These direct sources support the selected unit, revenue, cost structure, scale, and scenario bounds.
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Associated Press — Starbucks feels the heat as more chains compete for U.S. coffee drinkers
The Starbucks and Dutch Bros values provide observable bounds for coffee-led order revenue in the low and base cases. Chain spending can differ from an independent pet-friendly cafe because of market mix, loyalty, menu breadth, and store format.
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Pups & Cups Cafe on Toast — Pups & Cups Cafe live order menu
The menu confirms that the modeled order values fit a plausible mix of drinks, pastries, prepared food, and optional pet items. A single cafe menu is not a national average and listed prices do not reveal sales mix, discounts, taxes, tips, or ingredient cost.
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BizBuySell — Coffee Shop and Cafe Business Valuation Multiples and Financial Benchmarks
The 2024 and 2025 median revenue observations anchor low and base monthly order volume; the high case is modestly above the 2025 median. Businesses offered or sold on a marketplace are not a probability sample and reported owner earnings are not equivalent to operating profit.
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National Restaurant Association — Inflation is Straining Restaurant Operations
These ratios provide broad bounds for food, labor, and remaining operating costs before financing and taxes. The example covers restaurants generally and does not isolate coffee shops, pet-friendly operations, geography, or individual lease and staffing choices.
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National Restaurant Association — New resource provides insights into operational realities
The limited-service prime-cost median supports keeping food plus variable service labor near 65% of order revenue. The published summary does not provide coffee-shop-specific distributions or distinguish fixed from variable portions of payroll.
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National Restaurant Association — Restaurant occupancy costs were more than 5% of sales in 2024
Occupancy is treated as one fixed component of monthly overhead and bounded by the limited-service location medians. Occupancy ratios vary substantially by city, lease structure, sales productivity, premises size, and whether patio space is included.
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Square — Square Payments: Understanding Our Fees
The variable-cost model applies the published card-present rate to an assumed 85% card share, with cash transactions carrying no processing fee. Actual tender mix, processor plan, negotiated rate, refunds, chargebacks, online orders, and international cards can change the fee.
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U.S. Food and Drug Administration — 2022 FDA Food Code rules on animals in food establishments
The rule supports the dominant modeled format of a conventional cafe with a separately controlled, locally approved pet-friendly patio. The Food Code is a model; state and local adoption, amendments, permits, and enforcement determine the rules for a specific cafe.
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Cushman & Wakefield — United States Retail MarketBeat Q1 2026
An illustrative 1,500-square-foot cafe at the national asking rate produces about $3,185 monthly base rent before location-specific lease extras. National shopping-center asking rent is not a signed cafe lease and may exclude common-area charges, taxes, insurance, improvements, and patio area.
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