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The monitoring.Service is constructed with a http.Client based on google.DefaultClient from golang.org/x/oauth2/google.
It seems this does not respect the environment variable GOOGLE_CLOUD_QUOTA_PROJECT to set the X-goog-user-project request header (GCP docs). The use of WithHTTPClient takes precedence and so the code that would otherwise set up the client in a way that respected the quota project is not used.
I can't see a straightforward way to fix this without specifically adding something into stackdriver_exporter to configure the quota project – but I'm not an expert in Go or the GCP client libraries.