker to apply cgroup limits to kill processes with runaway memory usage [2]. This is only triggered by bugs (normal program execution does not expect to ever hit this) but bugs happen, so it's good to not have to restart your VM because you can't start a new ssh session without your shell triggering the OOM killer. ;)

[0] https://github.com/JuliaPackaging/PkgServerS3Mirror [1] https://github.com/containrrr/watchtower [2] https://github.com/JuliaPackaging/PkgServerS3Mirror/blob/c6a...