I can't say much because my partners don't want me to, I hope you understand this.
Just few hints:
1. Yes, you can use Amazon API for prices and availability.
2. Yes, you need many accounts (can be open automatically)
3. Stay away from selenium, not worth it.
We did it all with python :)
It's total off topic - but we used Python/Django/Postgres because we want to develope it fast and performance doesn't matter.
Does anybody have a better solution? I'm willing to pay.
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