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With summer and back-to-school shopping in the rearview mirror, we dove into the data to check in with a major player on the retail scene – warehouse favorite Costco. How has the chain been faring this year, and what can Costco’s visitation patterns tell us about what lies ahead for it during the all-important fourth quarter of the year?
We dove into the data to find out.
Costco’s wholesale club model seems like it was tailor made for the 2024 consumer. Though prices aren’t rising as rapidly as they did last year, consumers remain eager to cut costs, embracing retailers that allow them to load up on essentials while indulging in affordable splurges that don’t break the bank. And Costco, which provides customers with steep discounts on everything from bulk cereals to patio furniture, is reaping the benefits.
Since January 2024, Costco has enjoyed consistently positive year-over-year (YoY) foot traffic growth, outpacing the wider Superstore and Wholesale Club category every month of 2024 so far. Even in January, when retail visits nationwide were severely dampened by unusually cold and stormy weather, Costco saw YoY visits increase by 5.2% – a remarkable accomplishment.
Why is Costco resonating so strongly with consumers this year? One factor may be the unique blend of mission-driven shopping and treasure hunting offered by the membership club. Costco is all about bulk buying – and when people head out to the wholesaler, they expect to come back with a massive haul of canned goods and pantry staples. But with oft-changing inventory and ubiquitous free samples, Costco also offers a fun shopping experience that encourages customers to try new items and make unexpected purchases as they cruise the aisles.
So it may come as no surprise that people spend much longer browsing the aisles at Costco than they do at other superstores and wholesale clubs. And while competitors like Target, Walmart, and BJ’s Wholesale have seen slight drops in their average dwell times over the past three years, Costco’s average dwell time has remained considerably longer – and remarkably steady.
Costco also drives visits by leaning into special calendar days. Unlike some other retailers, Costco closes its doors on most major holidays, including Memorial Day and Labor Day. But the chain still offers major discounts on the days leading up to and following these special days, driving heightened interest – and foot traffic.
Comparing visits on Tuesday, September 3rd – the day after Labor Day – to a year-to-date (YTD) daily average highlights the power of holiday sales, as well as pent-up demand following the store’s closure, to drive traffic to Costco. September 3rd was Costco’s second-busiest Tuesday of the year so far (up 23.8% compared to a YTD Tuesday average) – outpaced only by the pre-Independence Day July 2nd frenzy. May 28th, the day after Memorial Day, was also unusually busy at Costco, as customers rushed to take advantage of Memorial Day markdowns that lasted well into the following week.
In another sign of Costco’s robust positioning ahead of the all-important Black Friday and Christmas shopping season, visits to Costco on the Tuesday after Labor Day this year (Tuesday, September 3rd, 2024) were 6.1% higher this year than in 2023 (Tuesday, September 5th, 2023).
Costco’s visitation patterns showcase a brand that is positively thriving in 2024. And though it may be too soon to assess the impact of the membership chain’s recent fee hike, the warehouse chain appears poised to enjoy a robust November and December holiday season.
Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Visits to the home improvement segment thrived during the pandemic, then slowed as high interest rates and rising prices led many consumers to defer big projects. But paint and coating giant Sherwin-Williams has displayed a special resilience, driving visits in what remains a challenging environment for the category.
With prime relocation season winding down, we dove into the foot traffic and audience segmentation data for the chain to uncover the trends that might be behind Sherwin-Williams’ recent success.
Paint and coating giant Sherwin-Williams Company is having a moment. After reporting stronger-than-expected earnings last quarter, the company raised its full-year outlook for 2024. And foot traffic to the company’s eponymous chain, where many of its products are sold exclusively, has been on an upswing.
Since the start of the year, Sherwin-Williams has seen consistently more robust visit growth than the wider home improvement segment compared to an August 2019 baseline – except in May 2024, when home improvement stores see their biggest annual visits spikes. In August 2024, visits to Sherwin-Williams were up 12.4% compared to an August 2019 baseline, while the broader category saw a minor decline of 2.1%.
According to a recent report by Sherwin-Williams management, the company has been outpacing the home improvement category in sales related to new residential projects. And with new home sales beginning to pick up steam, they could be playing a role in Sherwin-Williams’ recent visit surge.
Sherwin-Williams’ outsized August visit growth may also be due in part to its unique seasonal visit patterns. While home improvement chains usually enjoy a major spring foot traffic spike in May, as consumers take on fair-weather projects, Sherwin-Williams sees more prolonged visit boosts lasting throughout the spring and summer – and since 2023 has experienced pronounced upticks in May and August. As a paint store, Sherwin-Williams likely benefits from summer relocations – the period between mid-May and mid-September is the most popular time for moves in the U.S., which often require residences to be repainted.
Diving deeper into the segmentation of Sherwin-Williams’ customer base reveals another factor that could be behind the company’s recent success.
Analyzing Sherwin-Williams’ potential market with data from STI: PopStats shows that the chain is positioned to serve average-income consumers, with median household incomes (HHIs) just under the nationwide baseline of $76.1K. But though the median HHI of Sherwin-Williams’ potential market declined slightly over the past several years, the median HHI of its captured market has increased. (A chain’s potential market refers to its overall trade area, weighted to reflect the size of each Census Block Group (CBG) therein. A chain’s captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question, and thus reflects the characteristics of the chain’s actual visitor base.)
This indicates that Sherwin-Williams is doing an especially good job this year at driving traffic from areas within its markets that feature larger shares of higher-income residents – those likely to be moving into a new home or renovating.
Will Sherwin-Williams’ impressive foot traffic growth continue in the months ahead? If shelter inflation indeed eases, as some analysts suspect, more consumers may be inclined to repaint their homes or upgrade their living situation altogether – driving even more demand for the brand.
For updates and more retail foot traffic insights, visit Placer.ai.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

The fitness industry continues to thrive. Even as consumers reduce discretionary spending, many see gym memberships as an essential indulgence. And while value may be key for some fitness buffs, others are willing to splurge on pricier health clubs.
We dove into the data for two premium fitness chains – Life Time and Orangetheory – to better understand what’s driving their recent success.
It’s no secret that value has dominated the consumer mindset this summer – including in the fitness category. And low-cost chains like Crunch Fitness and Planet Fitness remain popular choices for gym-goers. Still, upscale gyms are carving out their share of visit gains.
Since April 2024, Life Time and Orangetheory have driven consistent year-over-year (YoY) visit growth. In Q2 2024, foot traffic increased 5.4% to Life Time and 7.8% to Orangetheory compared to 2023.
Life Time encourages community and aims to be more than just a place to exercise – which is reflected in the cost of membership. The luxurious amenities at its “athletic country clubs” are complemented by events and nearby coworking spaces and even residential complexes at some locations. And increased foot traffic suggests that more consumers are opting into Life Time’s lifestyle.
Orangetheory takes a different approach to fitness. Aside from a premium membership tier which offers unlimited classes, the Orangetheory model allows members to pay monthly for a set number of guided workouts at its boutique-style gyms. Orangetheory prices aren’t cheap, but considering the personal attention and real-time biofeedback gym-goers enjoy, it’s no wonder the concept is resonating with consumers.
Digging deeper into the data reveals that visitors to Life Time and Orangetheory are highly engaged with the brands, frequently visiting the club or taking regular classes. And the more members are engaged, the more likely they are to renew or upgrade memberships.
In Q2 2024, 86.0% of Life Time’s visits were made by frequent visitors (those that visited at least four times a month) – a higher share than that of value fitness chains (78.3%).
Meanwhile, 63.0% of Orangetheory’s visits came from frequent visitors. This slightly lower share may be due to the fact that Orangetheory offers pre-purchased class packs – which allow gym-goers to spread out their workouts over a longer period of time. And this allows Orangetheory to drive traffic from casual gym-goers who may avoid monthly gym memberships altogether.
While Life Time and Orangetheory experience different shares of frequent visits, analyzing the demographic characteristics of each provides further insight into the audiences from which they drive traffic.
Perhaps unsurprisingly, Life Time’s captured market featured the largest share of high-income households in Q2 2024 (i.e. those with HHIs above $150K), followed by Orangetheory. And value gyms were more likely to draw consumers with HHIs below $100K.
But notably, Life Time, Orangetheory, and value gyms all drew diverse audiences. Some 40.5% of Life Time’s captured market was made up of households with HHIs below $100K – while 19.7% of value gyms’ captured markets were made up of households with HHIs over $150K. And the captured markets of all three had similar shares of households making between $100K and $150K.
So while the highest income consumers may be most likely to visit the upscale chains, those making $100K-$150K are almost as likely to visit a value-focused gym.
Value-focused gyms and upscale health clubs each have a place in the wide fitness landscape, with demand for both growing strong. Will the industry continue to be a winner as 2024 comes to a close?
Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Convenience stores, or c-stores, have been one of the more exciting retail categories to watch over the past few years. The segment has undergone significant shifts, embracing more diverse offerings like fresh food and expanded dining options, while also exploring new markets and adapting to changing consumer needs.
We took a closer look at how the segment is faring as Q3 2024 draws to a close.
Convenience stores are increasingly viewed not only as places to fuel up, but as affordable destinations for quick meals, snacks, and other necessities. And analyzing monthly visits to the category shows that it is continuing to benefit from its positioning as a stop for food, fuel, and in some cases, tourism.
Despite lapping a strong H1 2023, visits to the category either exceeded last year’s levels or held steady during all but one of the first eight months of 2024 – highlighting the segment’s ongoing strength. Only in January 2024 did C-stores see a slight YoY dip, likely reflecting a weather-induced exaggeration of the segment’s normal seasonality.
Indeed, examining monthly fluctuations in visits to c-stores (compared to a January 2021 baseline) shows that foot traffic to the category tends to peak in summer months – perhaps driven by summer road trips and vacations – and slow down significantly in winter. Given summer’s importance for convenience stores, the category’s August YoY visit bump is a particularly promising indication of c-stores’ robust positioning this year.
While some C-store chains, like 7-Eleven, have a nationwide presence, others are concentrated in specific areas of the country. But as the popularity of C-stores continues to grow, regional chains like Wawa, Buc-ee’s, and Sheetz are expanding into new territories, broadening their reach.
Wawa, a beloved brand with roots in Pennsylvania, has become synonymous with its fresh sandwiches, coffee, and a highly loyal customer base. Wawa has been a major player in the c-store space in recent years, with a revamped menu driving ever-stronger foot traffic to its Mid-Atlantic region stores. Between January and August 2024, YoY visits to the chain were mostly elevated. And the chain is now venturing into states like Florida – where its store count has grown significantly over the past few years – as well as Georgia and Alabama.
Meanwhile, Texas favorite Buc-ee’s, though known for its enormous stores and mind boggling array of dining options, has a relatively small footprint – but that might be changing. The chain, which also outpaced its already-strong 2023 performance this year, is opening locations in Arkansas and North Carolina, further building on its reputation as a destination for travelers. And Sheetz, another regional chain with a strong presence in Pennsylvania, is also expanding, with plans to open locations in Southern states like North Carolina and Tennessee.
This trend toward regional expansion offers significant opportunities for growth, not only by increasing store count, but also by reaching new consumer bases and target audiences. Customer behavior differs between markets – and by expanding into new areas, c-stores can tap into unique local visitation patterns.
One metric that highlights local differences in consumer behavior is dwell time, or the amount of time a customer spends inside a convenience store per visit. In some regions, visitors tend to move in and out quickly, while in others, customers linger for longer periods of time.
Analyzing convenience store dwell times by state highlights substantial differences in visitor behavior. During the first eight months of 2024, coastal states (with the exception of Oregon) tended to see shorter average dwell times (between 7.5 and 11.8 minutes). On the other hand, in states like Wyoming, Montana, and North Dakota, average dwell times ranged between 21.2 and 28.2 minutes.
Interestingly, the states with the longest dwell times also have some of the highest percentages of truck traffic on interstate highways – suggesting that these longer stops are perhaps made by long-haul truckers looking for a place to shower, relax, and grab a bite to eat.
Even as regional favorites expand their reach, nationwide classic 7-Eleven is taking steps to further cement its growing role as a prime grab-and-go food and beverage destination. And like other dining destinations, the chain relies on limited-time offers (LTOs) to fuel excitement – and visits.
One of the most iconic, and beloved c-store LTOs is 7-Eleven’s Slurpee Day, which falls each year on July 11th. The event, during which all 7-Eleven locations hand out free slurpees, tends to drive significant upticks in foot traffic – and this year was no exception. Visits to the convenience store jumped by a whopping 127.3% on July 11th, 2024 relative to the YTD daily visit average – proving that good deals will bring customers in the door.
The convenience store sector continues building on the impressive growth seen in 2023. As many chains double down on expanding both their regional presence and their offerings, will they continue to drive growth in the coming years?
Visit Placer.ai to keep up with the latest data-driven convenience store updates.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Darden Restaurants, Inc. is a major player in the restaurant industry, operating restaurants across a wide range of dining styles and price points. Recently, Darden announced plans to acquire Tex-Mex chain Chuy’s, a move that would add some 100 new locations across 16 states to the Darden portfolio.
We took a closer look at how the dining brand has performed over the past few months, and dug deeper into what impact the Chuy’s acquisition might have on Darden.
Darden's 2024 performance has been strong, with only three months – January, April, and July – showing YoY visit declines. January’s 2.9% decline was likely driven by unseasonably cold weather, while Easter weekend shifted visits across multiple retail categories in April 2024. And though July visits experienced a modest dip of 0.5% YoY, the drop was quickly offset by a 5.1% YoY increase in August.
This trend points to a recovery in consumer dining behavior, particularly in the full-service restaurant sector, where growth is being driven by consumers opting for higher-quality dining experiences over fast food options.
Darden owns and operates nearly 2,000 restaurants nationwide. Its three core brands – Olive Garden, LongHorn Steakhouse, and Cheddar’s Scratch Kitchen make up the bulk of these locations.
All three restaurant chains enjoyed overall positive momentum over the past few months, with LongHorn emerging as a standout performer. The chain saw its foot traffic increase in all months analyzed, with August 2024 visits elevated by 10.4% YoY.
Cheddar’s Scratch Kitchen and Olive Garden, too, experienced growth in all but two of the analyzed months, with August 2024 visits elevated by 3.1% and 6.9%, respectively, YoY. These trends point to consistent – and perhaps growing – consumer demand, a solid position as the holiday season approaches.
In July 2024, Darden announced its intention to acquire Chuy’s, an Austin-based Tex-Mex chain, a move that could add 101 stores to Darden’s already extensive portfolio. And while the acquisition is still pending, digging into the demographic and psychographic data offers some insight into what might make Chuy’s at home with the Darden family.
One defining factor of Darden’s restaurant portfolio might be its range – the chain offers dining options that appeal to people across a variety of income brackets. Its core brands – Cheddar’s Scratch Kitchen, Longhorn Steakhouse, and Olive Garden – cater to a customer base with household incomes similar to the nationwide median of $76.1K. But Darden’s broader portfolio includes several chains that appeal to wealthier patrons – visitors to Eddie V’s Prime Seafood, for example, came from trade areas where the median household income (HHI) was $105K.
Chuy’s visitor base, meanwhile, hails from trade areas with a median HHI of $86.2K. So the addition might help the restaurant group build on its core audience while appealing to higher-income diners who may be looking to “trade down” to a more casual, affordable meal without compromising on quality. This alignment allows Chuy’s to seamlessly fit within Darden's strategy, providing a diverse range of dining experiences while expanding its reach into higher-income markets.
Darden’s acquisition of Chuy’s also appears to be a strategic play to attract younger diners, a segment that continues to drive interest in Mexican and Teex-Mex cuisine. And examining the demographics of visitors across all Darden brands reveals that Chuy’s is particularly popular among “Young Professionals”, with 9.4% of its diners coming from trade areas classified as such by the Spatial.ai: PersonaLive dataset.
As young diners continue to be a category of interest for Darden, the Chuy’s acquisition may be the ticket to Darden maintaining its visit dominance in the coming years.
Darden continues to drive foot traffic across its wide portfolio of brands, offering something for every kind of diner. With plans to expand its core audience underway, will the restaurant group continue to improve its monthly visits?
Visit Placer.ai to keep up with the latest data-driven dining news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

How did the Placer 100 Index for Retail & Dining fare in August 2024? We dove into the data to find out.
The final days of summer were a critical retail moment, with all eyes on back-to-school traffic performance. Analyzing year-over-year (YoY) foot traffic performance for the Placer 100 Index for Retail and Dining shows that since May 2024, visits have been on a positive growth trajectory – reaching a summer highpoint of 3.0% in August.
Back to school, it seems, was a significant driver of retail and dining foot traffic. And recent indications that consumer confidence has turned a corner may bode well for the fast-approaching holiday season.
How much of an impact did back-to-school activity have on retail and dining visits in August 2024? Further analysis of the Placer 100 Index reveals that the top-performing metro areas last month were college towns, which suggests that a surge in students out and about – shopping for back-to-school essentials and dining out – was a likely driver of local foot traffic.
The State College, PA Metro Area, home to Penn State University, for example, saw a 14.5% YoY change in overall retail and dining visits in August 2024. And other college towns with large student populations were also top YoY visit performers during the month. Blacksburg-Christiansburg, VA (14.2%), home to Virginia Tech, Ithaca, NY (12.1%), home to Cornell University, and Bloomington, IN (12.1%), home to Indiana University Bloomington – to name a few – all experienced significant visit growth compared to August 2023.
While the Placer 100 Index experienced foot traffic gains last month, digging deeper into the data reveals that in August 2024 consumers continued to prioritize value as they dined and shopped.
In addition to rapidly growing discount grocer Aldi, four value-focused chains were among August 2024’s top YoY visit performers. Five Below (17.5%), Big Lots (15.7%), HomeGoods (13.8%), and Ollie’s Bargain Outlet (13.7%) all showed impressive YoY traffic – and three out of the four were also among the top chains in terms of YoY visit-per-location growth.
One of the biggest YoY visits and visits-per-location winners in August 2024 was Big Lots, which recently announced voluntary Chapter 11 proceedings and an ownership transition while continuing to rightsize. With soon-to-be-closed locations offering steep markdowns, the chain has been driving significant traffic. And since Big Lots offers small-ticket items as well as big-ticket home furnishings, a back-to-school push likely contributed to the chain’s jump in August visits.
HomeGoods was also among the top chains in August 2024, with both YoY visits and visits-per-location (9.8%) growth. The chain’s social media campaign featuring college students furnishing their living spaces appears to have buoyed foot traffic during the homestretch of back-to-school shopping.
With summer in the rearview mirror, the focus shifts to fall and the fast-approaching holiday season. Will retail and dining visits sustain their momentum in the critical months ahead?
Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

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.
