Here is the trap Costco households fall into: the famous grocery cards — Amex Gold's 4x, Blue Cash Preferred's 6% — earn their bonus at "US supermarkets," and Costco is coded as a warehouse club, not a supermarket. Every dollar of your $600 monthly Costco run earns base rate on those cards. The bigger your Costco habit, the worse the "best grocery card" advice gets.
Our engine treats warehouse-club spend as its own category that only pays a bonus on cards that explicitly earn one there. Rank against this household's real mix — $600 Costco, $300 supermarket top-ups, $250 gas (much of it at the Costco pump) — and the podium looks nothing like a grocery-card list.
Key insight
The winner is the Costco Anywhere Visa at ~$473/yr — the one card in our catalog that names the warehouse: 2% at Costco and Costco.com on top of 4% gas (5% at the Costco pump, on the first $7,000/yr) and 3% dining and travel, at no annual fee beyond the Costco membership you already pay. Citi Strata Premier runs it close at ~$461/yr without earning any Costco bonus — its 3x on the supermarket, dining, gas, and travel spend around the warehouse nearly closes the gap. The flat-2x Capital One Venture (~$405/yr) is third precisely because a flat rate can't be dodged by merchant coding. And Blue Cash Preferred — the "best grocery card" — nets ~$336/yr here: its 6% never touches the $7,200/yr this family spends at Costco.