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No, the email migration won't remove any emails from the mail server where emails are being migrated from or any emails on the Azzure Creative Ltd mail server.
It's a 'non-destructive' form of migration, so emails won't be duplicated or deleted. Changes will simply be added into the emails already at Azzure Creative Ltd.