Scraper is built in Javascript and a Mongo database. Probably not the most scalable way to do it, but I found that all Shopify stores have a public JSON file available at [Base URL]/products.json. So found a list of stores, built a crawler to go store-by-store, and standardized the data on my end.
Here's an example: https://www.wildfox.com/products.json