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Currently, we cannot set the protocol for a proxy in S3A. The proxy protocol is set to "http" by default and thus we lack the support for HTTPS proxy in S3A.
S3A proxy to use proxy protocol to set port
GitHub Pull Request #5051
GitHub Pull Request #5083
GitHub Pull Request #5084