Export Shopee product reviews as rows
A marketplace review section is the most candid description of a product anyone will write, and it is almost unusable in the browser: you can scroll it, and that is all. You cannot sort it your own way, filter it to the complaints, or line one listing up against another. This service turns it into a table. Paste Shopee product URLs, one per line, and the reviews come back as rows - the reviewer, the rating, the written comment, the date, how many people found it helpful, which variation was bought, the product, and any images attached. Nine columns, one row per review.
There are two controls and both earn their place. The limit is per query rather than per run, so five product URLs with a limit of two hundred returns two hundred reviews from each rather than two hundred in total - set it to 0 to take everything a listing holds. The sorting control decides what counts as a review worth returning: All, With comment, or With media. On a listing carrying thousands of bare star ratings, narrowing to the ones with actual text is both cheaper - you are billed per row - and closer to what you were looking for anyway.
The column worth planning around is variation. A marketplace listing is rarely a single product: it is a size, a colour, a bundle and a two-pack sharing one page and one average rating. Recording which option the reviewer actually bought is what turns a vague one-star into an attributable defect, and it is why a complaint that looks like it is about the product often turns out to be about one variant of it.
One limit is stated plainly on this page because it changes what you should expect from it. We hold five run exports for this service and every one came back empty - each JSON file is an empty list and each spreadsheet is a header row with nothing under it. The reason is the one the service gives itself: Shopee geo-blocks datacenter IPs and needs a regional residential proxy. What survives from those runs is the column names, and they survive well: the header row is identical across all five workbooks and matches the service's own declared list. So the names above are dependable, and everything past them - formats, units, what a rating looks like, what a date looks like, whether images arrive as one value or several - is deliberately absent rather than guessed. Run the free tier against a single product and read the first few rows yourself; your first 500 cost nothing and need no credit card. See pricing for current rates.