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Sweetgreen, which IPO-ed in 2021, and CAVA – public since last year – are continuing their growth spurt. We dove into the location intelligence data to understand what is driving success for these emerging fast-casual leaders.
Restaurant visit growth slowed last year as inflation took a toll on discretionary spending. But despite the wider dining deceleration, foot traffic to CAVA and sweetgreen continued to increase, helped by consistent store fleet expansion. Both chains posted year-over-year (YoY) visit gains every month of 2023, even as overall foot traffic to the fast-casual category lagged.
The positive trends continued in the new year, when consumers braved the cold to drive a 18.4% and 22.3% YoY increase in January 2024 visits – despite the challenging comparison to an already impressive January 2023.
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Cava and sweetgreen’s success may be attributed to a variety of factors. Both chains are known for their healthy offerings, which may attract the many consumers prioritizing health and wellness in their food choices. Plant-forward meals have also been particularly popular recently, and both CAVA and sweetgreen’s produce-heavy menus align well with this trend.
The income level of the chains’ visitor bases may be another key driver of Cava and sweetgreen’s success. In general, the potential market trade areas of fast-casual dining chains consists of households with income (HHI) levels that are slightly above the nationwide median. The median HHI in the neighborhoods within those trade areas that feed the most visits to fast-casual chains (the chains’ captured market) is even higher.
CAVA and sweetgreen’s potential market trade area median HHIs in 2023 was significantly higher than that in the wider fast-casual category – and the captured market median HHI was even greater. The particularly affluent visitor bases of CAVA and sweetgreen were likely less impacted by last year’s economic headwinds, which may have helped the chains continue to grow their footprint – and visit numbers – despite the wider challenges in the space.
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The similarities between CAVA and sweetgreen extend beyond their high-income visitor bases and shared emphasis on healthy options – both chains also seem to attract a particularly high share of singles. CAVA and sweetgreen’s captured market trade area include 37.9% and 42.3% of one-person and non-family households, respectively, compared to to an average of 34.1% for the wider Fast-Casual category.
Diving into the psychographics confirms this pattern. The two chains’ captured markets include a larger percentage of Educated Urbanites, defined by Spatial.ai: PersonaLive as “Well educated young singles living in dense urban areas working relatively high paying jobs.” Young Professionals, defined as “Well-educated young professionals starting their careers in white-collar or technical jobs” and having an average household size of 1, are also overrepresented for CAVA and sweetgreen’s relative to the wider Fast-Casual category.
The large share of singles in these chains’ trade areas – especially combined with the high median HHI – likely means that CAVA and sweetgreen visitors have fewer overall expenses and fairly large discretionary budgets which can be spent on dining out.
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CAVA and sweetgreen thrived in 2023 and appears poised to continue growing in 2024, with visits to both chains skyrocketing even as foot traffic growth tapered off in the wider dining industry. And the company’s success in attracting high-income visitors from small households – who likely have the funds to continue spending on non-essentials despite the ongoing headwinds – means that both companies are well positioned for continued strength in the new year.
For more data-driven restaurant and dining insights, visit our blog at placer.ai.

January is a time for new beginnings – and nearly half of Americans vowed to improve their fitness in the new year. So with 2024 picking up steam, we dove into the data to explore the current state of fitness. How did leading fitness chains perform last month? And what’s in store for the industry as a whole?
The first month of the year is a time for gyms to shine. Analyzing month-over-month changes in the average number of daily gym visits reveals that the biggest visit spike of the year takes place between December and January, when people double down on their motivation to make a change.
This year was no exception. In January 2024, visits to gyms nationwide jumped by 22.1% relative to December 2023 and were up 1.7% year-over-year (YoY) – despite lapping a very strong January 2023 – indicating that the post-COVID obsession with health and wellness is showing staying power.
Drilling down into the data for the nation’s five most-visited fitness chains shows that there’s plenty of room at the top. Value gym Crunch Fitness led the pack with a 21.1% YoY foot traffic increase, partly fueled by the brand’s continued expansion. Next in line was 24 Hour Fitness, where YoY visit gains highlighted the chain’s recovery from its pandemic-induced troubles. Planet Fitness outpaced its own outstanding 2023 performance with a 1.7% YoY foot traffic increase. And LA Fitness and Anytime Fitness also held their own – with visits just 2.0% and 4.4% under January 2023’s already-impressive levels.
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But the state of fitness isn’t only a national story – it’s also a regional one. Looking at January 2024 YoY fitness visits by state shows significant variations, with some areas seeing strong industry-wide growth, and some seeing YoY visit gaps. Major markets like California, Texas, Florida, and New York all saw visit increases – despite the unusually cold weather in some of these areas, including New York and Texas. Several states, including South Dakota, North Dakota, Minnesota, and South Carolina, even saw visits to fitness centers skyrocket by more than 10.0%. At the same time, parts of the Midwest and South Central regions saw foot traffic dips.

Planet Fitness remains America's most-frequented gym, drawing millions of customers each year with low prices and a quality Judgement Free Zone. In January 2024, a whopping 59.3% of total visits to Crunch Fitness, 24 Hour Fitness, LA Fitness, Anytime Fitness, and Planet Fitness – went to Planet Fitness’s vast club fleet. And in 2023, the category leader added 1.7 million new members to its rosters.
Given Planet Fitness’s incredible reach, it may come as no surprise that the chain has jumped on the media advertising bandwagon, announcing last month the launch of its own media network. The network will connect advertising partners with Planet Fitness’s growing audience, leveraging multiple channels – including in-club TV screens and other on-site promotional solutions.
And a look at the demographic characteristics of Planet Fitness’s trade areas across major markets shows just how varied a customer base the fitness leader attracts – with clubs in different areas of the country drawing very different audiences.
In California, for example, the median household income (HHI) of Planet Fitness’s captured market stood at $71.9K in 2023, 16.1% below the statewide baseline of $85.7K. But in New York, the median HHI of the brand’s captured market was $79.9% – 2.7% above the statewide baseline. And though Planet Fitness is squarely positioned as a bargain gym, a significant share of its captured market consisted last year of wealthy households earning more than $150K a year. This metric also varied across regions, as did the household composition of the chain’s customer base – with New York attracting customers from areas with disproportionately high shares of singles, and California drawing visitors from places with outsize shares of large households.
Given the variation in its captured markets, Planet Fitness’s media network offers potential advertisers not just the ability to reach millions of customers – but also the possibility of creating targeted campaigns aimed at different locations’ specific audiences.
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Gyms have flourished in recent years, buoyed by consumers’ growing emphasis on health, wellness, and affordable experiences. But will newly-committed gym rats tire as the power of their new year’s resolutions wanes? How will the sector continue to fare as 2024 wears on?
Follow Placer.ai’s data driven analyses to find out.

Dutch Bros. has impressed with its foot traffic growth over the past few years. We took a closer look at the foot traffic data to understand where this chain’s growth is headed.
Dutch Bros., the country’s third-largest coffee chain, began as a simple coffee pushcart in Grants Pass, Oregon. Thirty-two years later, the company is one of the fastest-growing coffee chains in the country, having grown to over 900 locations in the country’s North and Southwest regions.
Analyzing the change in monthly visits to the chain since 2019 reveals near-constant growth over the past few years – a noteworthy feat considering the challenges facing the space over COVID and during the recent inflation. And while some of Dutch Bros. visit increase is likely due to its expanding store fleet, the consistency and magnitude of the growth suggests that the chain is keeping its new customers coming back.
Dutch Bros.’ success continued in 2023 and into the new year, with the company posting consistent year-over-year (YoY) visit gains for the past thirteen months. January 2024 visits to Dutch Bros. were 10.0% higher than in January 2023, while overall visits to the coffee space decreased by 2.7% YoY during the same period.
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Dutch Bros.’ drive-thru design helped the chain thrive during the pandemic – and the layout is also helping the chain reach suburban audience segments.
A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
Analyzing the psychographic makeup of Dutch Bros' trade areas in four major markets – Texas, Arizona, Oregon, and California – revealed that the chain’s captured market attracts an outsize share of suburban audience segments. Specifically, Spatial.ai: PersonaLive’s “Blue Collar Suburbs” and “Upper Suburban Diverse Families” were both overrepresented in Dutch Bros.’ captured market relative to their presence in the chain’s potential market. This suggests that the chain is particularly popular among suburban coffee lovers, regardless of income levels or economic backgrounds. As Dutch Bros. continues its expansion, focusing on suburban, car-centric areas may serve it well.
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Dutch Bros. has been a remarkable success story over the past few years despite the widespread economic headwinds challenges the dining space at large has experienced. Will the chain continue to see its momentum continue into 2024 and beyond?
Stay up-to-date with the latest data-driven dining insights by visiting placer.ai.

Super Bowl LVIII was a memorable event on and off the field. Rising-star quarterback Brock Purdy of the San Francisco 49ers led a valiant effort – though ultimately fell short – against the Kansas City Chiefs and their veteran starter Patrick Mahomes. The game made history as the first-ever Super Bowl hosted in Las Vegas; plenty of cause for celebration – if the city needed any. And because Vegas is packed with world-class entertainment venues just steps away from the stadium, Super Bowl 2024 was poised to be a bash from the get-go. We used the latest location analytics to take a closer look at the Vegas hotspots where fans and celebrities celebrated (or drowned their sorrows) after the game.
Alongside the excitement of the game inside Las Vegas’s Allegiant Stadium, the party atmosphere of The Entertainment Capital of the World did not disappoint. Compared to the two previous Super Bowls, this year’s contest had the highest percentage of postgame hotel & casino visits – a whopping 38.4% of stadium visitors on Super Bowl Sunday visited a hotel or casino immediately after the game.
These venues have numerous attractions – restaurants, bars, nightclubs, and hotel rooms – so it’s difficult to know what specifically drove elevated foot traffic. However, it’s fair to say that postgame parties were a significant factor.
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Diving deeper into the data revealed which Vegas venues drove the most postgame traffic from stadium visitors. Caesars Palace came out on top, welcoming 6.3% of postgame foot traffic. Notably, the hotel’s Omnia nightclub was the location of the 49ers' postgame gathering where Lil Wayne attempted to alleviate the heartbreak of the losing squad.
Las Vegas’ Harry Reid Int’l Airport – where some fans and staff likely made a quick exit after the game – took second place, and Wynn Las Vegas was the third most-visited postgame location and cemented itself as a Super Bowl party destination – having hosted the champs last year as well. This time around, big stars in Chiefs Kingdom – including Patrick and Brittany Mahomes, Travis Kelce, and Taylor Swift – showed up for an after-party at Wynn Las Vegas’ XS Nightclub to celebrate the victory to the music of Marshmello and Jelly Roll. The hotel’s Encore Beach Club put on an additional after-party honoring Dr. Dre, Snoop Dog, and Usher – who performed the Super Bowl halftime show. Ludacris, who also appeared on stage at halftime, was among the big names in attendance.
Wynn Las Vegas, with 3.7% of postgame traffic, was the fourth most-visited postgame venue. The hotel’s Zouk Nightclub hosted the Chiefs’ official after-party celebration, with Travis Kelce, Taylor Swift, Megan Fox, and Machine Gun Kelly in attendance.
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The Super Bowl LVIII celebrations didn’t end on the Las Vegas Strip. Per tradition, at the end of the game, Super Bowl MVP Patrick Mahomes and his family declared “We’re going to Disneyland!” The following day, the Mahomes family was at a sold-out Disneyland Resort to celebrate the win and take part in the iconic victory parade.
The parade – scheduled for 2 pm – proved popular among Disneyland guests. Location intelligence showed that hourly visits to Disneyland climbed during the lead-up to the parade and peaked at the parade’s start time.
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Las Vegas provided a super-sized entertainment backdrop for sports’ biggest stage and one of the most thrilling Super Bowls to date. Location intelligence from the 2024 Super Bowl suggests that fans who make the trip look beyond the in-stadium action for ways to keep the celebrations going after the final whistle.
For more data-driven entertainment, hospitality, and tourism insights, visit Placer.ai.

There are so many ways to say Happy New Year in Asian languages, such as “Gong Xi Fa Cai” in Mandarin, which means wishing you prosperity in the coming year, “Saehae Bok Mani Badeuseyo” in Korean, wishing you lots of luck, and “Chuc mung nam moi” in Vietnamese, with a similar meaning of wishing you a joyful year. Along with these auspicious greetings are traditional foods such as dumpling soup, mung bean pancake, BBQ beef, sticky rice cakes, and candied fruits. Within the melting pot that is the USA, one can often find an Asian-themed shopping center in which to partake of the festivities. In Westminster, CA, Asian Garden Mall is one of the largest Vietnamese shopping centers in the U.S. At The Source OC, Korean shops and eateries abound. In the Midwest, one can visit Asia Mall Minnesota, with a pan-Asian panoply of offerings.
Last year, Lunar New Year kicked off on Jan. 22, and we can see that Asian Garden Mall visits skyrocketed on that day (below)
During the summer, there is also a vibrant night market there, open from 7-11pm on the weekends. Finds include pork skewers and buns, grilled scallops, mini shrimp crepes, and sugar cane juice.

The night market takes place in the parking lot of Asian Garden Mall and draws accretive business. What would normally be empty during the Feb-May period without a night market becomes a thriving evening adventure during the summer months.
In comparing Feb-May visits (blue) versus Jun-Sept visits (red) below, the mall also draws from a much larger trade area when the night market is occurring.


In terms of festivities, parades and food stalls abound at celebrations like the Tet festival in New Orleans, which takes place this year on Feb. 16-18 in the Village de l’Est neighborhood. There will be fireworks and a dragon dance and of course vats of simmering pho, crispy spring rolls, and puffy fried bananas. In San Jose, CA, home to one of the US’s largest Vietnamese populations, a Tet celebration will be held in the former Sears parking lot at Eastridge Center from Feb 16-18. There will be a talent contest, a visit from Miss Vietnam California, carnival rides, and of course plenty of food booths and desserts.
One of the newer Korean-themed malls is the Source OC, which opened in 2019. While the majority of the food options transport you to being in Korea, there is also Italian at Il Fiora, Japanese at Izakaya Ichie, and Mexican at La Huasteca. One can indulge in Gangnam House Korean BBQ, Monday to Sunday shaved ice, and Cheesetella Japanese Cheesecake. We saw the Source OC dip during Covid like practically all retail, but it has bounced back and is now exceeding pre-Covid visitation levels. Besides the draw of the food, there is also an indoor golf-simulator, a VR experience, and a children’s playground.
Both Koreatown Plaza and Koreatown Galleria are long-standing stalwarts in the heart of LA, but as Americans of all ethnicities increasingly migrate to suburbs, we will no doubt see more shopping center options catering to ethnic tastes outside of downtowns.
The nation’s first enclosed shopping mall was Southdale Center in Edina, MN, a project that opened in 1956, by Victor Gruen, an Austrian-American who would henceforth be known as the “father of the shopping mall.” His original vision was a community hub with access to many shops as well as medical centers, schools, and even residences. This did not occur in the 50s, but three-quarters of a century later, many mall developers are re-envisioning malls to be places to live, eat, play, and shop as well as have access to essential services and to be that third space for community gatherings and celebrations. How fitting that another recent mall in Minnesota, the Asia Mall has been conceived as a reflection of the local community. It opened in November 2022, inspired by the desire for a one-stop pan-Asian mall to get all groceries as opposed to dashing around Minneapolis, St. Paul, Brooklyn Park, and Brooklyn Center to obtain the desired goods. Food and drinks are procured from various Asian countries, such as Vietnam, China, and Korea and anchored by grocery store Asian Mart 88. Dining includes Pho Mai, Hot Pot City with all-you-can-eat hot pot, Cruncheez Korean hot dogs, and Mochi Dough doughnuts. As part of the trend for including essential services, this mall also has a hair salon, insurance company, and travel agency.
It also appears the concept of one-stop-shop, be it for Asian groceries or for warehouse-sized purchases, is prized by the inhabitants of Eden Prairie who really value efficiency. Asia Mall does half the visits of the nearby Costco, which is impressive. Besides home and work, visitors of Asia Mall are most likely to visit Costco before or after a shopping trip (below).


How did off-price leaders T.J. Maxx, Marshalls (both owned by TJX Companies), Burlington, and Ross perform in last year? And how is 2024 shaping up for the category? We dove into the foot traffic data to find out.
Off-price apparel retailers typically employ a straightforward method: sell excess or off-season merchandise that would otherwise remain unsold at a discount, benefiting both shoppers and manufacturers.
This retail model has consistently performed well, as evidenced by the consistent growth in visits to T.J. Maxx, Marshalls, Ross, and Burlington over the past few years. And despite the overall sluggishness experienced by much of the apparel retail category in 2023, visits to these stores continued to increase year-over-year (YoY) in every quarter analyzed.
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January 2024 YoY visit growth slowed slightly – perhaps due to Q1 2023’s exceptionally strong performance. But despite the difficult comparison, foot traffic for most chains remained close to 2023 levels while YoY January visits to Ross increased 5.5%, highlighting the resilience of the off-price sector.
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The demographic and psychographic makeup of a chain’s trade area – which shows the types of visitors who frequent the chain – can be determined by looking at the chain’s potential or captured market. A chain’s potential market is calculated by weighing the Census Block Groups (CBGs) feeding visits to the chain according to the size of the CBG, while the captured market weighs each CBG according to the relative number of visits to the chain originating from that CBG.
Using these tools to analyze the median household income (HHI) in the trade areas of the four chains reveals a divergence between the two TJX-owned chains T.J. Maxx and Marshalls, on one side, and Ross Dress for Less and Burlington, on the other. The median HHI in T.J. Maxx and Marshalls’ potential market is higher than the potential median HHI for Ross and Burlington – and the two TJX brands’ captured market median HHI is even higher. Meanwhile, the median HHI in Ross and Burlington’s captured market is lower than the median HHI in their own potential markets.
The variance in median HHI between the chains may have to do with differences in branding and product selection. Marshalls and T.J. Maxx tend to have the higher price points, with T.J. Maxx in particular expanding its designer offerings over the past few years through its Runway stores. Ross and Burlington, known for their no-frills approach to clothing shopping, have relatively lower price points – and may see more customers seeking bargains over high fashion.
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While an analysis of trade area median HHI highlights differences between the chains’ visitor bases, a deeper exploration of Marshalls, Ross, and Burlington’s trade areas suggests that the retailers also share common ground – specifically, their popularity with middle-income families. For almost all brands, the captured market share of households categorized by the Spatial.ai: PersonaLive dataset as “Family Union” and “Cultural Connections” was larger than the potential market share. T.J. Maxx, which had a slightly lower share of “Cultural Connection” households in its captured market relative to its potential market, was the sole exception.
All four chains continue to add stores to their fleets – Ross opened 97 stores in fiscal 2023, and Burlington is looking to expand in over 60 former Bed Bath and Beyond locations. Focusing on trade areas with diverse families, then, may serve Marshalls, Ross, and Burlington. And T.J. Maxx, which has been enjoying a resurgence of interest from younger shoppers, might consider expanding into areas that attract young professionals.
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Off-price apparel retailers continue to succeed despite – or perhaps because of – a challenging economic climate. Will their success continue into 2024?
Visit placer.ai to keep up-to-date on the latest data-driven retail trends.
Retail media networks (RMNs) have cemented their roles as the future – and present – of advertising. These networks enable advertisers to promote products and services through a retailer’s online properties and physical stores, when consumers are close to the point-of-purchase and primed to buy.
Today, we take a closer look at two newcomers to the retail media space: Costco Wholesale and Wawa. Both chains have an online presence – but both also excel at in-store experiences, offering unique opportunities for consumer engagement and exposure to new products.
This white paper dives into the data to explore some of the key advantages Costco and Wawa bring to the retail media table – and examine how the retailers’ physical reach can best be leveraged to help advertising partners find new audiences.
Wawa and Costco, the latest additions to the growing number of companies with retail media networks, exhibit significant advertising potential. Both brands boast a wide reach and diverse customer base, and both have access to troves of customer data through membership and loyalty programs.
Foot traffic data confirms the robust offline positioning of the two retailers. In Q1 2024, year-over-year (YoY) visits to Costco and Wawa increased 9.5% and 7.5% respectively – showing that their in-store engagement is on a growth trajectory.
And since consumers tend to spend a lot more time in-store than they do on retailers’ websites, Costco’s and Wawa’s strong brick-and-mortar growth positions them especially well to help advertisers reach new customers. In Q1 2024, the average visits to Costco’s and Wawa’s physical stores lasted 37.4 and 11.4 minutes respectively – compared to just 6.7 and 4.6 minutes for the chains’ websites. These longer in-store dwell times can be harnessed to maximize ad exposure and offer partners more extended opportunities for meaningful interactions with customers. Partners can also analyze the behavior and preferences of the two chains’ growing visitor bases to craft targeted online campaigns.
Costco’s retail media network will tap into the on- and offline shopping habits of its staggering 74.5 million members to inform targeted advertising by partners. And the retailer’s tremendous reach offers a significant opportunity to engage customers in-store.
But while Costco is dominant in some areas of the country, other markets are led by competitors like Sam’s Club and BJ’s Wholesale Club. And advertisers looking to choose between competing RMNs or hone in on the areas where Costco is strongest can analyze Costco's performance and visit share – on a local or national level – to determine where to focus their efforts.
An analysis of the share of visits to wholesalers across the country reveals that Costco is the dominant wholesale membership club in much of the Western United States. But Costco also captures the largest share of wholesale club visits in many other major population centers, including important markets like New York, Chicago, Phoenix, and San Antonio. Costco’s widespread brick-and-mortar dominance offers prospective advertising partners a significant opportunity to connect with regional audiences in a wide array of key markets.
Another one of Costco’s key advantages as a retail media provider lies in its highly loyal and engaged audience. In May 2024, a whopping 41.4% of Costco’s visitors frequented the club at least twice during the month – compared to 36.6% for Sam’s Club and 36.0% for BJ’s Wholesale.
Moreover, Costco led in average visit duration compared to its competitors. In May 2024, customers spent an average of 37.1 minutes at Costco – surpassing even the impressive dwell times at Sam’s Club and BJ’s Wholesale Club.
YoY visits per location to Costco, too, were the highest of the analyzed wholesalers, all three of which saw YoY increases. These metrics further establish the wholesaler’s position as an effective retail media provider.
Even when foot traffic doesn't show a brand’s clear regional dominance, location analytics can reveal other metrics that signal its unique potential. Take the Richmond-Petersburg, VA, designated market area (DMA), for example. In May 2024, BJ’s Wholesale Club led the DMA with 41.2% of wholesale club visits, while Costco was a close second with 37.3% of visits.
But despite BJ’s lead in visit share, Costco's Richmond audience was more affluent. Costco's visitors came from trade areas with a median household income (HHI) of $93.2K/year, compared to $73.1K/year for Sam’s Club and $89.5K/year for BJ’s. Additionally, Costco drew a higher share of weekday visits than its counterparts.
Analyzing shopper habits and preferences across chains on a local level can provide crucial context for strategists working on media campaigns. Advertisers can partner with the brands most likely to attract consumers interested in their offerings, and identify where – and when – to focus their advertising efforts.
Convenience stores, or c-stores, are emerging as destinations in and of themselves – and their rising popularity among a wider-than-ever swath of consumers opens up significant opportunities in the retail advertising space.
Wawa is a relative newcomer to the world of retail media, after other c-stores like 7-Eleven and Casey’s launched their networks in 2022 and 2023. But despite coming a bit late to the party, the potential for Wawa’s Goose Media Network is significant – thanks to a cadre of highly loyal visitors who enjoy the physical shopping experience the c-store chain offers.
In May 2024, Wawa’s share of loyal visitors (defined as those who visited the chain at least twice in a month) was 60.1%. In contrast, other leading c-store chains operating in Wawa’s market area – QuickTrip and 7-Eleven, for example – saw loyalty rates of 56.0% and 47.9%, respectively, for the same period.
Additionally, Wawa visitors browsed the aisles longer than those at other convenience retailers. In May 2024, 39.9% of Wawa visitors stayed in-store for 10 minutes or longer, compared to 29.6% at QuickTrip and 25.7% at 7-Eleven.
Wawa's loyal customer base and longer visit durations make it a strong contender in the retail media space. By harnessing this high level of customer engagement, Wawa can draw in advertisers and develop targeted marketing strategies that resonate with its dedicated shoppers.
Wawa has been on an expansion roll over the past few years, with plans to open at least 280 stores over the next decade in North Carolina, Tennessee, Georgia, Alabama, Ohio, Indiana, and Kentucky. The chain has also been steadily increasing its footprint in Florida – between January 2019 and April 2024, Wawa grew from 167 Sunshine State locations to 280, with more to come.
And analyzing changes in Wawa’s visit share in one of Florida’s biggest markets – the Miami-Ft. Lauderdale DMA – shows how successful the chain’s local expansion has been. Between January 2019 and April 2024, Wawa more than doubled its category-wide visit share in the Miami area (i.e. the portion of total c-store visits in the DMA going to Wawa) – from 19.0% to nearly 40.0%.
A look at changes in Wawa’s Miami-Ft. Lauderdale trade area shows that the chain’s growing visit share has been driven by an expanding market and an increasingly diverse audience.
In April 2019, there were some 55 zip code tabulation areas (ZCTAs) in the Miami-Ft. Lauderdale DMA from which Wawa drew at least 3,000 visits per month. By April 2021, this figure grew to 96 – and by April 2024, it reached 129.
Over the same period, the share of “Family Union” households in Wawa’s local captured market – defined by the Experian: Mosaic dataset as families comprised of middle-income, blue collar workers – nearly doubled, growing from 7.4% in April 2019 to 14.4% in April 2024.
Retail media networks that make it easier to introduce shoppers to products and brands that are closely aligned with their preferences and habits offer a win-win-win for retailers, advertisers, and consumers alike. And Costco and Wawa are extremely well-positioned to make the most of this opportunity.

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.
What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.
One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.
A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%.
Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.
Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory.
In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings.
On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY.
Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets.
Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience.
And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.
Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%.
As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.
Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.
And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).
“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide.
Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.
Note: This report is based on an analysis of visitation patterns for regional and nationwide grocery chains and does not include single-location stores.
Grocery stores, superstores, and dollar stores all carry food products – and American consumers buy groceries at all three. But even in today’s crowded food retail environment, traditional grocery chains have a special role to play. With their primary focus on stocking a wide variety of fresh foods, these chains serve a critical function in offering consumers access to healthy options.
But visualizing the footprints of major grocery chains across the continental U.S. – alongside those of discount & dollar stores – shows that the geographical distribution of grocery chains remains uneven.
In some areas, including parts of the Northeast, Midwest, South Atlantic, and Pacific regions, grocery chains are plentiful. But in others – some with population centers large enough to feature a robust dollar store presence – they remain in short supply.
And though many superstore locations also provide a full array of grocery offerings, they, too, are often sparsely represented in areas with low concentrations of grocery chains.
For grocery chain operators seeking to expand, these underserved grocery markets can present a significant opportunity. And for civic stakeholders looking to broaden access to healthy food across communities, these areas highlight a policy challenge. For both groups, identifying underserved markets with significant untapped demand can be a critical first step in deciding where to focus grocery development initiatives.
This white paper dives into the location analytics to examine grocery store availability across the United States – and harnesses these insights to explore potential demand in some underserved markets. The report focuses on locations belonging to regional or nationwide grocery chains, rather than single-location stores.
Last year, grocery chains accounted for 43.4% of nationwide visits to food retailers – including grocery chains, superstores, and discount & dollar stores. But drilling down into the data for different areas of the country reveals striking regional variation – offering a glimpse into the variability of grocery store access throughout the U.S. In some states, grocery stores attract the majority of visit share to food retailers, while in others, dollar stores or superstores dominate the scene.
The ten states where residents were most likely to visit grocery chains in early 2024 – Oregon, Vermont, Washington, Massachusetts, California, Maryland, New Hampshire, Connecticut, New Jersey, and Rhode Island – were all on the East or West Coasts. In these states, as well as in Nevada and New York, grocery chain visits accounted for 50.0% or more of food retail visits between January and April 2024.
Meanwhile, residents of many West North Central and South Central states were much less likely to do their food shopping at grocery chains. In North Dakota, for example, grocery chain visits accounted for just 11.7% of visits to food retailers over the analyzed period. And in Mississippi, Oklahoma, and Arkansas, too, grocery stores drew less than 20.0% of the overall food retail foot traffic.
But low grocery store visit share does not necessarily indicate a lack of consumer interest or ability to support such stores. And in some of these underserved regions, existing grocery chains are seeing outsize visit growth – indicating growing demand for their offerings.
North Dakota, the state with the smallest share of visits going to grocery chains in early 2024, experienced a 9.1% year-over-year (YoY) increase in grocery visits during the same period – nearly double the nationwide baseline of 5.7%. Other states with low grocery visit share, including Nebraska, Arkansas, Alabama, Mississippi, and New Mexico, also experienced higher-than-average YoY grocery chain visit growth. This suggests significant untapped potential for grocery stores and a market that is hungry for more.
Alabama is one state where grocery chains accounted for a relatively small share of overall food retail foot traffic in early 2024 (just 28.9%) – but where YoY visit growth outperformed the nationwide average. And digging down even further into local grocery store visitation trends provides further evidence that at least in some places, low grocery visit share may be due to inadequate supply, rather than insufficient demand.
In Central Alabama, for example, many residents drive at least 10 miles to reach a local grocery chain. And several parts of the state, both rural and urban, feature clusters of grocery stores that draw customers from relatively far away.
But zooming in on YoY visitation data for local grocery chain locations shows that at least some of these areas likely harbor untapped demand. Take for example the Camden, Butler, Thomasville, and Gilbertown areas (circled in the map above). The Piggly Wiggly location in Butler, AL, drew 40.1% of visits from 10 or more miles away. The same store experienced a 23.3% YoY increase in visits in early 2024 – far above the statewide baseline of 6.6%. Meanwhile, the Super Foods location in Thomasville, AL, which drew 52.8% of visits from at least 10 miles away – experienced YoY visit growth of 12.3%. The Piggly Wiggly locations in Camden, AL and Gilbertown, AL saw similar trends.
At the same time, trade area analysis of the four locations reveals that the grocery stores had little to no trade area overlap during the analyzed period. Each store served specific areas, with minimal cannibalization among customer bases.
These metrics appear to highlight robust demand for grocery stores in the region – grocery visits are growing at a stronger rate than those in the overall state, people are willing to make the drive to these stores, and each one has little to no competition from the others.
While significant opportunity exists across the country, many communities still face considerable challenges in supporting large grocery stores. Though South Carolina has a significant number of grocery chain locations, for example, certain areas within the state have low access to food shopping opportunities. And one local government – Greenville County – is considering offering tax breaks to grocery stores that set up shop in the area, to improve local fresh food accessibility.
Placer.ai migration and visitation data shows that Greenville County is ripe for such initiatives: the county’s population grew by 4.8% over the past four years – with much of that increase a result of positive net migration. And YoY visits to Greenville County Grocery Stores have consistently outperformed state averages: In April 2024, grocery visits in the county grew by 6.1% YoY, while overall visits to grocery stores in South Carolina grew by 4.2%. This growth – both in terms of grocery visits and population – points to rising demand for grocery stores in Greenville County.
Analyzing the Greenville County grocery store trade areas with Spatial.ai’s FollowGraph dataset – which looks at the social media activity of a given audience – offers further insight into local grocery shoppers’ particular demand and preferences.
Consumers in Greenville-area grocery store trade areas, for example, are more likely to be interested in “Mid-Range Grocery Stores” (including brands like Aldi, Kroger, and Lidl) than residents of grocery store trade areas in the state as a whole. This metric provides further evidence of local demand for grocery chains – and offers a glimpse into the kinds of specific grocery offerings likely to succeed in the area.
Grocery stores remain essential services for many consumers, providing a place to pick up fresh produce, meat, and other healthy food options. And many areas in the country are ripe for expansion, with eager customer bases and growing demand. Identifying such areas with location analytics can help both grocery store operators and municipal stakeholders provide their communities and customer bases with an enhanced grocery shopping experience that caters to local preferences.
