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There has to be some middle ground between AWS and Heroku though.

There are some options, but the point is, what you're trading for simpler UX is a simpler overall product with less flexibility.

It's called Elastic Beanstalk! As it name suggests you can start as easily as with Heroku, and adapt it later with whatever additional AWS infrastructure you may need.

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