This does not constitute professional tax advice. We strongly advise consulting a tax specialist to find out your specific obligations.
Yes. Even if you are not physically located in the US, you may still have economic nexus, inventory nexus or another type of nexus, meaning you may have to collect sales tax.
You can learn more by reading this TaxJar blog post.