As LoicTheAztec told, the product data lives in the posts and postmeta tables. Here is a query, I used to get the prices in my environment (WC Role Based Price installed)
SELECT wpp.ID, wppm.meta_key AS FIELD, wppm.meta_value AS VALUE, wppm.*FROM wp_posts AS wpp LEFT JOIN wp_postmeta AS wppm ON wpp.ID = wppm.post_idWHERE wpp.post_type = 'product' AND (wppm.meta_key = '_regular_price' OR wppm.meta_key = '_sale_price' OR wppm.meta_key = '_price' OR wppm.meta_key = '_product_attributes')ORDER BY wpp.ID ASC, FIELD ASC, wppm.meta_id DESC;
Perhaps this is helpful.