What are the pros and cons of buying furniture online versus in-store?

Should I buy furniture online or in-store? What are the pros and cons?

How can I spot fake or counterfeit furniture?

How can I determine if a furniture piece is the right size for me?

How can I determine the quality of furniture before buying?