I recommend using a kernel virtual machine.
KVM comes with the Linux kernel.
If you want to set it up manually, you'll have to look into qemu and virtio.
If you want a more virtualbox-like experience, you can use boxes (also called "gnome boxes"), which gives you a very simple UI for setting up VMs (including windows) with networking/shared drives/hardware pass through/etc.
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