Using geospatial data analysis, companies like 1520 Fridge No More JOKR and BUYK are expanding their local grocery delivery services in New York City by optimizing dark store locations for convenience and profitability. Dark stores are fulfillment centers that don't offer in-store pickup or shopping, instead functioning as warehouses to fulfill online grocery orders. With online grocery orders driving 12.3% of all sales and delivery experiencing a 20% year-over-year revenue increase, more grocers are incorporating the dark store model into their expansion plans. Using geospatial data from CARTO Data Observatory and Snowflake Data Marketplace, Expansion Managers can analyze factors like population density, consumer segments, and spatial attributes to find optimal locations for ghost grocery stores in Seattle, Washington, covering 82% of current app sign-ups with a combination of location-allocation analysis and suitability index scores.