People look for Sam's Club alternatives when Scan & Go glitches at checkout, pickup orders go sideways, or they want another club or grocery app that delivers. Sam's Club reviews flag exactly these issues: Scan & Go crashing, pickup limits, and slow support. Every pick below shares Sam's Club's core: shopping for groceries and goods with delivery or pickup, often with in-store scan-and-go and member savings. Some are warehouse clubs, others are full grocery chains. We ranked these by embedding similarity to Sam's Club's shop-and-deliver model, then weighed live App Store ratings and review counts so the busier, better-reviewed apps surface first. Ratings move often, so treat the order as a starting point.
How we ranked these 10 alternatives
Embedding similarity
Every app in our database carries a dense vector embedding derived from its title, subtitle, full description, and category metadata. To find apps similar to Sam's Club Shopping & Delivery, we compute cosine distance against every other app and surface the closest 60 candidates. The similarity score shown on each pick is 1 - distance/2 clamped to [0,1] — 100% means the embedding spaces are identical, 0% means orthogonal.
Re-ranking signals
We then re-rank the candidate set using current App Store rating and review-count signals so a 4.8-star app with 100,000 reviews ranks above a 4.5-star app with 200 reviews even when their embedding distance is similar. Apps that haven't shipped an update in 12 months are filtered out before re-ranking.
Refresh cadence
The similarity cache is recomputed weekly. Live App Store data (rating, review count) is verified every 6 hours.
What we don't do
No paid placements. No affiliate links. No sponsored picks. Read our full methodology.
