Groundwork

Food and drink · County · Oklahoma

Coffee shops and cafes in McClain County, OK

The coffee shops and cafes in McClain County, OK, the household spending behind them and how the market ranks against other counties.

Groundwork market score · out of 100

Score 59 out of 100: Upper middle

Ranked #666 of 2,063 scored counties
#10 of 50 scored counties in Oklahoma

Listings
20
4 chain locations (20%)
Official establishments
9
All snack and nonalcoholic beverage bars
Household spending a year
$65.1M
On food away from home · $3,966 a household
Spending per listing
$3.3M
12% below the U.S.
Listings per 10k households
12.2
11% above the U.S.
Population, 2025
49,647
+18.4% since 2020

See the coffee shops and cafes around any address in McClain County

The site report maps the coffee shops and cafes on map listings near the address, by name and distance, and sizes the households and spending around it. Or open the report at the center of McClain County. Signed out, you see a blurred preview; on an account, each report is one action.

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Survey estimates 2020–2024 · population estimates 2025 · official business counts 2023 · map listings September 2026 · Data credits · How we measure

What this means

As of September 2026, map listings count 20 coffee shops and cafes in McClain County. Chain locations make up 20% of them, against 39% across the U.S. That is 12.2 per 10,000 households, 11% above the U.S. rate of 11.0.

Household spending on food away from home in McClain County comes to about $65.1M a year: $3,966 per household, 3% below the U.S. average. Spread across 20 coffee shops and cafes, that is $3.3M per cafe, 12% below the U.S. figure of $3.7M. That spending covers all food away from home, which coffee shops and cafes share with other businesses in the trade.

In 2023, official counts showed 9 businesses with payroll in McClain County classed as snack and nonalcoholic beverage bars. That is one for every 1,825 households, against one for every 1,518 across the U.S. The official count takes in all snack and nonalcoholic beverage bars, not only coffee shops and cafes: bakeries and dessert shops are counted too. Official counts also show 5 one-person businesses without payroll. Since fiscal 2022, 1 SBA-backed loan worth $511K has gone to businesses classed as snack and nonalcoholic beverage bars in McClain County.

Population estimates show McClain County grew 18.4% from 2020 to 2025, faster than the U.S. (+3.1%). For coffee shops and cafes, McClain County has a Groundwork market score of 59 (upper middle): #666 of 2,063 scored counties and #10 of 50 scored counties in Oklahoma.

How McClain County compares

The same measures for Oklahoma and the whole U.S. Spending per listing divides a year of household spending on all food away from home by the coffee shops and cafes counted, so it measures the demand for each competitor, not any business’s revenue. Households per establishment does the same with the official count.

Coffee shops and cafes in McClain County, OK compared with Oklahoma and the U.S.
MeasureMcClain CountyOklahomaU.S.
Listings per 10k households12.210.511.0
Spending per listing$3.3M$3.3M$3.7M
Households per official establishment (all snack and nonalcoholic beverage bars)1,8251,9341,518
Official establishment growth, 2019–2023n/a+48.8%+24.3%
Population growth, 2020–2025+18.4%+4.0%+3.1%
Spending per household on food away from home$3,966$3,519$4,070
Median household income$84,552$65,039$80,734
Groundwork market score5949

Official counts and lending

Businesses

Official establishments, 2019 to 2023
4 → 9All snack and nonalcoholic beverage bars
Employees, 2023
25
Annual payroll, 2023
$459K
One-person businesses, 2023
5All snack and nonalcoholic beverage bars with no payroll
Map listings, September 2026
204 chain locations
Listings at the U.S. rate for this spending
18The U.S. ratio of listings to household spending, applied here

SBA-backed loans since fiscal 2022

Loans
1
Amount
$511K

SBA-backed loans to businesses classed as snack and nonalcoholic beverage bars in McClain County, through June 2026, placed by the borrower’s ZIP code. Official establishments are businesses with payroll; the official counts leave out places with fewer than 3. These official figures cover all snack and nonalcoholic beverage bars, not only coffee shops and cafes.

Population and households in McClain County

Population, 2025 estimate
49,647+18.4% since 2020
Households
16,421
Median age
39.3
Homes lived in by their owners
79%
Vehicles per household
2.2
Land area
571 sq. mi.
People per square mile
79
Median household income
$84,552+25.0% vs. 2015–2019, before inflation
Average household income
$106,677
Median home value
$255,900
Jobs located here
12,355
Daytime population
38,533Residents who don’t work, plus everyone whose job is here

Looking at a specific site in McClain County?

These figures cover the whole county. A site report draws rings around one address and counts what’s inside them: households, spending, jobs, and the coffee shops and cafes on map listings by name and distance.

Or open the report at the center of McClain County. Signed out, you see a blurred preview; on an account, each report is one action.

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Coffee shops and cafes across Oklahoma

Every Oklahoma market ranked →

The highest-scoring counties in Oklahoma for coffee shops and cafes, numbered among those based in Oklahoma, with McClain County marked.

Top counties in Oklahoma

Counties in Oklahoma ranked for coffee shops and cafes by Groundwork market score
MarketScoreListingsPer 10k householdsSpending per listingPopulation growthU.S. rank
1Rogers County, OK83246.5$5.9M+7.1%#67 of 2,063
2Wagoner County, OK83227.0$5.5M+14.6%#68 of 2,063
3Logan County, OK81126.7$6M+11.5%#90 of 2,063
4Canadian County, OK79467.9$5.1M+20.4%#124 of 2,063
5Stephens County, OK70116.3$5.4M+3.4%#300 of 2,063
6Osage County, OK69116.3$5.5M+2.2%#322 of 2,063
7Creek County, OK63227.8$4.4M+4.4%#507 of 2,063
8Grady County, OK632512.1$3.1M+7.7%#517 of 2,063
9Garvin County, OK6276.9$4.7M+2.8%#534 of 2,063
10McClain County, OK592012.2$3.3M+18.4%#666 of 2,063

Other business types in McClain County

Each with its Groundwork market score here, out of 100, where it has one.

Questions

How many coffee shops and cafes are in McClain County, OK?

McClain County has 20 coffee shops and cafes on map listings as of September 2026. 4 of them (20%) are chain locations. The listings count coffee, tea, juice and bubble tea shops, and cafes. Official counts show 9 businesses with payroll classed as snack and nonalcoholic beverage bars in 2023. That count covers all snack and nonalcoholic beverage bars (bakeries and dessert shops included), not only coffee shops and cafes. Another 5 one-person businesses have no payroll, by official counts.

How much do households in McClain County, OK spend on food away from home?

About $65.1M a year, or $3,966 per household. That is 3% below the U.S. average (an index of 97, where 100 is the U.S. average). Spread across the 20 coffee shops and cafes on map listings, it comes to $3.3M per cafe. The spending figure covers all food away from home, not only coffee shops and cafes. It is estimated from the incomes of the 16,421 households in McClain County and national spending patterns by income.

How does McClain County, OK compare with the U.S. for coffee shops and cafes?

McClain County has 12.2 coffee shops and cafes per 10,000 households, 11% above the U.S. rate of 11.0. Spending per cafe is $3.3M, 12% below the U.S. figure of $3.7M. At the national ratio of coffee shops and cafes to household spending, McClain County would have about 18, against 20 on map listings. There is one business with payroll in the industry for every 1,825 households, against one for every 1,518 across the U.S.

How fast is McClain County, OK growing?

Population estimates put McClain County at 49,647 people in 2025, up 18.4% since 2020, faster than the U.S. (+3.1%). It has 16,421 households. The median household income in McClain County is $84,552 a year, 5% above the U.S. median of $80,734. That rose 25.0% from the 2015–2019 survey, before inflation.

What is the Groundwork market score?

The Groundwork market score runs from 0 to 100 and compares a market with others of its kind for one business type: states with states, metro areas with metro areas, small-town markets and counties with their own. It weighs household spending per competitor (35%), households per business with payroll (25%), population growth (20%) and spending power (20%), each ranked against those peers. A higher score means that, taken together, the market has more household spending and more households for each business already there, faster population growth and more spending per household than similar markets. It describes a market, not any one site or deal. McClain County scores 59 for coffee shops and cafes (upper middle), #666 of 2,063 scored counties.

How can I see the market around a specific site?

Run a Groundwork site report on an address in McClain County. It maps the coffee shops and cafes on map listings near the site and sizes the households and spending within the distance you choose. New accounts get 10 actions over 3 days, no card.

How the score works · Top markets for coffee shops and cafes · All 56 business types in McClain County

Screening a site or an acquisition in McClain County?

A site report maps the competitors on map listings near an address and sizes the households and spending around it.

The button opens the report at the center of McClain County. Signed out, you see a blurred preview; on an account, each report is one action.

This product uses the Census Bureau Data API but is not endorsed or certified by the Census Bureau.

Figures are estimates for research only. Not investment or real estate advice.