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In 2024, many inflation-squeezed consumers looked to budget-dining options or simply ate more meals at home. How did full-service chains Chili’s and Texas Roadhouse drive foot traffic in such a challenging macroeconomic environment? We dove into the data to find out.
In 2024, value was a key ingredient in Chili’s and Texas Roadhouses’ recipes for success – although each chain used a different strategy to communicate its affordability to consumers.
Chili’s leaned into budget-friendly meal deals in 2024. The chain’s rebooted 3 For Me value menu drove significant traffic in Q2 2024 (9.7% visit growth YoY), and visits skyrocketed again in the fall, due in part to the viral Fried Mozzarella appetizer, part of a Triple Dipper deal, and the promotional $6 “Witches Brew” margarita – propelling the chain to 23.0% YoY visit growth in Q4 2024.
Texas Roadhouse, on the other hand, doesn’t run promotions – and instead relies on its already strong value perception to drive traffic when budgets are tight. But the chain’s consistent YoY visit growth (7.2% in 2024) was also likely due to its growing real estate footprint: over 30 new locations that are approximately 10% larger than previous builds, allowing for higher guest volumes.
Chili’s and Texas Roadhouse’s value perception appears to attract many consumers from lower-income households – but the chains drive traffic from diners with slightly more discretionary income as well.
Diving into the demographic characteristics of visitors revealed that in 2024, Chili’s and Texas Roadhouse received a smaller share of visits from the households earning over $100K/year compared to the nationwide distribution. (Texas Roadhouse served a slightly smaller share of these households, likely due to its smaller market strategy.) At the same time, both chains drove a larger share of traffic from households earning less than $50K/year and between $50K and $100K/year, compared to the nationwide distribution. This suggests that Chili's and Texas Roadhouse visitors are likely seeking value for money, but a significant share have more discretionary income to spend on higher-priced items – like top-shelf margaritas and steaks – than the average U.S. consumer.
As Chili’s and Texas Roadhouse continue investing in innovations and technological solutions to improve efficiency and customer experience, the chains are likely to continue attracting visitors looking to get the most bang for their dining bucks in 2025.
Chili’s and Texas Roadhouse may attract visitors from a similar demographic, but analysis of the markets in which the chains drive the most visits reveals several distinct regional preferences among dining consumers nationwide.
In 2024, Texas Roadhouse received a greater share of visits in a majority of Midwest and Mid-Atlantic CBSAs – consistent with a smaller market strategy – while Chili's drove a greater share of visits in denser markets and a majority of the CBSAs in California, Texas, and Florida.
But despite these regional differences, the chains received a near-even share of visits. Texas Roadhouse, with 675 U.S. locations, claimed 51.2% of visits to both chains, while Chili’s with over 1200 locations claimed 48.8% of the chains’ combined visits.
Chili’s and Texas Roadhouse have found success by providing value for money that sets them apart from other full-service chains. Yet, both chains drive an above-average share of high-income traffic, indicating that they are winning with value-conscious consumers with the means to indulge.
For more data-driven dining insights, visit Placer.ai.

College students often have to count their pennies – but they also know how to have a good time and are willing to pony up for things that matter to them. So with spring semester underway, we dove into the data to explore collegiate dining habits in the University City district of Philadelphia, PA – home to the University of Pennsylvania and Drexel University, as well as several smaller schools. How does the campus vibe impact visitation trends at local convenience stores and restaurants?
We dove into the data to find out.
Wawa – famous for low prices and round-the-clock service – is the perfect place to grab a sandwich to fuel an all-night study session or a cup of coffee on the go. And the University City Wawa at 3724-2744 Spruce Street is a local landmark, serving everyone from students and university employees to other area residents.
Analyzing visitation patterns at the Spruce Street Wawa shows that the store’s visitation patterns mirror the rhythms of campus life – with an uptick in late-night visits and fewer early-morning ones. Between September and December 2024, for example, some 8.7% of visits to the Spruce Street location took place between midnight and 3:00 AM – far exceeding the chainwide average of 3.8%. Meanwhile, visits during the early morning hours (6:00 AM to 9:00 AM) remained subdued – a trend consistent with the typical university lifestyle. And while the average Wawa’s traffic peaked during lunchtime, the Spruce Street location peaked between 3:00 PM and 6:00 PM – prime afternoon snack time.
Examining the Spruce Street Wawa’s captured market – i.e. the census block groups (CBGs) feeding visits to the store, weighted to reflect the share of visits from each CBG – shows that it is indeed college students driving the location’s late-night activity. Between September and December 2024, 63.3% of the Spruce Street Wawa’s captured market during the 12:00 AM - 3:00 AM daypart was made up of STI:Landscape’s “Collegian” segment – a group encompassing currently-enrolled college students living in dorms or off campus. By 3:00 AM, this share dropped to 12.2%, before bottoming out at 10.1% between 6:00 AM and 9:00 AM – unthinkably early for many undergrads. The share of “Collegians” then began to climb back upwards, reaching just over 50.0% in the evening.
Of course, Wawa isn’t the only local dining spot to benefit from student patronage. Local favorites – from the full-service White Dog Cafe in University City to the quick-serve Kiwi Yogurt on Chestnut St. – also attract plenty of undergrads.
But while Kiwi Yogurt stands out as a key weekday attraction for busy students, White Dog Cafe is more of a weekend destination. On Mondays through Fridays, the share of “Collegians” in Kiwi Yogurt’s captured market stood at 36.4%, dropping to 22.6% on weekends. Meanwhile, White Dog Cafe experienced an opposite trend, with the share of “Collegians” increasing on weekends (36.7%) and declining during the week (24.5%).
Whether it’s a late-night Wawa hoagie run or a weekend brunch at White Dog Cafe, even skint college students can find room in their budgets for convenient snacks and fun outings with friends – funneling steady foot traffic to local restaurants, cafes, and stores.
How will student dining trends continue to evolve in 2025?
Follow Placer.ai to find out.

Looking at the discretionary categories that outperformed this holiday season, we may be on the cusp of a new trend heading into 2025: reinvention. Our data highlights that home furnishings, beauty, and apparel were among the top-performing discretionary retail categories in terms of year-over-year visits during November and December, as shown below.
The performance of these three categories is notable for different reasons. After significant declines earlier in the year, the home furnishings category rebounded strongly. As discussed in November, this recovery was supported by strength in the housewares category and mattress retailers. Housewares retail has generally outperformed home furnishings over the past few years – a trend partly attributed to increased out-of-home entertaining. While purchasing gifts for hosts likely drive visits for some home furnishing retailers, we may now be entering a replacement cycle for many home furnishing products purchased during the pandemic, which could further support the category’s recovery. In other words, many consumers may be looking to reinvent their personal spaces starting with their homes.
The strength in beauty and apparel may reflect a broader trend of personal reinvention. What fueled this movement? It could be as simple as buying a new outfit for a holiday party or experimenting with seasonal beauty products. However, several apparel retailers we spoke to over the past few months pointed to additional factors, including health and wellness trends. 2024 saw a rise in in-person workouts (one of the strongest retail categories in year-over-year visitation), greater adoption of technology-driven fitness and wellness routines, and increased use of wellness supplements and GLP-1 drugs like Ozempic and Mounjaro. Retailers noted that healthier lifestyles during 2024 drove increased demand for apparel this holiday season—a trend that could have substantial implications for the year ahead.

Overall food-away-from-home spending grew in 2024, driven by decelerating inflation and a robust economy that eased budgetary concerns. How did coffee chains, one of the largest discretionary food categories, perform?
We took a closer look at foot traffic to Starbucks and Dunkin’ to find out.
Despite the ongoing consumer uncertainty, 2024 visits to Starbucks and Dunkin’ remained close to 2023 levels. The traffic trends range from 2.9% down year-over-year (YoY) to 1.9% up YoY for Starbucks, and from 1.3% down to 1.9% up YoY for Dunkin’ – a testament to coffee’s enduring draw.
While the YoY visit patterns to Starbucks and Dunkin’ were relatively similar in 2024, the two chains experienced distinct visitation patterns throughout the day. During the early morning daypart (6:00 - 9:59 AM), Dunkin’ attracted 39.9% of its visitors, while Starbucks received only 29.9% of its customers before 10 AM. However, as the day transitioned into evening, Starbucks took the lead, capturing 23.7% of visitors during the 3:00 - 6:59 PM daypart, significantly higher than Dunkin’s 16.4%.
These visitation patterns highlight distinct opportunities for both chains to expand their appeal across different dayparts. Dunkin’ could offer afternoon specials to attract more visitors in the afternoon and evening daypart, and Starbucks could broaden its breakfast offerings to capture a larger share of the early morning crowd.
A closer look at Starbucks’ daily visitation patterns highlights the chain’s mastery in leveraging calendar events and special promotions to boost foot traffic. Events like Red Cup Day and buy-one-get-one-free (BOGO) deals, including on Mother’s Day, drove impressive visits bumps ranging from 28.1% to 40.4% higher than the 2024 daily visit average.
These promotions appear to have been so successful that Starbucks, under the leadership of new C.E.O. Brian Niccol, announced it would scale them back – in part to restore the chain’s “coffeehouse roots” and avoid over-crowded stores on promotion days. But even without special discounts in the last five weeks of the year, Starbucks still received major traffic spikes on key shopping days like Super Saturday and Black Friday, with visits surging 27.5% and 26.6% above the YTD daily average, respectively. This highlights the brand’s ability to drive strong performance even with fewer promotions during peak seasons.
As part of the effort to elevate the in-store experience, Starbucks has also announced plans to implement a code of conduct, with the goal of facilitating the creation of an “inviting and welcoming community coffeehouse.” One significant shift, coming into effect on January 27th, bars people from lingering in its facilities without making a purchase.
A closer look at dwell time for the chain reveals that the vast majority of visits to the chain are currently less than 10 minutes long, with mobile orders making up almost a third of total Starbucks orders. The predominance of short visits and the popularity of mobile orders indicates that many Starbucks customers likely prioritize convenience, and prefer to grab a drink to go without taking advantage of the coffeehouse amenities. But with new incentives – including a free refill policy for all customers, not just loyalty club members – dwell times may well go up over the coming months.
Starbucks and Dunkin’ continued serving coffee drinkers in 2024, despite the ongoing constraints on many consumers' discretionary spending budgets.
Will Starbucks and Dunkin’ continue to drive visits into 2025? Visit Placer.ai for the latest data-driven dining insights.

Placer.ai observes a panel of mobile devices in order to extrapolate and generate visitation insights for a variety of locations across the U.S. This panel covers only visitors from within the United States and does not represent or take into account international visitors.
The end of the year is a time of bustling activity as many Americans travel to visit family and friends, go on vacation, and enjoy recreational attractions. Using the latest location analytics for transportation hubs, hotels, museums, and aquariums, we uncover key trends in consumer behavior during the holiday season.
The end of the year was a busy travel period as consumers visited family and friends or headed out on vacation. Between December 18th and December 23rd, visits to major airports and ground transportation hubs (train and bus stations) were higher than the 2024 same-day average, with visits to both ground and air travel hubs peaking on Super Saturday (December 21st).
Visits to transportation hubs then fell on December 24th and 25th 2024 – although the drop was much more dramatic for airports than for train and bus stations – as many people stayed in place for the duration of the holiday.
Visits to transportation hubs remained slightly below the same-day yearly average on Boxing Day, December 26th, 2024 – although traffic to both airports and ground transportation hubs increased compared to the Christmas lull, as some travelers began to make their return trips. But starting on December 27th, traffic trends for the two types of transportation hubs began to diverge: visits to ground transportation hubs were above average same-day levels, whereas airport visit levels remained below average until the following day, December 28th, 2024. This could indicate that air travelers, who may spend more on transportation or travel greater distances, stay longer at their destination to make the journey worthwhile.
Although ground transportation hubs and airports experienced elevated traffic over the majority of the holiday period, the same did not appear to be the case in the hospitality space.
Between December 18th and December 29th, 2024, daily visits to almost all hotel categories – from economy to upper upscale – remained below the same-day average for 2024. The decrease in business travel during this time, coupled with the tendency for those visiting family and friends to stay with their hosts, likely accounted for this trend. Only the luxury hotel category – which doesn’t typically receive business guests – saw elevated daily visits beginning on December 22nd, 2024, likely driven by affluent holiday vacationers.
During the final days of 2024 – December 30th and 31st – all six hotel categories experienced their most robust foot traffic of the period, and most saw their visits surge above the yearly same-day average. This suggests that many consumers, traveling at various hospitality tiers, took hotel-based vacations after spending Christmas at home or at the home of a loved one.
As consumers leveraged time off in the second half of December, museums and aquariums appeared to be popular attractions.
December 23rd, 2024 saw the first visit surge of the period for museums (31.7% above the yearly same-day average) and aquariums (12.6% above the yearly same-day average), perhaps as consumers sought out activities to do with visiting guests.
Following a brief visitation lull on Christmas Eve and Christmas Day, foot traffic to museums and aquariums increased again and remained elevated between December 26th through the end of the year. And both museums and aquariums saw their largest visit peaks of the period on December 30th, 2024 (106.3% and 75.2% above average, respectively), suggesting that these attractions were popular with holiday visitors and end-of-year vacationers alike.
Analysis of transportation hubs, hotels, and leisure venues reveals shifting travel patterns and consumer behaviors during the final weeks of the year. The data suggests that while ground transportation users and air travelers alike typically travel before Christmas Eve, air travelers likely prefer to spend a little extra time at their holiday destination. And although travel is an integral part of the holiday season, most hotel categories don’t see elevated visits until the last few days of the year when family affairs have concluded and vacations are in full swing. Similarly, museums and aquariums sustain elevated traffic for several days after the holiday, as consumers leverage their time off for unique experiences.
For more data-driven insights, visit Placer.ai.

About the Convention Center Index: The Placer.ai Convention Center Index analyzes foot traffic to nearly 150 major convention and conference centers across the country. It excludes resorts and stadiums.
Convention centers serve as hubs for networking, trade shows, and corporate events. But the pandemic brought in-person gatherings to a halt, with businesses pivoting to online conferences – or eschewing them altogether.
And though social-distancing and other pandemic-era restrictions have lifted, the changes in the office and business world continue to linger. With that in mind, we took a closer look at the visitation data to these centers to see how convention center traffic trends and visitor demographics have shifted since pre-pandemic.
COVID-19 profoundly disrupted in-person networking. Now, nearly five years later, its impact on business travel and corporate events still lingers as virtual and hybrid events remain popular. However, similar to the return-to-office trends Placer.ai has tracked over the past few years, convention centers are also showing signs of slow but steady recovery.
While 2024 visits to convention centers nationwide were still 11.2% lower, on average, than in pre-pandemic 2019, traffic was also 3.3% higher than in 2023 and a significant 21.3% higher than in 2022. So – while the frequency and magnitude of in-person business events are not quite back to pre-pandemic levels yet, the visit trends indicate that the convention center recovery story is still being written.
The pandemic’s impact extends beyond overall attendance numbers – diving deeper into the data also reveals shifts in when people visit convention centers. The share of weekend visits jumped from 44.5% in 2019 to 46.9% in 2022 and has remained relatively steady ever since. This suggests that convention centers may have pivoted to hosting concerts, sporting matches, and other leisure events to make up for the dip in business conferences and conventions.
Analyzing the trade areas from where convention centers draw their visits also reveals that the demographics of convention center visitors has shifted since the pandemic. The median household income (HHI) of visitors to convention centers has steadily increased each year analyzed, rising from $86.6K in 2019 to $88.4K in 2024. Similarly, visitors in 2024 were more likely to come from captured market trade areas with higher shares of the “Power Elite” segment than in 2019.
These two metrics indicate a shift in the profile of convention visitors. As virtual attendance becomes more normalized, many companies may be becoming more intentional about subsidising business travel and trade show attendance, reserving in-person events for higher-level executives, decision-makers, or industry leaders. This shift has significant implications for the industry, as convention centers may need to adapt their offerings and facilities to cater to the needs and preferences of this more specialized demographic.
The convention center space appears to be on a slow and steady recovery – and while visits may not return to their pre-pandemic highs, the share of weekend visit growth and increasing attendance of higher-profile professionals indicate that the segment is pivoting.
Will convention centers and office spaces continue to recover? Visit Placer.ai for the latest office and business foot traffic trends.
Return-to-office (RTO) trends have been closely watched over the past few years, with relevant stakeholders trying to puzzle out the impact remote and hybrid work have had on business operations and worker performance. And while visits to office buildings, overall, remain below pre-pandemic levels, office recovery varies from city to city – reflecting the complex and nuanced nature of regional economic trends, workforce preferences, and industry-specific needs.
This white paper harnesses location analytics to explore office recovery in the country’s second-largest economy – Los Angeles. The first part of the report is based on an analysis of foot traffic data from Placer.ai’s Los Angeles Office Index – an index comprising 100 office buildings in LA (including several in the greater metro area). The second part of the report broadens the lens to analyze visits by local employees to points of interest (POIs) corresponding to four major LA-area office districts: Century City, Downtown LA, Santa Monica, and Culver City. The white paper examines the impact that return-to-work mandates have had on visits to office buildings, discovers which demographic groups are driving the RTO, and explores the connection between commute time and return-to-office rates.
The return to office in Los Angeles has consistently lagged behind other major cities, underperforming nationwide recovery levels since the pandemic ground in-office work to a virtual halt. Still, the city’s office buildings are seeing a steady increase in visits, with foot traffic tending to spike at the beginning of each year. This indicates that even though office visits in LA are still below national averages, they are on a steady growth trajectory – a promising sign for stakeholders in the city.
A closer examination of Los Angeles office buildings also shows that despite the overall lag, some top-performing buildings in the LA metro area are defying the odds. Visits to the 20 local office buildings with the narrowest Q2 2024 post-COVID visit gaps were down just 8.7% in June 2024 compared to January 2019 – significantly outperforming the nationwide average.
So while overall office recovery in the city is still behind nationwide trends, these top-performing buildings indicate an optimistic outlook for the city’s office spaces.
Diving into the demographics of visitors to LA’s top-performing office buildings reveals an important insight: these buildings are attracting younger workers. This cohort has shown a stronger preference for in-person work compared to their older colleagues.
Analyzing the buildings’ captured markets with psychographics from AGS: Panorama reveals that these buildings are attracting visitors from areas with larger shares of "Emerging Leaders" and "Young Coastal Technocrats" than the broader metro area.
"Emerging Leaders'' – upper-middle-class professionals in early stages of their careers – make up 20.3% of households in the trade areas feeding visits to these top-performing buildings, compared to 14.9% in the broader LA CBSA. Similarly, "Young Coastal Technocrats," young and highly educated professionals in tech and professional services, account for 14.7% of households driving visits to the top-performing buildings, compared to only 12.1% in the broader area.
The trend suggests that companies in these high-performing office buildings employ many early-career professionals eager to accelerate their careers and work in-person with colleagues and mentors. This is a positive sign for the future of the office market in the LA metro area, indicating that it is attractive to key demographic groups that are likely to drive future growth and innovation.
Over the past few years, the debate regarding return-to-office mandates has been a heated one. Will employees follow return-to-office requirements? Can companies enforce the return to office after offering remote and hybrid work options? Recent location analytics data suggests that, at least in the Los Angeles metro area, some return-to-office mandates have been effective.
Three major tech companies – Activision Blizzard, TikTok, and SNAP Inc. – recently made their return-to-office policies stricter. Activision mandated a full return to the office in January 2024. TikTok has also intensified its return-to-office policy while seeking to expand its office presence in the greater Los Angeles area. And SNAP Inc. required employees to return to the office earlier this year as a condition of continued employment.
Visitation patterns at each of these companies' respective headquarters suggest that their policies have directly impacted visit frequency. Since the beginning of the year, the share of repeat office visits (defined as two or more visits per week) has increased for all three locations. Activision saw its share of repeat office visits grow from 52.1% in H1 2023 to 61.4% in the same period of 2024. TikTok’s repeat visits grew from 49.5% to 61.0%, and SNAP’s repeat visits increased from 36.6% to 42.8%.
These numbers highlight how return-to-office policies can lead to noticeable changes in office visit patterns and offer a blueprint to other businesses looking to foster a stronger in-office workforce.
Los Angeles is the second-largest metro area in the country, with several distinct business districts across its sprawling landscape. And a closer look at four major office hubs in the greater LA area – Century City, Downtown LA, Santa Monica, and Culver City – highlights how the office recovery can vary, not just by city or demographic, but on a neighborhood level.
Weekday visits by local employees to all four analyzed business districts have rebounded significantly since 2020 – though each area has followed its own particular trajectory.
Culver City, home to major businesses including Sony Pictures and Disney Digital Network, saw the least pronounced drop in employee visits during the early days of the pandemic. And in Q2 2024, weekday visits by local workers were down just 18.4% compared to Q1 2019.
Century City, on the other hand, saw the most marked drop in local employee foot traffic as the pandemic set in. But the district’s recovery trajectory has also been the most dramatic – with a Q2 2024 visit gap of just 28.5%, smaller than Downtown LA’s 29.7% visit gap. Perhaps capitalizing on this momentum, Century City is expanding its business district with the addition of a major new office building, set to be completed in 2026 and serve as the headquarters for Creative Artists Agency. Santa Monica, for its part, finished off Q2 2024 with a 23.3% visit gap.
Century City stands out within the Los Angeles metropolitan area for its dramatic decline and subsequent resurgence in local employee foot traffic. And looking at another metric of office recovery – employee commute distance – further underscores the district’s remarkable comeback.
The share of employees commuting to Century City from three to seven miles away has nearly returned to pre-COVID levels – suggesting a normalization of commuting patterns by local workers living in the area. In H1 2019, 33.5% of workers in Century City commuted between 3 and 7 miles to work; in 2022, that number had dropped to 29.8%. But by 2024, the share of visitors making that commute had grown to 32.5% – much closer to pre-COVID numbers.
Similarly, the region’s trade area size, which had contracted significantly in the wake of the pandemic, bounced back significantly in 2024. This serves as another indication of Century City’s rebound, cementing Century City’s status as a key business hub within the Los Angeles metropolitan area.
Five years after the upheaval caused by the pandemic, office spaces are still changing. Although the Los Angeles area has taken longer to recover than other major cities, analyzing local visitation data shows significant potential for the city’s business areas. With young employees leading the return-to-office charge, the city is poised to keep driving its strong economy and adjust to an evolving office environment.
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.
