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Yes, absolutely. This is a very simple setup and its rare there is a scenario AWS cannot accommodate as the world's most advanced cloud platform.
That said, you will need someone to setup and administer the environment and services on AWS. So it will either need to be someone you hire, your developer, or yourself. If you are just getting started, one option would be to checkout Lightsail (https://aws.amazon.com/lightsail/). Otherwise, you will want to familiarize yourself with services like Amazon SES, EC2, RDS, and Route53, using SSH, and basic Linux commands, to meet these needs.
Hi, to minimize your effort, LighSail with PHP is the way to go. See https://aws.amazon.com/getting-started/guides/deploy-lamp-lightsail/ for a tuto on how to install the LAMP stack.
Re. FTP/SFTP, I also strongly suggest to use AWS Transfer Family: https://aws.amazon.com/aws-transfer-family/ It is also a managed service.
Why managed services? Because it relieves you from the non-differentiating heavy-weight lifting done for you by AWS: patching, scaling, high availability, etc. are executed by AWS service teams. You developers can focus only on application code.
Hope it helps!
Didier
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