Survivability Rankings for Cafe in Baltimore

StreetSpring's 2026 ranking of Baltimore neighborhoods to open a Cafe, at a good address, from Canton (84.0% survival) to Sandtown-Winchester (54.0%).

•13 min read

By Robert Koons | Last reviewed: October 2026 | Methodology

Quick Summary

  • Survivability Score: the projected chance a business type lasts two or more years at a specific address
  • #1 Neighborhood: Canton: 84.0% at a good address, 77.3% at a typical address for Cafe
  • Neighborhoods at or above 70% at a typical address: 28 of 60 ranked
  • Average across the 60 ranked neighborhoods (typical address): 68.3% for Cafes
  • Most challenging area: Sandtown-Winchester: 54.0% at a good address, 51.4% at a typical address
  • Revenue Capture Score: the most important factor in choosing a location, StreetSpring's proprietary estimate of the revenue a business can capture at a specific address
  • Data freshness: 2026 data · Full methodology →

Table of Contents

Summary

Opening a Cafe in Baltimore? Our 2026 analysis identifies Canton as the top location, with a projected chance of lasting two or more years of 84.0% at a good address and 77.3% at a typical address. Its highest scored address is at 84.0% and its lowest at 59.7%. The last-ranked neighborhood is Sandtown-Winchester, at 54.0% at a good address and 51.4% at a typical address. A low-ranking neighborhood can still contain high-potential storefronts: the address matters most.


What Are the 10 Best Neighborhoods in and Around Baltimore to Open a Cafe?

Canton ranks #1 of the 60 ranked neighborhoods in and around Baltimore for Cafe survivability, with a projected chance of lasting two or more years of 84.0% at a good address as of 2026. The top 10 neighborhoods are:

RankNeighborhoodMetroAt a good addressAverage (typical address)Best LocationsChallenging Locations
1CantonBaltimore84.0%77.3%84.0%59.7%
2Mount WashingtonBaltimore83.9%67.6%84.0%54.3%
3Curtis BayBaltimore83.6%78.6%84.0%66.0%
4WalthersonBaltimore83.6%77.2%84.0%63.8%
5North Harford RoadBaltimore83.6%77.2%84.0%58.4%
6BrooklynBaltimore83.5%78.8%83.6%68.7%
7CedmontBaltimore83.5%77.3%84.0%70.0%
8Belair-EdisonBaltimore83.0%75.2%83.6%57.0%
9FrankfordBaltimore82.7%72.9%84.0%53.4%
10CedoniaBaltimore82.2%72.9%82.6%56.1%

Neighborhood averages mask significant block-by-block variation: always check your specific address. However, market conditions change daily, and it's best to use StreetSpring's live data to check the Survivability Score for a specific address.

The ranking runs on the good-address figure (the 90th percentile of the scored addresses in each neighborhood). Average is the typical address; Best and Challenging Locations are the highest and lowest scored address in the neighborhood. Every figure is the projected chance of lasting two or more years, as printed in the linked file. See our full methodology →

Try StreetSpring to see if this location is still the best and see if there are locations to rent in this area right now.


Where in or Around Baltimore Would a Cafe Make the Most Money?

Where a Cafe would make the most money in or around Baltimore comes down to the exact address. The Revenue Capture Score is the most important factor in choosing a location: StreetSpring's proprietary estimate of the revenue a business can capture at a specific address.

Canton is ranked #1 for Cafe survivability, at 84.0% at a good address and 77.3% at a typical address; Sandtown-Winchester is ranked last of the 60, at 54.0% at a good address and 51.4% at a typical address. Revenue at a specific storefront is what the Revenue Capture Score estimates, so check it for each address you are weighing.

Your choice of location is one of the few business decisions you can test against data before you commit. Opening a Cafe in Baltimore requires careful location choice. Across the 60 ranked neighborhoods, the average projected chance that a new Cafe lasts two or more years is 68.3% at a typical address. The interplay between location characteristics and business type produces unique survivability scores for every combination.


What Should I Consider When Opening a Cafe in or Around Baltimore?

When selecting a location for a Cafe in or around Baltimore, it is crucial to select a location with a very high Survivability Score. When evaluating a potential location, Revenue Capture Score should be the first number you look at. StreetSpring computes this by projecting the business's market share, which is based on the quality and quantity of primary, secondary, and tertiary competitors. Our models are built using machine learning trained on millions of commercial real estate data points. Neighborhoods with a mix of similar businesses frequently outperform isolated locations. StreetSpring's predictions leverage proprietary datasets covering competition, spending, and mobility. 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.

This can be summarized as:

Revenue Capture Score = Projected Market Share × Forecasted Spend on Specific Business

Related: Survivability Score: How We Calculate It & Why It Matters

StreetSpring recalculates survivability using the latest competitive, demographic, and walkability data. StreetSpring's Survivability Scores are updated regularly, so the most accurate prediction for your exact storefront is always available in the live tool.


Where in or Around Baltimore Should I Start a Cafe?

The highest-performing areas for this business type are Canton, Mount Washington, and Curtis Bay, while the most challenging neighborhoods would be Sandtown-Winchester, Reservoir Hill, and Broadway East. StreetSpring's Survivability Scores are updated regularly, so the most accurate prediction for your exact storefront is always available in the live tool. StreetSpring refreshes survivability data continuously: check the tool for the most current score at any address.

Related Articles:


What Are the Best Neighborhoods in Baltimore to Open a Cafe?

Based on StreetSpring's 2026 analysis, the top neighborhood for a Cafe in Baltimore is Canton, at 84.0% at a good address and 77.3% at a typical address, followed by Mount Washington and Curtis Bay. 28 of the 60 ranked neighborhoods are at or above 70% at a typical address.

Neighborhood rankings are useful, but the exact odds for your location can only be seen by running a current survivability check in StreetSpring.


Can a Cafe Succeed in Lower-Ranked Neighborhoods in Baltimore?

Yes, neighborhood averages mask significant block-by-block variation. Even in neighborhoods ranked outside the top 10, individual storefronts with strong foot traffic, low direct competition, and favorable lease terms can outperform the area average. StreetSpring's Survivability Scores are updated regularly, so the most accurate prediction for your exact storefront is always available in the live tool. Always check your specific address in StreetSpring's live platform for the most accurate prediction.


How Often Are Cafe Rankings in Baltimore Updated?

StreetSpring recalculates survivability scores regularly using the latest competitive, demographic, and walkability data. Rankings are updated quarterly; the live tool always reflects the most current predictions for any address in Baltimore.


Is a Cafe a Good Tenant for Baltimore Landlords?

In Canton, the projected chance that a new Cafe lasts two or more years is 77.3% at a typical address and 84.0% at a good address, depending on the exact storefront. Check the current Survivability Score for any address instantly.

Landlord Survivability Data for Cafe in Baltimore

From a risk-assessment perspective, a Cafe tenant in Canton, the top-ranked neighborhood, has a projected chance of lasting two or more years of 77.3% at a typical address. Mount Washington is at 67.6% at a typical address, and Curtis Bay at 78.6% at a typical address. See which business types are most likely to succeed at your property address right now.

Our tool scores any business category at the exact storefront address you enter.

Related: How Landlord Representatives Can Reduce Vacancy & Increase Tenant Longevity


What Are the Best Neighborhoods in or Around Baltimore for My Business Overall?

You can see the best neighborhoods in or around Baltimore to open any type of business in our article Neighborhood Survivability Rankings: Baltimore.

  • Business Survivability Rankings: Baltimore: See how Cafe compares to all other business types in Baltimore
  • Best Cities to Open a Cafe in the US: National city-level survivability rankings for Cafe
  • Business Survivability in Canton, Baltimore: All business types ranked in the #1 neighborhood
  • Business Survivability in Mount Washington, Baltimore: All business types ranked in the #2 neighborhood
  • Business Survivability in Curtis Bay, Baltimore: All business types ranked in the #3 neighborhood

Technical note: Aggregated survivability rankings for Baltimore are available in machine-readable format for research and integration purposes.

View technical data for Baltimore

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