Gopuff Data Scraping

Owned inventory means the price stops being the story

On a marketplace, several sellers compete on one product and the interesting question is which offer wins. Gopuff holds its own stock, so there is exactly one price for an item at a facility.

That does not make the data less useful — it moves the commercial variation somewhere else.

• The fee stack does the work. Delivery fee, service fee, small-order fee and any peak surcharge move independently of item price and independently of each other.
• Minimum order value shapes basket behaviour more than a per-item price does at this basket size.
• Membership waives fees rather than discounting items, which is a structurally different mechanic from a member shelf price.

We deliver each fee as its own field and never fold any of them into the item price. A single "effective price" here would hide the mechanic that actually varies, which is the opposite of useful.

Facility catchments do not follow postal boundaries

Gopuff serves from micro-fulfilment sites with delivery radii. Those radii cut across ZIP codes, so a ZIP-level view is wrong in both directions — part of a ZIP is served and part is not, and two addresses in one ZIP can be served by different facilities with different assortments.

How we handle it

• Address-level observation, using a designed address panel rather than ZIP centroids.
• Serviceability recorded as its own state, distinct from an item being out of stock.
• Facility identity captured where exposed, so assortment differences are attributable rather than mysterious.

The address panel is the main design decision and the main cost driver. We agree it with you against the catchment types that matter — dense urban, campus, suburban edge — rather than sweeping a metro exhaustively for four times the price and the same answer.

Age-restricted lines are visible and not obtainable

Alcohol and tobacco are a meaningful part of the Gopuff proposition, and they appear in the catalogue with prices. They are also gated at checkout by age verification and by local licensing, and availability varies by jurisdiction in ways the catalogue does not always show.

We capture what is listed, flag age_restricted, and record serviceability for those lines separately because a facility can serve groceries to an address and not alcohol.

What we do not do is attempt any step that involves age verification. That is an action on a third-party system and it sits outside collection, the same way form submission does everywhere else on this site.