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In recent weeks, we’ve analyzed auto dealers and convenience stores, so we thought we’d extend the conversation by taking a look at the car wash industry. The car wash industry in the United States has been one of the fastest growing retail categories coming out of the pandemic due to the increasing number of vehicles on the road, an increase in average vehicle age, a shift to a membership-based model for many operators, as well as advancements in car wash technology that have made services more efficient and automated. This shift is evidenced by the fact that around 80% of car washes are now done at professional locations, compared to 48% in 1994 according to the International Car Wash Association.
According to car wash trade groups, there are approximately 65,000 car wash locations across the nation. Mister Car Wash is the largest car wash chain in the U.S., operates more than 480 locations across 21 states. However, the category remains highly fragmented, with nearly three-fourths of industry operators having less than 2 locations. This has naturally set the stage for industry consolidation the past several years, with larger companies acquiring smaller operators to expand their footprints. We see the overall growth and consolidation of the category in a visitation trendline of a custom grouping of nearly 60 of the largest car wash chains in the U.S., where total visits have increased by roughly seven times since 2017.

We also see consolidation show up share of visit numbers from 2019-2023, which we show below. Mister Car Wash has remained the largest player in the category with respect to share of visits the past several years by growing both its unit counts (from 322 at the end of 2019 to 482 as of March) and visits per location (up more than 8% over the same time period). There has been movement among the chains ranked number 2 through 6 the past several years, but the group has generally included Quick Quack Car Wash, Take 5 Car Wash, Tommy’s Express Car Wash, and Zips Car Wash. However, the most notable observation from share of visit trends is the tremendous growth in visit share among smaller chains the past several years.

Car washes have been an attractive investment for private equity the past several years, helping to fuel some of the growth of smaller chains. Individual car wash locations generate an estimated $1.5M in annual sales according to industry trade groups–which is slightly ahead of the average unit sales of a quick-service restaurant chain of $1.4 million–while offering lower labor requirements and more predictable results due to the increasing popularity of membership models. In many respects, the growth of the car wash category mirrors the growth we’ve seen across the fitness category the past several years.
Despite the strong industry growth the past several years, Q1 2024 trends were impacted by a number of factors according to Mister Car Wash’s management team, including increased competition and a lower-income customer cohort that's been under more pressure (inclement weather in January across much of the country also likely played a role). Placer data confirms that Q1 2024 was in fact the weakest quarter from a category visit per location standpoint in several years. However, we’ve seen a rebound in Q2 2024 trends so far, with quarter-to-date visitation trends pacing just behind the year ago period with just a few days left in the quarter.

We mentioned that a membership-based approach has helped to drive visitation growth for the category and led to more predictable results, and we see that when we look at visitor loyalty data for Mister Car Wash. According to the company’s most recent annual report, it increased overall Unlimited Car Wash (UWC) monthly subscription penetration to 71% of total wash sales in 2023, up from 68% the year prior. When we look at visits from “casual” (1 visit per month) versus “loyal” (2+ visits per month) customers, we’ve seen a meaningful shift toward more loyal customers the past several years, particularly during peak visitation months in the summer.

Despite a slower start to 2024 due to aforementioned factors, the U.S. car wash industry appears well positioned for continued growth and consolidation due to the continued aging of the auto fleet, population migration trends, the continued shift toward membership-based revenue models, attractive unit economics, and new technological advances.

In June 2024, Placer.ai released three white papers: Unlocking Potential in Underserved Grocery Markets, Brewing Success: Winning Strategies for Coffee Chains, and Advantages of New Players in the Retail Media Space.
Below is a taste of our findings from Brewing Success: Winning Strategies for Coffee Chains – which dove into the data to see how leading coffee chains including Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are driving coffee visits in 2024.
Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.
In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth. The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks.

The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores.
On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023.
Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location.
Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand.

Read the full report here to discover more coffee insights. For more data-driven consumer research, visit our resource library.

Barnes & Noble has undergone a transformation in recent years – with new leadership and a strategic shift towards smaller, more localized book stores.
But how have these changes impacted the chain’s performance? We dove into the data to find out.
Since November 2023, Barnes & Noble has experienced consistent YoY visit growth. Only in January did foot traffic dip into the red – likely a result of the unusual cold snap that weighed on retailers nationwide.
Like many booksellers, Barnes & Noble does a significant share of its yearly business during the holiday shopping season, when people flock to bookstores to buy gifts for loved ones. So the chain’s impressive YoY performance in November and December 2023 offers an especially promising sign of its positioning going forward.

Barnes & Noble boasts more than 600 stores across the country, and after several years during which it shuttered locations, the chain has begun to expand once again. The company recently acquired Tattered Cover – a Denver-based independent bookseller, which Barnes & Noble will continue to operate under its existing name. And the Chicago area is getting five new Barnes & Noble locations this year.
Examining the visitation patterns and characteristics of Barnes & Noble’s existing visitor base in these CBSAs highlights the bookseller’s growth potential in these regions. In both CBSAs, the chain experienced positive YoY foot traffic growth in early 2024. Barnes & Noble locations in both CBSAs also drew customers from areas with higher median household incomes (HHIs) and greater shares of families with children than the chain’s nationwide baseline – two groups that may be particularly likely to frequent bookstores.

One key factor that has powered Barnes & Noble’s growth trajectory is its emphasis on curating local, independent bookstore feel in its stores. This approach allows individual store managers autonomy in decision-making, and emphasizes stocking local authors and hosting community events.
And diving into the psychographic characteristics of Barnes & Noble’s visitor base in these two expansion markets reveals that, while visitors share some similarities across different geographical regions, they also have unique characteristics.
For example, the Experian: Mosaic dataset identified higher shares of “Singles and Starters” and “Promising Families” in the trade areas that feed visitors to Denver-Aurora-Lakewood Barnes & Noble locations. Meanwhile, stores in the Chicago-Naperville-Elgin tended to attract visitors coming from trade areas with higher shares of “Power Elite” residents.
Local stores can harness these insights to effectively curate a retail experience that resonates with their customer bases: Denver-area Barnes & Noble locations can actively court young families with children or singles who are starting out in their careers. On the flip side, Chicago-area stores can curate offerings to resonate with their more affluent customer base.

Barnes & Noble is demonstrating how to maintain relevance in a world dominated by Amazon. By creating an experience that satisfies book lovers' craving for an independent bookstore atmosphere, the company is thriving.
Will Barnes & Noble sustain strong visitor numbers while maintaining its local charm?
Visit Placer.ai to keep up with the latest data-driven retail insights.

Small-format stores which offer consumers more convenient and localized shopping experiences are on the rise. The trend has been gaining traction since COVID – spearheaded by major retailers like Macy's and Nordstrom, and followed by players such as IKEA, Target, Best Buy, and others.
But what impact do small-format stores have on shopper behavior? We dove into the data to explore consumer interaction with three retailers that are leaning into the small-format space: Sprouts Farmers Market, Bloomingdale’s, and BJ’s Wholesale Club.
Sprouts Farmers Market provides a great example of how a small-format expansion strategy can drive visit growth. Since January 2022, the chain has doubled down on a small-format strategy aimed at significantly reducing the chain’s square footage and environmental impact. And partially thanks to this expansion effort, Sprout saw visits to its smaller format stores increase by nearly 50.0% over the same period – helping the brand outpace the overall grocery sector in early 2024.
By focusing on customer acquisition through smaller accessible stores, Sprouts is successfully meeting the demand for convenience and sustainability. And as a pioneer in the small-format grocery space, Sprouts is setting a high bar for other grocery chains like Whole Foods and Trader Joe’s, who are rolling out their own smaller convenience-style locations. Could this mark the start of an overall shift in the grocery sector? Only time will tell.
In February 2024, Macy’s announced a turnaround plan calling for the closing of about 30% of its traditional department stores, the opening of smaller versions of the company’s eponymous chain, and the addition of more Bloomingdale’s locations. Macy’s also plans the addition of at least one more small-format Bloomie’s store this year – the highly curated, small-format neighborhood concept launched by Macy’s in 2021. With three locations nationwide – and a fourth set to open this fall in New Jersey – Bloomie’s features a mix of established brands and trendy pop-ups tailored to local tastes.
And zooming in on visitation data for the Bloomie’s in Skokie, Illinois shows how the format helps Bloomingdale’s attract new audience segments. Compared to Bloomingdale’s full-size locations, visitors to the Skokie Bloomie’s in May 2024 came from areas with higher shares of urbanites – including STI: Landscape’s “Urban Cliff Dwellers”, “Seasoned Urban Dwellers”, and “Urban Cliff Climbers” segments. This indicates that Bloomie’s appeals to city dwellers – aligning with Bloomingdale’s goal of providing a contemporary, accessible, and convenient shopping experience in urban settings.
In April 2022, BJ’s Wholesale Club unveiled BJ’s Market - a smaller-format store in Warwick, Rhode Island that’s roughly half the size of a full-sized club location. Examining the location’s visit performance over the last two years highlights the significant impact small-format stores can have on customer engagement and loyalty.
During the first five months of 2024, BJ’s small-format Warwick location experienced consistent YoY visit growth – outperforming the chain’s already-impressive state- and nationwide averages over nearly the entire analyzed period.
But visitors also interacted with the small-format venue differently in other important ways as well. Unsurprisingly, the average visit stay at the small format BJ’s in May 2024 was significantly shorter than the average stay at BJ’s in Rhode Island and at the chain nationwide (21 minutes, versus 27.6 and 30.7 minutes, respectively). And people tended to drop by the Warwick BJ’s more frequently – with 55.0% of visitors visiting the location at least twice during the month, compared to just 37.5% in Rhode Island and 38.7% nationwide.
BJ’s testing of the Warwick small-format location proves that wholesale can be extended beyond endless roaming through enormous big box stores in search for the best value bargain. There is a clear demand for a quicker, more frequent and more efficient shopping experience in the wholesale space, and BJ’s is seizing the opportunity.
Retailers across categories are increasingly incorporating small format stores into their evolving store footprints – with promising results. How will this trend continue to play out? And will consumer preferences continue to shift towards quick, efficient, experiential, and curated shopping experiences?
Follow Placer.ai to keep up with the latest data-driven retail trends.

June 16th, 2024 was Father’s Day – and sons and daughters nationwide took the opportunity to show their dad some appreciation. But how did Father’s Day retail and dining foot traffic compare to that of Mother’s Day?
We dove into the data to find out.
Last month, we observed that though Mother’s Day wasn’t actually created by the greeting card industry, the holiday is one of Hallmark’s busiest days of the year.
And foot traffic analytics show that Father’s Day isn’t far behind. On June 15th, 2024 (the Saturday before Father’s Day), Hallmark stores drew 54.9% more visits than on an average year-to-date (YTD) Saturday – making it the company’s third-busiest day of the year so far. Only May 10th and May 11th, the days before Mother’s Day, drew bigger crowds to the greeting card chain.

And a look at visits to major industries that are top picks for dads shows that a variety of segments enjoyed visit boosts in the run-up to Father’s Day – though for most categories, the magnitude of the bump was considerably smaller than that seen before Mother’s Day.
But for one category in particular – recreational and sporting goods – it was the day before Father’s Day that was the bigger deal. On June 15th, 2024, visits to these retailers jumped 30.9% compared to an average YTD Sunday – making them the biggest beneficiaries of dad’s special occasion. Hobbies, crafts, & gift stores, on the other hand – which saw a substantial visit boost in the lead-up to Mother’s Day – experienced a drop in foot traffic.

Like on Mother’s Day, grateful offspring ponied up on Father’s Day to treat their dads to a nice, sit-down meal. On June 16th, 2024, visits to full-service dining venues jumped 30.3% compared to a YTD Sunday average. Meanwhile, visits to quick-service restaurants increased just slightly, and those to fast-casual establishments declined.
Still, throughout most of the country, full-service restaurants (FSRs) were much busier this year on Mother’s Day than on Father’s Day. The discrepancy was most pronounced in Northeastern states like Connecticut, Pennsylvania, New York, New Hampshire, Massachusetts, Maine, and New Jersey – where Mother’s Day FSR visits were more than 20.0% higher than Father’s Day ones. But two states in the Pacific Northwest, Washington and Oregon, drew more FSR foot traffic on Father’s Day than on Mother’s Day – perhaps due in part to the region’s special connection to the occasion honoring dads. (The tradition of celebrating Father’s Day originated in Spokane, WA in the early 1900’s, decades before it was declared a federal holiday in 1972).

The dining difference between Father’s Day and Mother’s Day is about more than just quantity: Where moms have a clear soft spot for Olive Garden, dads are all about the steak. Texas Roadhouse was the single busiest FSR chain on Father’s Day this year, with visits outpacing an average YTD Sunday by 49.4%.

Father’s Day doesn’t have quite the same retail and dining impact as Mother’s Day – but it’s an important milestone nonetheless.
What other special calendar days are poised to draw outsize customer foot traffic in 2024?
Follow Placer.ai’s data-driven retail and dining analyses to find out.

We’ve previously written about the influence of East Asian, Southeast Asian, and Hispanic cultures and their influence on groceries, malls, and food halls with the likes of H Mart, 99 Ranch, Asia Garden Mall, and Mercado Gonazlez. Now, let’s turn our attention to the huge Indian subcontinent, which includes India, Pakistan, Bangladesh, Nepal, Bhutan, Sri Lanka, and the Maldives.
One of this summer’s breakout sports stories is that of Sarubh Netravalkar, Oracle software engineer by day, Cricket star on the side! He helped Team USA beat Pakistan during the Men’s T20 Cricket World Cup in a huge upset, and has now been nicknamed the “Desi Diaspora Darling.” The United States is co-hosting and participating in this Cricket tournament for the first time, and fans came out in droves to Eisenhower Stadium in Nassau, NY, which essentially became a pop-up stadium in order for the competition to take place. Tikka fries, an ultimate combo of South Asian flavor and American snack favorite, were on offer at the concession stands.
The embrace of South Asian flavors can also be seen in the growth and success at grocery. Patel Brothers and India Bazaar are two Indian grocery chains that have been growing rapidly. The former saw increased year-over-year growth in 8 of the 12 months preceding. Meanwhile, the latter saw year-over-year growth in 11 out of the last 12 months.

The grocery stores can be found in various states in the US, with a particular concentration for Patel Bros in the Chicago, New York, Boston, and DC areas and for India Bazaar in the Dallas area.

South Asian food has many highly flavorful vegetarian and vegan options, which makes it attractive to those seeking a taste boost to dishes. Chai is a staple at many tea and coffee specialty stores, and some are saying that naan sandwiches could be the next burrito. Having the right recipe can really open doors. Bombay Frankie, now located within Westfield Culver City, has its origins at a gas station, but the demand became so high that they opened up a brick-and-mortar restaurant. Their affectionately called “Indian Burrito” comes both rolled up or deconstructed. With deconstructed, one can decide the perfect bite ratio of fluffy naan, seasoned chicken, cool raita, crunchy cucumbers, and tomatoes bursting with flavor.

A quick Google search shows a burst of restaurants that incorporate naan into their name, such as Naan-tastic, Naansense, and Naan & Kabob. Naan n Curry is an example of a naan chain that has seen positive year-over-year growth.


Sports leagues like the NBA, NFL, and MLB boast billion-dollar revenues – and the venues where these games unfold hold significant commercial potential in their own rights. Many stadiums host concerts and other shows in addition to regularly held sporting matches and can accommodate tens of thousands of spectators at once – creating massive retail, dining, and advertisement opportunities.
This white paper analyzes location intelligence metrics for some of the biggest stadiums across the country to reveal the commercial potential of these venues beyond simple ticketing revenue. Where do visitors of various stadiums like to shop? Do specific sporting and cultural events impact the nearby restaurant scene differently? How can stadium operators, local businesses, and advertisers tailor their offerings to a stadium’s particular audience and make the most of the stadium and the space throughout the year?
We take a closer look below.
The three major sports leagues – the National Basketball League (NBA), Major League Baseball (MLB), and the National Football League (NFL) – play at different points of the year, and the number of games each league holds during the season also varies.
MLB leads in game frequency, with each team playing 162 games during the regular season, which runs approximately from April through September. Basketball season is also around six months – roughly from mid-October to mid-April – but each NBA team plays only 82 games a season. And the NFL has both the shortest season – 18 weeks running from early September to early January (with the pre-season starting in August) – and the fewest number of matches per team. Understanding the monthly visitation patterns for the various types of stadiums can help advertisers, stadium operators, and other stakeholders ensure that they are leveraging the full potential of the venue throughout the year.
Unsurprisingly, the sports arenas serving the different leagues see visit spikes during their leagues’ respective season. But comparing visit numbers throughout the year to the average monthly visit numbers for each category in 2023 reveals that the relative visit increases and decreases during the on- and off-season vary for each type of stadium.
MLB stadiums display the steadiest visit strength during the on-season – perhaps due to MLB’s packed game schedule. MLB tickets also tend to be relatively affordable compared to tickets to pro football or basketball matches, which may also contribute to MLB’s consistently strong visit numbers throughout the season. During the MLB off-season, baseball fields – which tend to be uncovered – are relatively empty.
The seasonal visit spike to NBA arenas is less steady. The beginning and end of the season see strong peaks, and visits slow down slightly during the mid-season months of January and February. Visits then drop during the off-season spring and summer, but the off-season visit dip is not as low as it is for MLB fields – perhaps because the NBA arenas’ indoor nature make them suitable locations for concerts and other non-basketball events.
Meanwhile, NFL stadiums see the least dramatic drop in visits during the NFL off-season, as these venues’ enormous size also make them the ideal location for concerts and other cultural events that draw large crowds. These arenas’ strong almost year-round visitation numbers mean that sponsors and advertisers looking to expand beyond sports fans to reach a diverse audience may have the most success with these venues.
Although MLB offers the most budget-friendly outing, combining STI: Popstats demographic metrics with trade area data reveals that MLB stadium visitors reside in higher-income areas when compared with visitors to NBA or NFL stadiums.
Baseball fans tend to be older than fans of the other sports, which could partially explain MLB stadium visitors’ higher household income (HHI). The combination of lower ticket prices, higher median HHI among fans, and many games per season offers baseball stadiums significant opportunities to engage effectively with their fan bases.
But while NBA and NFL stadium attendees may not come from as high-income areas as do MLB stadium visitors, fans of live basketball and football still reside in trade areas with a higher HHI compared to the nationwide median. So by leveraging stadium space, advertisers and other stakeholders can reach tens of thousands of relatively high-income consumers easily and effectively.
Sports fans are known to be passionate, engaged, and willing to spend money on their team – but stadium visitors also shop for non-sports related goods and services. Retailers and advertisers can draw on location analytics to uncover the consumer preferences of stadium visitors and tailor campaigns, sponsorships, and collaborations accordingly.
Visitation data to the top five most visited MLB stadiums during 2023 showed differences between the apparel and sporting goods shopping preferences of the various stadiums’ attendees. While 39.4% of visitors to Truist Park also visited DICK’s in 2023, only 30.8% of Yankee Stadium visitors stopped by the sporting goods retailer in the same period. Similarly, while 29.9% of visitors to Yankee Stadium frequented Kohl’s, that percentage jumped to 47.3% for Busch Stadium visitors.
Harnessing location intelligence to see the consumer preferences of a stadium’s visitor base can help retailers, stadium operators, and even team managers choose partnerships and merchandising agreements that will yield the most effective results.
Sports and snacks go hand in hand – what would a baseball game be without a hot dog or peanuts? But while every stadium likely provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. And by leveraging location analytics to gain visibility into stadium-goers dining habits, stadium operators and local food businesses can understand how to best serve each arena’s audience.
Mapping where stadium visitors dine before and after games can help stakeholders in the stadium industry reach more fans.
The chart below shows the share of visitors coming to a stadium from a dining venue (on the x-axis) or going to a dining venue after visiting the stadium (on the y-axis). The data reveals a correlation between pre-stadium dining and post-stadium dining – stadiums where many guests visit dining venues before the stadium also tend to have a large share of guests going to dining venues after the event. For example, the AT&T Stadium in Arlington, Texas, saw large shares of visitors grabbing a bite to eat on their journey to or from the stadium, while the M&T Bank Stadium in Baltimore, Maryland saw low rates of pre- and post stadium dining engagement.
These trends present opportunities for both local businesses and stadium stakeholders. For example, venues with high dining engagement can explore partnerships with local restaurants, while those with lower rates can build out their in-house dining options for hungry sports fans.
Stadiums looking to enhance their food offerings – or local entrepreneurs thinking of opening a restaurant near a stadium – can also get inspired by stadium visitors’ dining preferences. For example, psychographic data taken from the Spatial.ai: FollowGraph dataset reveals that visitors to MetLife Stadium in East Rutherford, New Jersey have a much stronger preference for Asian cuisine compared to New Jersey residents overall. With that knowledge, the stadium can enhance the visitor experience by expanding its Asian food offerings.
On the other hand, MetLife Stadium goers seem much less partial to Brewery fare than average New Jerseyans, so the stadium operators and restaurateurs may want to avoid offering too many Brewery-themed dining options. Stadium stakeholders can reserve the craft beers for Caesars Stadium, M&T Bank Stadium, and Soldier Field Stadiums, where visitors seem to enjoy artisanal brews more than the average resident in Louisiana, Maryland, and Illinois, respectively.
All of the stadiums analyzed exhibited unique visitor dining tastes, a reminder that no customer or fan base is alike. Aligning on- or off-site dining options with offerings that align with a given customer base’s preferences can improve overall visitor satisfaction and boost revenues.
Zooming in to look at consumer behavior around individual events reveals further variability in dining preferences even among visitors to the same stadium, with different types of events driving distinct dining behaviors.
State Farm Stadium in Glendale, Arizona, is home to the Arizona Cardinals. The stadium hosted the 2023 Super Bowl, but the NFL stadium also acts as a concert venue for acts ranging from Taylor Swift to Metallica. And location intelligence reveals that the dining preferences of stadium visitors vary based on the events held at the venue.
During the Super Bowl, sports bars such as Yard House and Buffalo Wild Wings saw the largest increase in visits compared to the chains’ daily average. A month later, attendees at Taylor Swift's concert gave fried-chicken leader Raising Cane’s a significant boost.
Local restaurants can leverage location analytics to see what types of events are popular with their visitor base and craft collaborations and advertising campaigns that resonate effectively with their patrons.
Sports stadiums and arenas are not just spaces for sports and music enthusiasts to gather; they also offer significant commercial opportunities for the surrounding communities. Stadium operators and local businesses can fine-tune their offerings by utilizing location analytics to better connect with their visitor bases and uncover new retail opportunities.

The dining industry showcased its agility over the past couple of years as it rapidly adapted to shifts in consumer preference brought on by COVID and rising prices. And with a new year around the corner, the pace of change shows no signs of slowing down.
This white paper harnesses location analytics, including visitation patterns, demographic data, and psychographic insights, to explore the trends that will shape the dining space in 2024. Which dining segments are likely to pull ahead of the pack? How are chains responding to changes in visitor behavior? And where are brands driving dining foot traffic by taking advantage of a new advertising possibility? Read on to find out how dining leaders can tap into emerging trends to stay ahead of the competition in 2024.
Comparing quarterly visits in 2023 and 2022 highlights the impact of the ongoing economic headwinds on the dining industry. The year started off strong, with year-over-year (YoY) dining visits up overall in Q1 2023 – perhaps aided by the comparison to an Omicron-impacted muted Q1 2022. And while overall dining growth stalled in Q2 2023, several segments – including QSR, Fast Casual, and Coffee – continued posting YoY visit increases, likely bolstered by consumers trading down from pricier full-service concepts.
Foot traffic slowed significantly in Q3 2023 as inflation and tighter consumer budgets constrained discretionary spending. Overall dining visits fell 2.4% YoY, and full-service restaurants – with their relatively high price point compared to other dining segments – seemed to be particularly impacted by the wider economic outlook. But the data also revealed some bright spots: Fast Casual still succeeded in maintaining positive YoY visit numbers and Coffee saw its Q3 visit grow an impressive 5.4% YoY. As the return to office continues, a pre-work coffee run or lunchtime foray to a fast-casual chain may continue propelling the two segments forward.
Restaurant visitation patterns have evolved over the past few years. Although an 8 PM seating was once the most coveted slot at fine-dining restaurants, recent visitation data suggests that sitting down to dinner earlier is rising in popularity.
But among the QSR segment, the opposite trend is emerging, with late-night visits rising. Analyzing hourly foot traffic to several major QSR chains reveals that the share of visits between 9 PM and 12 AM increased significantly between Q3 2019 and Q3 2023. Even Taco Bell – already known for its popularity among the late-night crowd – saw a substantial increase in late-night visits YoY – from 15.4% to 20.3%.
Who is driving the late night visit surge? One reason restaurants have been expanding their opening hours is to capture more Gen-Z diners, who tend to seek out nighttime dining options. But location intelligence reveals that younger millennials are also taking advantage of the later QSR closing times.
An analysis of the captured market for trade areas of top locations within one of Taco Bell’s major markets – the Chicago-Naperville-Elgin, IL-IN-WI Metropolitan area – reveals a year-over-four-year (Yo4Y) increase in “Singles & Starters.” The “Singles & Starters” segment is defined by Experian: Mosaic as young singles and starter families living in cities who are typically between 25 and 30 years old. As consumers continue to prioritize experiential entertainment and going out with friends, late-night dining may continue to see increased interest from young city-dwellers.
Millennials and Gen-Z consumers aren’t only heading to their favorite fast food joint for a late-night bite – these audience segments are also helping drive visits on the weekends. Smoothie King is one chain feeling the benefits of young, health-conscious consumers.
The chain, which opened in New Orleans, LA, in 1973 as a health food store, has since grown to over 1,100 locations nationwide and is currently expanding, focusing on the Dallas-Fort Worth CBSA. The area’s Smoothie King venues have seen strong visitation patterns, particularly on the weekends – weekend visits were up 3.4% YoY in Q3 2023. The smoothie brand’s trade areas in the greater Dallas region is also seeing a YoY increase in weekend visits from “Young Professionals” – defined by the Spatial.ai PersonaLive dataset as “well-educated young professionals starting their careers in white-collar or technical jobs.”
While some dining chains are appealing to the late-night or weekend crowd, others are driving visits by appealing to sports lovers. How have recent rule changes around student athletes changed the restaurant game, and how can college football teams drive business in their hometowns?
College sports have long been a major moneymaker, with top-tier teams raking in billions of dollars annually. And as of 2021, college athletes can enjoy a piece of the significant fan following of college sports thanks to the change in the NCAA’s Name, Image, and Likeness (NIL) rules, which now allows student athletes to sign endorsement deals.
Since then, multiple restaurants have jumped on the opportunity to partner with student athletes, some of whom have millions of followers on Instagram and TikTok. Chains like Chipotle, Sweetgreen, Slim Chickens, and Hooters have all signed college athletes to various brand deals.
How can brands ensure they partner with athletes their customers will want to engage with? Analyzing a chain’s audience by looking at the interests of residents in a given chain’s trade area can reveal which type of athlete will be the most attractive to each brand’s customer base. For example, data from Spatial.ai: Followgraph provides insight into the social media activity of consumers in a given trade area and can highlight desirable partnerships.
Examining the trade areas of Chipotle, Sweetgreen, Slim Chickens, and Hooters, for instance, reveals that Sweetgreen’s visitors tended to have the largest share of Women’s Soccer followers. Conversely, Sweetgreen’s trade area had lower-than-average shares of College Football Fans or College Basketball Fans, while residents of the trade areas of the other three chains showed greater-than-average interest in these sports. Leveraging location intelligence can help companies choose brand deals that their customers resonate with and find the ideal athletes to represent the chain.
Finding the right college athlete partnership is one way for dining brands to appeal to college sports enthusiasts. But dining chains and venues located near major college stadiums also benefit from the popularity of their local team by enjoying a major game day visit boost.
One of the country’s most popular college football teams, the Ohio State Buckeyes, can draw millions of TV viewers, and its stadium has a capacity of 102,780 – one of the largest stadiums in the country. And while tailgating is a popular activity for Buckeyes fans, nearby restaurants are some of the biggest beneficiaries of the college football craze. Panera experienced a 235.3% increase on game days as compared to a typical day, Domino’s Pizza visits grew by 283.3%, and Tommy’s Pizza, a local pie shop, saw its visits jump by a whopping 600.9%.
This influx in diners also causes a major shift in game day visitor demographics, as revealed by changes in visitors at dining venues located near stadiums of two of the nation’s best college football teams – the Ohio State Buckeyes and Ole Miss Rebels. Based on Spatial.ai: Personalive data for the captured market of these dining venues, game day visitors tended to come from “Ultra Wealthy Families” when compared to visitors during a typical non-game day in September or October.
The analysis indicates that popular sporting events create a unique opportunity for restaurants near college stadiums to attract high-income customers game day after game day, year after year.
While some spend game day tailgating or visiting a college restaurant, others hold a viewing party – with a six-foot submarine. And the sub’s popularity extends beyond Superbowl Sundays. Sandwich chains including Jersey Mike’s, Firehouse Subs, Jimmy John’s, and Subway (recently purchased by the same company that owns Jimmy John’s) have seen sustained YoY increases in visits and visits per venue in the first three quarters of 2023.
Some of the growth to these chains may be related to their affordability, a draw at all times but especially during a period marked by consumer uncertainty and rising food costs. And subway leaders seem to be seizing the moment and striking while the iron is hot – Jersey Mike’s opened 350 stores in 2023 and still saw its YoY visits per venue grow by 6.6%. And Subway reported ten consecutive quarters of positive sales, a promising sign for its new owner.
The love for a healthy, affordable sandwich extends across all income levels, with all four chains seeing a range in their visitors' median household income (HHI). Out of the four chains analyzed, Jersey Mike’s – which has long prioritized a suburban, middle-income customer – had the highest trade area median household income of the four chains at $77.3K/year. Subway, known for its affordability, had the lowest, with $62.9K/year. The variance in median HHI combined with the strong foot traffic growth shows that when it comes to sandwiches, there’s something for everyone.
Persistent inflation and declining consumer sentiment may pose serious challenges for the dining space, but emerging trends are helping boost some restaurants. Customers seeking out a late-night bite drive visits to QSR chains, and health-conscious diners are boosting foot traffic to smoothie bars and sandwich shops. Meanwhile, sports sponsorships and game-day restaurant visits can provide a boost to dining businesses that take advantage of these opportunities.

“Retail media networks have turned retailers into ad moguls. That’s a huge change and nobody yet understands all the implications of it.”
Constantine von Hoffman, MARTECH
Companies operating consumer-facing brick-and-mortar venues traditionally relied on selling goods and services as their primary revenue stream. But recently, leading retailers such as Walmart and Target have begun to leverage their immense store fleet into a powerful advertising platform.
Online retailers have been tapping into the advertising power of their digital sites for years by relying on various automated tools to show third-party advertisements to relevant consumer segments. But now, retailers with a strong offline presence can also leverage physical marketing impressions and focus their campaigns while reaching consumers at the point of purchase. Retailers have long recognized the intent that drives a store visit, and understanding the full value of leveraging that visit to its full extent is an important new frontier.
Major retailers are continuing to see their physical visits outnumber their online ones.
And in spite of the gloomy predictions regarding the future of brick and mortar retail, major retailers are continuing to see their physical visits outnumber their online ones. Monthly numbers of visitors to Walmart and Target significantly outpace the brands’ online reach, according to web data from Similarweb. So although, up until recently, these brands have focused their media placements on their digital channels, it is becoming increasingly clear that these chains’ physical stores hold powerful – and currently untapped – advertising potential.
Online visitor data source: similarweb.com
And with the recent rise in digital advertising costs, retail media networks are becoming more attractive for companies looking to make the most of their ad budget. Retail media networks can also help brands reach rural communities, elderly Americans, and other consumer segments that are currently underserved by digital advertisers.
This white paper explores several retailers on the cutting edge of the retail media network revolution. Keep reading to find out how advertisers can use retail media networks to promote to hard-to-reach consumers, segment their ad spending, and optimize their campaigns.
Residents of rural areas use the internet less frequently, and have lower levels of technology ownership than their urban and suburban counterparts. As a result, companies that stick to digital advertising may have a harder time reaching rural consumers. Brick and mortar retailers popular in smaller markets can fill in the gaps and help brands promote their products and services to this hard-to-reach audience.
Brick and mortar retailers popular in smaller markets can help brands advertise to hard-to-reach audiences.
Dollar General saw significant success over the pandemic, with the current economic climate continuing to benefit the brand. Between January and August 2022, nationwide visits to Dollar General venues were 35.6% higher than they were between January and August 2019, while the number of visitors increased 25.4% in the same period.Visit numbers aggregate the visits to the chain’s various locations in a given period, while visitor numbers track the number of people who enter the brand’s stores.
The company has also been operating a media network since 2018. The Dollar General Media Network (DGMN) enables advertisers to reach Dollar General consumers across the company’s channels to build awareness both digitally and in physical spaces. Advertisers with DGMN can display in-store bollard, blade, and wipe stand signs, security pedestals, basket bottomers, and shelfAdz to deliver in-store messaging from parking lot to purchase. Recently, Dollar General announced that its ad platform was now working with 21 new advertising partners, including Unilever, General Mills, Hershey’s, and Colgate-Palmolive.
Embracing the Power of the Small Market
Advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Dollar General has been serving rural residents for years, with the majority of the company’s stores located in communities with fewer than 20,00 residents. And while the brand is growing nationwide, Dollar General’s strength is particularly evident in small markets – which means that advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Comparing year-over-three-year (Yo3Y) visit change to Dollar General stores in metropolitan and micropolitan core based statistical areas (CBSAs) highlights the company’s success in smaller markets. According to the United States Office of Management and Budget, metropolitan and micropolitan CBSAs have over and under 50,000 residents, respectively. Since January 2022, monthly Yo3Y visit growth to Dollar General venues in select Texas micropolitans has consistently outpaced foot traffic to nearby metropolitan areas. While the Sherman-Denison metro area saw August 2022 foot traffic hit a solid 24.5% increase over August 2019, the Gainesville, Texas micro area – around 35 miles east of Sherman – saw its foot traffic increase 54.5% in the same period.
Dollar General’s presence across a significant number of smaller markets means that advertising partners can use the growing DGMN to increase awareness and drive purchase consideration among these harder-to-reach consumers.
In the digital space, three tech giants – Alphabet (previously Google), Meta (previously Facebook), and Amazon – enjoy over 60% of the digital ad revenue in the United States. This means that companies are competing for impressions on a small number of platforms – and smaller brands geared at specific consumer segments may need to spend significant advertising budgets to outbid the larger players. Retail media networks create additional advertising platforms, and enable advertisers to diversify their ad spend, increase their (physical) impressions, focus on more specialized channels to better reach their audience, and potentially reach customers at their highest point of intent.
Retail media networks create additional advertising platforms and potentially reach customers at their highest point of intent.
Albertsons launched its retail media network, Albertsons Media Collective, in November 2021 with the goal of delivering “digitally native, shopper-centric and engaging branded content to the company’s ever-growing network of shoppers.” Currently, the grocer’s media network is primarily digital, but Albertsons’ head of retail media products Evan Hovorka recognizes the importance of leveraging in-store assets to deliver a unique advertising experience. The company is testing out smart carts that link with “Albertsons for U” loyalty program to display ads to shoppers – and Albertsons is likely to find more ways to reach in-store consumers as it continues to develop its retail media network.
The chain is also one of the most popular grocers nationwide. With the exception of March and April 2022, when inflation and high gas prices temporarily halted growth, the brand’s monthly visits and visitor numbers have consistently exceeded pre-pandemic levels. Monthly visits for Albertsons in August 2022 were up 5.7% and monthly visitors were up 5.4% on a Yo3Y basis. This means that advertisers with Albertsons can increase their reach and grow their physical ad impressions just by displaying their ads in Albertsons locations and tapping into the chain’s growing visitor base.
Looking beyond Albertsons' nationwide average foot traffic trends reveals some important regional differences. Between January and July 2022, visits to the brands increased 4.6% in Wyoming on a Yo3Y basis, while foot traffic to the brand’s locations in Oregon jumped 18.5% compared to January through July 2019. This means that a brand looking to reach consumers in Oregon can contract with Albertsons’ media network to show its ads to a fast-growing pool of visitors.
A larger visitor count translates to an increase in unique ad impressions, while more visits from fewer visitors can drive repeated exposures.
Diving deeper into the data reveals an additional layer of insight. Some states with only moderate visit growth are seeing a surge in visitor numbers, while other states are seeing a drop in visitor numbers but a rise in visits. A larger visitor count translates to an increase in unique ad impressions and more people exposed to the ads, while more visits from fewer visitors translates to more overall impressions that can drive repeated exposure among a smaller group of visitors. So advertisers can use segmented foot traffic data to decide where to focus their marketing depending on the goal of the campaign.
For example, Wyoming's moderate increase in visits hides a significant spike in visitors, which means that advertisers to Albertsons venues in Wyoming can get their impressions before a large number of different potential consumers. Meanwhile, Oregon's 18.5% increase in visits is the result of just a 9.4% increase in visitors – so Albertsons is cultivating an increasingly loyal following in the Beaver State, and the grocer’s advertising partners can expect that the same visitors will be exposed to their brand repeatedly.
So companies that want to increase unique ad impressions and build awareness can advertise to Albertsons customers in Wyoming, where their ads will be seen by a large number of new people. But in Oregon, companies may want to promote a campaign that focuses on moving Albertsons visitors through their funnel.
In order to accurately assess the ad distribution patterns in each location, brands operating retail media networks need to understand both visits and visitors trends in each region and for the chain as a whole.
Advertisers with retail media networks can use foot traffic data to refine their geographic audience by identifying the consumer preferences of a given brick-and-mortar brand on a store or city level.
In August 2020, CVS Pharmacy launched its media network, the CVS Media Exchange (cMx). The company estimates that 76% of U.S. consumers live within five miles of at least one store, and the cMx allows partners to tap into the chain’s reach by giving advertisers access to CVS’ online and offline channels, including in-store ads.
Although CVS has been closing locations recently, the brand is still one of the strongest players in the brick-and-mortar retail space. Its 2022 visit numbers have consistently exceeded pre-pandemic levels nationwide, and data from CVS locations in leading cities shows that its Yo3Y visits per venue and visitor numbers are even higher.
CVS’s nationally distributed fleet means that the brand’s locations in different regions attract distinct consumer bases.
CVS carries a varied product mix of daily essentials in addition to its healthcare offerings, so the brand attracts a wide range of consumer segments. And the chain’s nationally distributed store fleet means that CVS has locations in different regions that attract distinct consumer bases who do not all have the same lifestyle preferences. By using foot traffic data to understand the regional consumer preferences of CVS consumers beyond the store, advertising partners can refine their market and make the most of the cMx.
Different regions have different fitness cultures. Chains catering to health-conscious consumers can use retail media networks and foot traffic data to focus their efforts on areas where inhabitants exhibit a high demand for regular workouts.
Analyzing cross-visit data from CVS locations across five major urban centers in the U.S. shows that the percentage of those who also visited gyms or fitness studios varied significantly across each DMA. In the New York area, 62.7% of those who visited CVS in Q2 2022 also visited a fitness venue during that period, in contrast with only 38.0% of CVS visitors around Dallas-Ft. Worth, TX in the same period. This information can help advertising partners in the health and wellness space decide where to place their campaigns.
Looking at cross-visit data on a city-wide level can provide a sense of the consumer culture in each area, but advertisers that dive into foot traffic data for individual stores can refine their messaging even further.
On average, 43.8% of CVS visitors in the Chicago DMA also visited a gym in Q2 2022. But drilling down to the top CVS locations in the city reveals that the rate of cross-visits varies significantly from location to location. Both the E 53rd Street and W 103rd Street locations have a relatively high share of visitors who visit fitness locations – 52.5% and 49.2%, respectively. Meanwhile fitness cross-visits were at just 36.6% for the South Stony Island Avenue location. Advertisers promoting health and wellness related products and services may want to focus on the 103rd St. and 53rd St. CVS locations.
Diving into a customer’s behavior and preferences outside the store can help retail media network operators and advertising partners find the areas and locations best suited for each type of ad.
Cross-visit data is one way to identify consumer preferences beyond the physical store. Advertisers can also analyze digital preferences of offline visitors to focus their marketing on the most appropriate locations.
Advertisers can also analyze digital preferences of offline visitors to focus on the most appropriate locations.
Over the past couple of years, Macy’s has been finding ways to reinvent itself and optimize its store fleet – and foot traffic data indicates that the retailer's efforts are paying off. In the first half of 2022, Macy’s exceeded its H1 2021 overall visit and average visits per venue numbers and posted a positive year-over-year (YoY) visitor count. In Q2 2022, despite the wider economic challenges, Macy’s visitors, visits, and average visits per venue saw YoY increases of 3.4%, 4.0% and 9.9% increases.
Like CVS, Macy’s launched its media network in August 2020, and by February 2021 the Macy’s Media Network was already generating $35 million annually. In addition to advertising on the company’s digital channels, Macy’s also offers partners the use of in-store screen displays, package inserts, and the brand’s iconic billboard in New York City’s Herald Square.
Advertisers can optimize their advertising by analyzing the differences in consumer profiles between a chain’s various stores.
Advertisers that understand the differences in consumer profiles between a chain’s various stores can optimize their advertising efforts. While looking at variations in cross-visit trends is one way to identify interested brick-and-mortar consumers, diving into visitor’s digital behavior and online preferences can also provide valuable insights.
Tools such as Spatial.ai’s GeoWeb, which tracks online engagement with various trends and topics by neighborhood, can reveal how offline consumers behave online. An index score of 100 indicates that consumers in an area have an average interest in a given topic, while scores over (or under) 100 indicate that consumers are more (or less) interested in the topic when compared to the national average interest.
We used Spatial.ai’s GeoWeb tool to analyze the online behavior of consumers in the True Trade Areas (TTA) of five Macy’s locations in the Philadelphia, PA DMA – and found that residents of the different TTAs stores showed differing indexes. For example, the Macy’s in the King of Prussia Mall location showed a high index of 161 in “Men’s Business Clothes Shoppers,” while the Cottman Ave. location had an only slightly above average index of 102. This means that advertisers of men’s business apparel may see more results by focussing their advertising on visitors to the King of Prussia location.
Advertisers that use retail media networks do a lot more than just reach in-store shoppers. Stores exist in the physical world, so advertisers can also reach passers-by through physical venues’ windows, blade signs – or in the case of Macy’s, through its Herald Square Billboard. Here too, foot traffic data can reveal the consumer preferences of people walking by the sign.
We looked at the online behavior in the TTA around the traffic pin on the corner where the billboard is located (Broadway/6th Ave and 34th Street in New York) to understand which advertisers might benefit most from a billboard at that location. While the “Men’s Business Clothes Shoppers” category was over-indexed compared to the national average, as would be expected in midtown Manhattan, “Women’s Fashion Brand Shoppers” had an even higher index. “Gen Z Apparel Shoppers” were over-represented, but “Leather Good Shoppers” and ”Athleisure Shoppers” were under-represented. So a brand that carries both elegant wear and athleisure may want to display its less casual clothing lines on the billboard.
Understanding how consumers behave both on and offline can help retail media networks and advertising partners promote their campaigns most effectively.
To transform their physical store fleet into a media network, brands and companies need to analyze the reach of each venue. The same chain operating in multiple regions may be reaching different types of consumers in each area, or even in various neighborhoods of the same city. These distinct audiences may have contrasting products, brands, and shopping preferences.
Retailers that leverage their brick and mortar presence can transform the advertisement space as it exists today.
Retailers can also partner with advertising partners who wish to promote goods and services not carried by the retailer. For this to succeed, the retailer will need to analyze how consumers behave outside of its stores. Understanding what characterizes the overall behavior of consumers in each locations’ trade area will allow the retailer to reach a larger audience and truly compete with the digital giants. And by leveraging their brick and mortar presence, brick and mortar retail can transform the advertisement space as it exists today.
