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If your host OS can connect to your company network, you can run docker on that host OS and have it hit the same network. I’m using docker w/ WSL2 and https://github.com/sakai135/wsl-vpnkit to accomplish this. It is, of course, more complicated than that, but that’s the general approach.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.