How much knowledge do you need to set up an online store?

Answer 1

That depends on what all features you want on your project.

Answer 2

Well a lot to build it from scratch
Very little to use shopify, WordPress etc
Middle if you want to customize a crm like shopify or Magento

Answer 3

I think
Html+css+js+php is minimum .
You can add more for better features.