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For a web server, one can purchase a certificate from a CA to provide secure connection (server authentication and data encryption).

But in cases of remote desktop apps like MS Remote Desktop or TeamViewer, how do they establish a secure connection between the remote client and the target PC?

It seems in this case the target PC is a sort of server, so it must have a domain name and a certificate to provide TLS, right? But in most cases it is likely that the target PC does not have a domain name nor a certificate.

Is there any other way to establish a secure connection in this case?

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Details may vary but between setups and products. But a common approach is to have a trusted third party (like the product vendor) who mediates the connection. Both endpoints of the remote desktop authenticate themselves against this "master" and also trust this master - and this way the master can mediate a trusted connection between both endpoints. See also this documentation from TeamViewer.

This achieves a similar effect to certificates - establishing a trust relationship with the help of a commonly trusted third party.

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