Groundwork

Food and drink · County · Oklahoma

Restaurants and cafes in McClain County, OK

The restaurants 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 61 out of 100: Upper middle

Ranked #733 of 2,405 scored counties
#10 of 57 scored counties in Oklahoma

Listings
167
83 chain locations (50%)
Official establishments
74
+23.3% since 2019
Household spending a year
$65.1M
On food away from home · $3,966 a household
Spending per listing
$390K
5% above the U.S.
Listings per 10k households
101.7
7% below the U.S.
Population, 2025
49,647
+18.4% since 2020

See the restaurants and cafes around any address in McClain County

The site report maps the restaurants 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

Map listings as of September 2026 show 167 restaurants and cafes in McClain County. 83 of them (50%) are chain locations, against 34% across the U.S. That is 101.7 per 10,000 households, 7% below the U.S. rate of 109.8.

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. That works out to $390K per restaurant, 5% above the U.S. figure of $371K.

The official count of businesses with payroll classed as restaurants and other eating places in McClain County was 74 in 2023, up 23.3% from 2019. That is one for every 222 households, against one for every 209 across the U.S. Official counts also show 11 one-person businesses without payroll. Since fiscal 2022, 2 SBA-backed loans worth $945K have gone to businesses classed as restaurants and other eating places in McClain County.

Population estimates put the population change in McClain County from 2020 to 2025 at +18.4%, faster than the U.S. (+3.1%). For restaurants and cafes, McClain County has a Groundwork market score of 61 (upper middle): #733 of 2,405 scored counties and #10 of 57 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 restaurants 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.

Restaurants and cafes in McClain County, OK compared with Oklahoma and the U.S.
MeasureMcClain CountyOklahomaU.S.
Listings per 10k households101.7107.6109.8
Spending per listing$390K$327K$371K
Households per official establishment222227209
Official establishment growth, 2019–2023+23.3%+5.3%+6.0%
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 score6136

Official counts and lending

Businesses

Official establishments, 2019 to 2023
60 → 74+23.3% over the period
Employees, 2023
1,121
Annual payroll, 2023
$21.5M
One-person businesses, 2023
11Businesses with no payroll
Map listings, September 2026
16783 chain locations
Listings at the U.S. rate for this spending
176The U.S. ratio of listings to household spending, applied here

SBA-backed loans since fiscal 2022

Loans
2
Amount
$945K

SBA-backed loans to businesses classed as restaurants and other eating places 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.

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 restaurants 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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Restaurants and cafes across Oklahoma

Every Oklahoma market ranked →

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

Top counties in Oklahoma

Counties in Oklahoma ranked for restaurants and cafes by Groundwork market score
MarketScoreListingsPer 10k householdsSpending per listingPopulation growthU.S. rank
1Rogers County, OK8721558.6$663K+7.1%#43 of 2,405
2Wagoner County, OK8722973.0$529K+14.6%#47 of 2,405
3Logan County, OK8614983.5$482K+11.5%#56 of 2,405
4Grady County, OK7914871.5$520K+7.7%#154 of 2,405
5Canadian County, OK7947080.7$501K+20.4%#155 of 2,405
6Washita County, OK712048.4$683K−0.2%#357 of 2,405
7Creek County, OK7119970.5$485K+4.4%#375 of 2,405
8Osage County, OK7112571.9$485K+2.2%#376 of 2,405
9Lincoln County, OK6510479.1$425K+5.3%#574 of 2,405
10McClain County, OK61167101.7$390K+18.4%#733 of 2,405

Other business types in McClain County

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

Questions

How many restaurants and cafes are in McClain County, OK?

There are 167 restaurants and cafes on map listings in McClain County as of September 2026. 83 of them (50%) are chain locations. The listings count every restaurant, cafe, bar, bakery and food truck. Official counts show 74 businesses with payroll classed as restaurants and other eating places in 2023, up 23.3% from 2019. Another 11 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 167 restaurants and cafes on map listings, it comes to $390K per restaurant. 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 restaurants and cafes?

McClain County has 101.7 restaurants and cafes per 10,000 households, 7% below the U.S. rate of 109.8. Spending per restaurant is $390K, 5% above the U.S. figure of $371K. At the national ratio of restaurants and cafes to household spending, McClain County would have about 176, against 167 on map listings. There is one business with payroll in the industry for every 222 households, against one for every 209 across the U.S. The official count rose 23.3% from 2019 to 2023, against +6.0% for 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 61 for restaurants and cafes (upper middle), #733 of 2,405 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 restaurants 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 restaurants 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.