Groundwork

Food and drink · Small-town market · Mississippi

Fast food and sandwich shops in the Cleveland, MS area

The fast food and sandwich shops in the Cleveland, MS area, the household spending behind them and how the market ranks against other small-town markets.

Groundwork market score · out of 100

Score 17 out of 100: Low

Ranked #509 of 537 scored small-town markets
#13 of 17 scored small-town markets based in Mississippi

Listings
17
15 chain locations (88%)
Official establishments
23
All limited-service restaurants · −4.2% since 2019
Household spending a year
$33.2M
On food away from home · $2,790 a household
Spending per listing
$2M
36% below the U.S.
Listings per 10k households
14.3
8% above the U.S.
Population, 2025
28,262
−8.3% since 2020

See the fast food and sandwich shops around any address in the Cleveland area

The site report maps the fast food and sandwich shops 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 the Cleveland area. Signed out, you see a blurred preview; on an account, each report is one action.

Free10 actions over 3 days, no card

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

What this means

The Cleveland area scores 17 (low) on the Groundwork market score for fast food and sandwich shops, ranking #509 of 537 scored small-town markets and #13 of 17 scored small-town markets based in Mississippi. That puts it in the bottom quarter of small-town markets.

At $2,790 per household (31% below the U.S. average), households in the Cleveland area spend about $33.2M a year on food away from home. That is about $2M of household spending for each shop on map listings, 36% below the U.S. figure of $3.1M. The spending figure covers all food away from home, not only fast food and sandwich shops.

There are 17 fast food and sandwich shops on map listings in the Cleveland area as of September 2026. Chain locations make up 88% of them, against 79% across the U.S. That is 14.3 per 10,000 households, 8% above the U.S. rate of 13.3.

The official count of businesses with payroll classed as limited-service restaurants in the Cleveland area was 23 in 2023, down 4.2% from 2019. That is one for every 518 households, against one for every 478 across the U.S. That count covers all limited-service restaurants (pizza places included), not only fast food and sandwich shops. Between 2020 and 2025, the population of the Cleveland area declined 8.3%, against +3.1% for the U.S.

How the Cleveland area compares

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

Fast food and sandwich shops in Cleveland, MS area compared with Mississippi and the U.S.
MeasureCleveland areaMississippiU.S.
Listings per 10k households14.316.813.3
Spending per listing$2M$2M$3.1M
Households per official establishment (all limited-service restaurants)518459478
Official establishment growth, 2019–2023−4.2%+7.1%+6.1%
Population growth, 2020–2025−8.3%−0.1%+3.1%
Spending per household on food away from home$2,790$3,288$4,070
Median household income$39,585$56,447$80,734
Groundwork market score178

Official counts and lending

Businesses

Official establishments, 2019 to 2023
23All limited-service restaurants · −4.2% over the period
Employees, 2023
533
Annual payroll, 2023
$8.4M
One-person businesses, 2023
8All limited-service restaurants with no payroll
Map listings, September 2026
1715 chain locations
Listings at the U.S. rate for this spending
11The 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 limited-service restaurants in the Cleveland area, 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 limited-service restaurants, not only fast food and sandwich shops.

Population and households in the Cleveland area

Population, 2025 estimate
28,262−8.3% since 2020
Households
11,915
Median age
39.0
Homes lived in by their owners
63%
Vehicles per household
1.6
Land area
877 sq. mi.
People per square mile
34
Median household income
$39,585+32.6% vs. 2015–2019, before inflation
Average household income
$60,985
Median home value
$130,000
Jobs located here
10,627
Daytime population
29,215Residents who don’t work, plus everyone whose job is here

Looking at a specific site in the Cleveland area?

These figures cover the whole small-town market. A site report draws rings around one address and counts what’s inside them: households, spending, jobs, and the fast food and sandwich shops on map listings by name and distance.

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

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Fast food and sandwich shops across Mississippi

Every Mississippi market ranked →

The highest-scoring small-town markets in Mississippi for fast food and sandwich shops, numbered among those based in Mississippi, with the Cleveland area marked.

Top small-town markets in Mississippi

Small-town markets in Mississippi ranked for fast food and sandwich shops by Groundwork market score
MarketScoreListingsPer 10k householdsSpending per listingPopulation growthU.S. rank
1Picayune, MS543013.7$2.4M+5.6%#244 of 537
2Oxford, MS344920.4$1.7M+5.3%#424 of 537
3Brookhaven, MS331712.9$2.5M+0.5%#427 of 537
4Natchez, MS-LA293114.9$1.9M−0.9%#454 of 537
5Greenwood, MS272114.5$2M−8.8%#466 of 537
6Starkville, MS274417.0$1.9M+0.8%#468 of 537
7Tupelo, MS259919.1$1.8M+0.8%#476 of 537
8Corinth, MS252517.3$1.8M−0.5%#477 of 537
9Greenville, MS232414.0$2M−9.4%#479 of 537
10Clarksdale, MS201011.9$2.2M−6.5%#498 of 537
13Cleveland, MS171714.3$2M−8.3%#509 of 537

Other business types in the Cleveland area

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

Questions

How many fast food and sandwich shops are in the Cleveland, MS area?

As of September 2026, map listings count 17 fast food and sandwich shops in the Cleveland area. 15 of them (88%) are chain locations. The listings count fast food, sandwich shops, delis and bagel shops. Official counts show 23 businesses with payroll classed as limited-service restaurants in 2023, down 4.2% from 2019. The official count takes in all limited-service restaurants, not only fast food and sandwich shops: pizza places are counted too. Official counts list 8 one-person businesses without payroll.

How much do households in the Cleveland, MS area spend on food away from home?

About $33.2M a year, or $2,790 per household. That is 31% below the U.S. average (an index of 69, where 100 is the U.S. average). Spread across the 17 fast food and sandwich shops on map listings, it comes to $2M per shop. That spending covers all food away from home, which fast food and sandwich shops share with other businesses in the trade. It is estimated from the incomes of the 11,915 households in the Cleveland area and national spending patterns by income.

How does the Cleveland, MS area compare with the U.S. for fast food and sandwich shops?

The Cleveland area has 14.3 fast food and sandwich shops per 10,000 households, 8% above the U.S. rate of 13.3. Spending per shop is $2M, 36% below the U.S. figure of $3.1M. At the U.S. ratio of fast food and sandwich shops to household spending, the Cleveland area would have about 11, against 17 on map listings. There is one business with payroll in the industry for every 518 households, against one for every 478 across the U.S. The official count fell 4.2% from 2019 to 2023, against +6.1% for the U.S.

How fast is the Cleveland, MS area growing?

Population estimates put the Cleveland area at 28,262 people in 2025, down 8.3% since 2020, against +3.1% for the U.S. It has 11,915 households. Median household income in the Cleveland area is $39,585, 51% below the U.S. median of $80,734. Against the 2015–2019 survey, the median rose 32.6%, 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. A small-town market is a town of 10,000 to 50,000 people and the county or counties tied to it by commuting. 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 Cleveland area scores 17 for fast food and sandwich shops (low), #509 of 537 scored small-town markets.

How can I see the market around a specific site?

Run a Groundwork site report on an address in the Cleveland area. It maps the fast food and sandwich shops 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 fast food and sandwich shops · All 56 business types in the Cleveland area

Screening a site or an acquisition in the Cleveland area?

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 the Cleveland area. 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.