Groundwork

Food and drink · County · North Carolina

Pizza places in Caldwell County, NC

The pizza places in Caldwell County, NC, the household spending behind them and how the market ranks against other counties.

Groundwork market score · out of 100

Score 49 out of 100: Lower middle

Ranked #1,061 of 2,090 scored counties
#46 of 83 scored counties in North Carolina

Listings
19
19 chain locations (100%)
Official establishments
62
All limited-service restaurants · +3.3% since 2019
Household spending a year
$105.6M
On food away from home · $3,209 a household
Spending per listing
$5.6M
9% above the U.S.
Listings per 10k households
5.8
27% below the U.S.
Population, 2025
81,105
+0.7% since 2020

See the pizza places around any address in Caldwell County

The site report maps the pizza places 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 Caldwell 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 19 pizza places in Caldwell County. All of them are chain locations, against 58% across the U.S. That is 5.8 per 10,000 households, 27% below the U.S. rate of 8.0.

At $3,209 per household (21% below the U.S. average), households in Caldwell County spend about $105.6M a year on food away from home. That is about $5.6M of household spending for each pizza place on map listings, 9% above the U.S. figure of $5.1M. That spending covers all food away from home, which pizza places share with other businesses in the trade.

The official count of businesses with payroll classed as limited-service restaurants in Caldwell County was 62 in 2023, up 3.3% from 2019. That is one for every 531 households, against one for every 478 across the U.S. The official count takes in all limited-service restaurants, not only pizza places: fast food and sandwich shops are counted too.

Population estimates put the population change in Caldwell County from 2020 to 2025 at +0.7%, slower than the U.S. (+3.1%). Caldwell County scores 49 (lower middle) on the Groundwork market score for pizza places, ranking #1,061 of 2,090 scored counties and #46 of 83 scored counties in North Carolina.

How Caldwell County compares

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

Pizza in Caldwell County, NC compared with North Carolina and the U.S.
MeasureCaldwell CountyNorth CarolinaU.S.
Listings per 10k households5.87.48.0
Spending per listing$5.6M$5.1M$5.1M
Households per official establishment (all limited-service restaurants)531504478
Official establishment growth, 2019–2023+3.3%+4.7%+6.1%
Population growth, 2020–2025+0.7%+7.2%+3.1%
Spending per household on food away from home$3,209$3,776$4,070
Median household income$56,425$72,388$80,734
Groundwork market score4953

Official counts and lending

Businesses

Official establishments, 2019 to 2023
60 → 62All limited-service restaurants · +3.3% over the period
Employees, 2023
1,393
Annual payroll, 2023
$23.4M
One-person businesses, 2023
0All limited-service restaurants with no payroll
Map listings, September 2026
1919 chain locations
Listings at the U.S. rate for this spending
21The 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 Caldwell 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 limited-service restaurants, not only pizza places.

Population and households in Caldwell County

Population, 2025 estimate
81,105+0.7% since 2020
Households
32,919
Median age
44.4
Homes lived in by their owners
74%
Vehicles per household
2.0
Land area
472 sq. mi.
People per square mile
171
Median household income
$56,425+26.8% vs. 2015–2019, before inflation
Average household income
$75,197
Median home value
$192,200
Jobs located here
26,485
Daytime population
70,763Residents who don’t work, plus everyone whose job is here

Looking at a specific site in Caldwell 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 pizza places on map listings by name and distance.

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

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Pizza across North Carolina

Every North Carolina market ranked →

The highest-scoring counties in North Carolina for pizza places, numbered among those based in North Carolina, with Caldwell County marked.

Top counties in North Carolina

Counties in North Carolina ranked for pizza places by Groundwork market score
MarketScoreListingsPer 10k householdsSpending per listingPopulation growthU.S. rank
1Union County, NC85607.1$6.4M+11.7%#43 of 2,090
2Davie County, NC83105.8$6.6M+6.9%#52 of 2,090
3Orange County, NC82335.8$7.6M+6.1%#55 of 2,090
4Chatham County, NC81288.5$5.3M+11.0%#76 of 2,090
5Hoke County, NC79115.7$6.1M+9.0%#109 of 2,090
6Yadkin County, NC7674.7$7.3M+2.9%#151 of 2,090
7Durham County, NC75795.6$7.4M+7.7%#165 of 2,090
8Henderson County, NC75295.7$6.4M+5.0%#171 of 2,090
9Pender County, NC75166.3$6.2M+19.0%#172 of 2,090
10Stokes County, NC7394.6$7M+3.5%#214 of 2,090
46Caldwell County, NC49195.8$5.6M+0.7%#1,061 of 2,090

Other business types in Caldwell County

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

Questions

How many pizza places are in Caldwell County, NC?

There are 19 pizza places on map listings in Caldwell County as of September 2026. 19 of them (100%) are chain locations. The listings count pizza restaurants. Official counts show 62 businesses with payroll classed as limited-service restaurants in 2023, up 3.3% from 2019. That count covers all limited-service restaurants (fast food and sandwich shops included), not only pizza places.

How much do households in Caldwell County, NC spend on food away from home?

About $105.6M a year, or $3,209 per household. That is 21% below the U.S. average (an index of 79, where 100 is the U.S. average). Spread across the 19 pizza places on map listings, it comes to $5.6M per pizza place. The spending figure covers all food away from home, not only pizza places. It is estimated from the incomes of the 32,919 households in Caldwell County and national spending patterns by income.

How does Caldwell County, NC compare with the U.S. for pizza places?

Caldwell County has 5.8 pizza places per 10,000 households, 27% below the U.S. rate of 8.0. Spending per pizza place is $5.6M, 9% above the U.S. figure of $5.1M. At the national ratio of pizza places to household spending, Caldwell County would have about 21, against 19 on map listings. There is one business with payroll in the industry for every 531 households, against one for every 478 across the U.S. The official count rose 3.3% from 2019 to 2023, against +6.1% for the U.S.

How fast is Caldwell County, NC growing?

Population estimates put Caldwell County at 81,105 people in 2025, up 0.7% since 2020, slower than the U.S. (+3.1%). It has 32,919 households. The median household income in Caldwell County is $56,425 a year, 30% below the U.S. median of $80,734. That rose 26.8% 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. Caldwell County scores 49 for pizza places (lower middle), #1,061 of 2,090 scored counties.

How can I see the market around a specific site?

Run a Groundwork site report on an address in Caldwell County. It maps the pizza places 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 pizza places · All 56 business types in Caldwell County

Screening a site or an acquisition in Caldwell 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 Caldwell 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.