Groundwork

Food and drink · County · Oklahoma

Restaurants and cafes in Blaine County, OK

Competitor counts, household spending and official business counts for restaurants and cafes in Blaine County, OK, set against other counties and the U.S.

Groundwork market score

Not scored

Counties under 10,000 people aren’t scored, since a few businesses can swing their figures.

Listings
38
12 chain locations (32%)
Official establishments
16
Businesses with payroll, 2023
Household spending a year
$11.5M
On food away from home · $3,413 a household
Spending per listing
$304K
18% below the U.S.
Listings per 10k households
112.4
2% above the U.S.
Population, 2025
8,515
−2.2% since 2020

See the restaurants and cafes around any address in Blaine 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 Blaine 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

Household spending on food away from home in Blaine County comes to about $11.5M a year: $3,413 per household, 16% below the U.S. average. That works out to $304K per restaurant, 18% below the U.S. figure of $371K.

There are 38 restaurants and cafes on map listings in Blaine County as of September 2026. 12 of them (32%) are chain locations, against 34% across the U.S. Per 10,000 households, that is 112.4, 2% above the U.S. rate of 109.8.

The official count of businesses with payroll classed as restaurants and other eating places in Blaine County was 16 in 2023. That is one for every 211 households, against one for every 209 across the U.S. Another 5 one-person businesses have no payroll, by official counts.

Population estimates show Blaine County declined 2.2% from 2020 to 2025, against +3.1% for the U.S. Counties under 10,000 people aren’t given a market score, since a few businesses can swing their figures.

How Blaine 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 Blaine County, OK compared with Oklahoma and the U.S.
MeasureBlaine CountyOklahomaU.S.
Listings per 10k households112.4107.6109.8
Spending per listing$304K$327K$371K
Households per official establishment211227209
Official establishment growth, 2019–2023n/a+5.3%+6.0%
Population growth, 2020–2025−2.2%+4.0%+3.1%
Spending per household on food away from home$3,413$3,519$4,070
Median household income$61,642$65,039$80,734
Groundwork market scoreNot scored36

Official counts and lending

Businesses

Official establishments, 2019 to 2023
18 → 16
Employees, 2023
123
Annual payroll, 2023
$1.4M
One-person businesses, 2023
5Businesses with no payroll
Map listings, September 2026
3812 chain locations
Listings at the U.S. rate for this spending
31The U.S. ratio of listings to household spending, applied here

SBA-backed loans since fiscal 2022

Loans
0
Amount
$0

SBA-backed loans to businesses classed as restaurants and other eating places in Blaine 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 Blaine County

Population, 2025 estimate
8,515−2.2% since 2020
Households
3,381
Median age
41.6
Homes lived in by their owners
73%
Vehicles per household
2.1
Land area
929 sq. mi.
People per square mile
9
Median household income
$61,642
Average household income
$81,495
Median home value
$126,900
Jobs located here
2,512
Daytime population
6,981Residents who don’t work, plus everyone whose job is here

Looking at a specific site in Blaine 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 Blaine 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 Blaine 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
Blaine County, OKNot scored38112.4$304K−2.2%

Other business types in Blaine County

None has a Groundwork market score here. Counties under 10,000 people aren’t scored, since a few businesses can swing their figures.

Questions

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

As of September 2026, map listings count 38 restaurants and cafes in Blaine County. 12 of them (32%) are chain locations. The listings count every restaurant, cafe, bar, bakery and food truck. Official counts show 16 businesses with payroll classed as restaurants and other eating places in 2023. Official counts list 5 one-person businesses without payroll.

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

About $11.5M a year, or $3,413 per household. That is 16% below the U.S. average (an index of 84, where 100 is the U.S. average). Spread across the 38 restaurants and cafes on map listings, it comes to $304K per restaurant. It is estimated from the incomes of the 3,381 households in Blaine County and national spending patterns by income.

How does Blaine County, OK compare with the U.S. for restaurants and cafes?

Blaine County has 112.4 restaurants and cafes per 10,000 households, 2% above the U.S. rate of 109.8. Spending per restaurant is $304K, 18% below the U.S. figure of $371K. At the U.S. ratio of restaurants and cafes to household spending, Blaine County would have about 31, against 38 on map listings. There is one business with payroll in the industry for every 211 households, against one for every 209 across the U.S.

How fast is Blaine County, OK growing?

Population estimates put Blaine County at 8,515 people in 2025, down 2.2% since 2020, against +3.1% for the U.S. It has 3,381 households. Median household income in Blaine County is $61,642, 24% below the U.S. median of $80,734.

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. The score leaves out counties under 10,000 people, where a handful of businesses would swing it.

How can I see the market around a specific site?

Run a Groundwork site report on an address in Blaine 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 Blaine County

Screening a site or an acquisition in Blaine 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 Blaine 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.