Market share is a company's sales expressed as a percentage of the sales for the total industry. You will need a company name, product, or NAICS/SIC code to identify market share.
The sources provided below vary greatly in their coverage of Brands. Try multiple sources if you are not finding a comprehensive list of brands.
Here are a few sources for beginning product research.