City Survivability Rankings for South African Restaurant

StreetSpring's 2026 analysis ranks the top cities for South African Restaurants across the US by Survivability Scores. See which cities offer the best chances for a South African Restaurant to succeed.

•18 min read

Quick Summary

  • Survivability Score: the projected chance a business type lasts two or more years at a specific address
  • The highest-ranked city for South African Restaurant is Charlotte: 83.1% at a good address, 73.1% at a typical address
  • 8 of 24 analyzed US metros average above 70% for South African Restaurant survivability at a typical address
  • The lowest-ranked city is New York City at 76.3%
  • National average chance of lasting two or more years for South African Restaurant: 67.6%
  • Data reflects 2026 StreetSpring survivability analysis across 24 US metro areas · Full methodology →

Why this list differs from other "best cities for a south african restaurant" lists. This ranking answers one question: at a good address in each metro, what is the projected chance a south african restaurant is still operating two or more years after it opens. It is built from 570,000+ historical business outcomes and the location factors around each scored address. It does not rank cities by how much they like south african restaurants, by downtown foot traffic, by cost of living, by population growth, or by how many south african restaurants already trade there. Lists built on those things will name different cities, and they are answering a different question. If you want to know where the concept is fashionable, read those. If you want to know where a lease is most likely to still be paying for itself in two years, this is the ranking for that.

Table of Contents

Summary

According to StreetSpring's 2026 nationwide analysis, Charlotte ranks as the #1 city for opening a South African Restaurant in the United States, with an 83.1% chance of lasting two or more years at a good address. Following close behind are San Antonio with 83.1%, and Dallas with 83.1%. The 24-city analysis shows South African Restaurants performing at a 67.6% national average, with strong geographic concentration of top scores in a handful of metros. Even cities with modest average scores can harbor exceptional individual locations: always check the address-level data. Use this data to narrow your shortlist, then visit each top city in person to assess foot traffic and competitive density.

Survivability ranges reflect best and worst storefront conditions within each city. See our full methodology →

South African Restaurants city survivability range chart: Charlotte vs New York City (2026)

Best-to-worst South African Restaurant survivability within individual metros: Charlotte, San Antonio, Baltimore, Boston and New York City. Each box spans the middle of that metro's range; whiskers are its best and worst locations (2026).

All 24 Cities Ranked for South African Restaurants

Based on StreetSpring's analysis of 24 major metropolitan areas, these cities offer the strongest prospects for South African Restaurants:

#MetroMetro areaChance of lasting two or more years at a good address
1CharlotteCharlotte-Concord-Gastonia, NC-SC83.1%
2San AntonioSan Antonio-New Braunfels, TX83.1%
3DallasDallas-Fort Worth-Arlington, TX83.1%
4AtlantaAtlanta-Sandy Springs-Roswell, GA83.1%
5OrlandoOrlando-Kissimmee-Sanford, FL82.7%
6HoustonHouston-Pasadena-The Woodlands, TX82.7%
7DenverDenver-Aurora-Centennial, CO82.7%
8MinneapolisMinneapolis-St. Paul-Bloomington, MN-WI81.8%
9St. LouisSt. Louis, MO-IL81.8%
10SeattleSeattle-Tacoma-Bellevue, WA81.8%
11Washington DCWashington-Arlington-Alexandria, DC-VA-MD-WV81.3%
12DetroitDetroit-Warren-Dearborn, MI80.4%
13BaltimoreBaltimore-Columbia-Towson, MD80.4%
14MiamiMiami-Fort Lauderdale-West Palm Beach, FL80.4%
15Los AngelesLos Angeles-Long Beach-Anaheim, CA80.4%
16PhiladelphiaPhiladelphia-Camden-Wilmington, PA-NJ-DE-MD80.0%
17San DiegoSan Diego-Chula Vista-Carlsbad, CA80.0%
18PhoenixPhoenix-Mesa-Chandler, AZ80.0%
19ChicagoChicago-Naperville-Elgin, IL-IN80.0%
20San FranciscoSan Francisco-Oakland-Fremont, CA80.0%
21PortlandPortland-Vancouver-Hillsboro, OR-WA79.5%
22Tampa BayTampa-St. Petersburg-Clearwater, FL79.0%
23BostonBoston-Cambridge-Newton, MA-NH78.2%
24New York CityNew York-Newark-Jersey City, NY-NJ76.3%

1. Charlotte Metro: Charlotte-Concord-Gastonia, NC-SC

  • At a good address: 83.1%
  • At a typical address: 73.1%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

2. San Antonio Metro: San Antonio-New Braunfels, TX

  • At a good address: 83.1%
  • At a typical address: 72.8%
  • Best scored location: 84.0%
  • Weakest scored location: 48.4%

3. Dallas Metro: Dallas-Fort Worth-Arlington, TX

4. Atlanta Metro: Atlanta-Sandy Springs-Roswell, GA

  • At a good address: 83.1%
  • At a typical address: 72.4%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

5. Orlando Metro: Orlando-Kissimmee-Sanford, FL

  • At a good address: 82.7%
  • At a typical address: 71.8%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

6. Houston Metro: Houston-Pasadena-The Woodlands, TX

7. Denver Metro: Denver-Aurora-Centennial, CO

8. Minneapolis Metro: Minneapolis-St. Paul-Bloomington, MN-WI

9. St. Louis Metro: St. Louis, MO-IL

  • At a good address: 81.8%
  • At a typical address: 69.6%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

10. Seattle Metro: Seattle-Tacoma-Bellevue, WA

11. Washington DC Metro: Washington-Arlington-Alexandria, DC-VA-MD-WV

12. Detroit Metro: Detroit-Warren-Dearborn, MI

13. Baltimore Metro: Baltimore-Columbia-Towson, MD

  • At a good address: 80.4%
  • At a typical address: 67.0%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

14. Miami Metro: Miami-Fort Lauderdale-West Palm Beach, FL

15. Los Angeles Metro: Los Angeles-Long Beach-Anaheim, CA

16. Philadelphia Metro: Philadelphia-Camden-Wilmington, PA-NJ-DE-MD

17. San Diego Metro: San Diego-Chula Vista-Carlsbad, CA

  • At a good address: 80.0%
  • At a typical address: 66.2%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

18. Phoenix Metro: Phoenix-Mesa-Chandler, AZ

19. Chicago Metro: Chicago-Naperville-Elgin, IL-IN

20. San Francisco Metro: San Francisco-Oakland-Fremont, CA

21. Portland Metro: Portland-Vancouver-Hillsboro, OR-WA

  • At a good address: 79.5%
  • At a typical address: 64.2%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

22. Tampa Bay Metro: Tampa-St. Petersburg-Clearwater, FL

  • At a good address: 79.0%
  • At a typical address: 64.8%
  • Best scored location: 84.0%
  • Weakest scored location: 48.0%

23. Boston Metro: Boston-Cambridge-Newton, MA-NH

24. New York City Metro: New York-Newark-Jersey City, NY-NJ

Key Insights

Moderate variation between cities: The difference between the #1 city (Charlotte at 83.1%) and the #24 city (New York City at 76.3%) is 6.80 percentage points. A gap of well under a point between Charlotte and San Antonio is small. Address-level differences inside a single metro run much wider for South African Restaurants.

National average: Across all 24 analyzed cities, the average survivability for a South African Restaurant is 67.6%.

What Makes These Cities Stand Out?

The top-ranked cities share several characteristics that favor South African Restaurants:

  • Strong survivability signals: Charlotte leads with a 73% average chance of lasting two or more years for South African Restaurants: significantly above the national average for this business category.
  • Competition density: The top cities show favorable competitor-to-opportunity ratios for South African Restaurants, meaning lower saturation and higher odds of capturing an underserved customer base.
  • Regulatory environment: Top-ranked cities tend to have streamlined commercial permitting and lower business tax burdens relative to their metro size, reducing friction for new operators.
  • Low market saturation: Top cities for South African Restaurants have fewer direct competitors per square mile than lower-ranked metros, leaving meaningful whitespace for well-positioned new entrants.

The predictions here are powered by AI models validated against actual business outcomes nationwide. Our models are trained on data from businesses reaching more than 180 million+ Americans. StreetSpring generates these results using its proprietary prediction system, tailored to each business and location.

City-specific guides: For detailed neighborhood-level analysis, explore our city guides:

National guides:

How current is this ranking?

Rankings are updated quarterly. The current data reflects StreetSpring's 2026 analysis, with the next full dataset refresh scheduled for Q3 2026. As market conditions shift across major metros, individual city scores can move meaningfully between updates: particularly for South African Restaurants, where local competition density and consumer spending patterns respond quickly to new entrants and neighborhood change. For the most current score at any specific address, use StreetSpring's live survivability tool rather than the static ranking above.

Can a South African Restaurant succeed in cities not ranked in the top 10?

Yes, our top 10 ranking reflects cities with the strongest average conditions, but lower-ranked metros can still contain exceptional individual neighborhoods. Many operators successfully open South African Restaurants in cities that don't appear in our top 10. South African Restaurants in particular can find strong performance in secondary markets where the right demographic concentration, household income, and limited direct competition within walking distance align, even outside our highest-ranked cities. StreetSpring's neighborhood-level data surfaces these pockets of opportunity in every city we analyze, regardless of where the city as a whole ranks nationally.

What tools can help me choose the right city for a South African Restaurant?

StreetSpring's Survivability Score tool provides address-level predictions for South African Restaurants across all 24 metros we track. For this category specifically, the model reads competition density, the consumer spending index for South African Restaurants, and Census neighborhood characteristics such as the housing vacancy rate, and turns them into the projected chance that a South African Restaurant lasts two or more years at a given address. You can check any specific address before signing a lease and compare multiple neighborhoods side by side to identify the highest-survivability site within your target city.

Try the Survivability Score tool →

Which US city has the best survivability for South African Restaurants?

Charlotte ranks as the #1 city in the US for South African Restaurants survivability in StreetSpring's 2026 analysis, with an average 73% chance of lasting two or more years. This means that across well-selected neighborhoods in Charlotte, a South African Restaurant has approximately a 73% chance of still operating after two years, above the national average for this category. San Antonio ranks second, followed by Dallas. The full ranking reflects data across 24 major US metro areas: see the complete list above for all scores and neighborhood-level links.

Last reviewed: October 2026 by Robert Koons, Founder & CEO, StreetSpring

Technical note: Aggregated national survivability rankings across all 24 metros are available in machine-readable format for research and integration purposes.

View national technical data

StreetSpring recalculates survivability using the latest competitive, demographic, and walkability data, so the live score may differ from the static ranges shown here.

Methodology: Each metro's figures pool the scored locations in its published neighborhoods. Metros are ranked the way the national data file ranks them, on the chance of lasting two or more years at a good address; the typical-address figure is shown alongside. Coverage includes 24 major US metropolitan areas: Charlotte, San Antonio, Dallas, Atlanta, Orlando, Houston, Denver, Minneapolis, St. Louis, Seattle, Washington DC, Detroit, Baltimore, Miami, Los Angeles, Philadelphia, San Diego, Phoenix, Chicago, San Francisco, Portland, Tampa Bay, Boston, New York City. StreetSpring scores 500+ business types: 153 base business types, most of them at 5 price points, which is 569 type-and-price combinations you can choose in the tool.