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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include government buildings or mixed-use buildings that are both residential and commercial.
While headlines trumpeting an imminent return to traditional office life fueled by corporate mandates have become increasingly common in recent months, ground-level data reveals a more complex reality. Office building foot traffic indicates that the office recovery has slowed, with February visits down by 36.3% compared to pre-pandemic levels in February 2019. This data suggests that despite top-down pressure and RTO mandates at several major U.S. companies, hybrid and remote work models remain widespread.
Diving into the market-level data reveals that the nationwide average office occupancy metric was driven by relatively significant visit gaps across most analyzed cities, with the exception of New York City and Miami that continued to lead the return to office (RTO) trends, followed by Atlanta. Houston, Washington D.C., and Dallas all experienced year-over-five-year (Yo5Y) visit gaps of 34.6% to 38.4% – close to the nationwide average – while the Yo5Y office visit gaps for Boston, Los Angeles, and Denver was 43.5%, 45.1%, and 46.6%, respectively.
But one metric did stand out in the February data that could hint at a relatively localized RTO acceleration. For the first time since we started tracking the post-pandemic office recovery, San Francisco (47.5% Yo5Y visit gap) outperformed Chicago (48.5%) – perhaps indicating that RTO mandates in the tech world are beginning to move the needle in the country’s tech capital.
The slowing return to office (RTO) trends also emerge when analyzing the year-over-year (YoY) data. Although some visit gaps were to be expected given the comparison to a 29 day February in 2024, most cities – with the exception of Miami, Boston, and San Francisco – saw a larger dip in office visits than the approximately 3.5% visit gap that could be attributed to the calendar shift.
The dip in office visits compared to 2024 suggests that the RTO mandates are not having a significant impact on office occupancy patterns in most major cities and further underscore the enduring impact of remote and hybrid work models.
The RTO data reveals a complex and evolving landscape shaped by both corporate directives and the enduring preferences of a workforce that has experienced the flexibility and autonomy of remote work. At the same time, disparities between major cities – with New York and Miami in the lead and Chicago and San Francisco lagging behind – highlight the influence of local economic factors, industry concentrations, and perhaps even cultural preferences on office occupancy. As businesses continue to navigate this transition, a deeper understanding of these regional nuances and of the underlying drivers of in-person work will be crucial for companies looking to formulate RTO policies that best serve their broader goals.
For more data-driven insights, visit placer.ai.

This year is expected to present challenges for many restaurant operators, including (1) an uncertain macroeconomic environment; (2) growing encroachment from grocers, warehouse clubs, and convenience stores; and (3) difficulties connecting with consumers as they prioritize both value and convenience. Against this backdrop, Chipotle’s management is forecasting low- to mid-single-digit comparable sales growth for the full year. The company faces tough year-over-year (YoY) comparisons—our data shows a 4.2% increase in visits per location in 2024, placing Chipotle among the top-performing restaurant chains with more than 100 locations. However, despite the uncertain landscape, our data highlights several reasons why Chipotle may surpass this forecast.
Between 2020 and 2024, Chipotle introduced several new protein options that significantly contributed to its growth and customer engagement. In 2021, the launch of Smoked Brisket became a fan favorite, leading to its return in 2024 due to popular demand. The re-introduction of Chicken al Pastor also played a role in boosting visits, significantly lifting visits trends during the second quarter of 2024. These innovative protein additions have not only diversified Chipotle's menu but also resonated with customers, driving sales and enhancing the brand's market presence.
Chipotle introduced Honey Chicken as a limited-time protein option systemwide on March 7th 2025. According to management, Honey Chicken was the brand’s best-performing limited-time offer test, excelling in both early sensory testing and broader market trials. To validate this claim, we examined YoY visitation data for the 55 locations in Sacramento and 25 locations in Nashville where Honey Chicken was tested in the fall of 2024. Launched on August 27th, 2024, our data indicates an immediate boost in visits per location in Sacramento and sustained outperformance in Nashville.
While it’s difficult to extrapolate the success of a limited-time product nationwide based on its performance in a few test markets, our data indicates that Chipotle’s Honey Chicken will likley be among the best performing new product launches in 2025.
In recent years, Chipotle Mexican Grill has experienced notable success by expanding into smaller markets across the United States. This strategic move has led the company to increase its long-term goal from 6,000 to 7,000 North American locations, with many new restaurants opening in towns with populations around 40,000. These small-town locations have demonstrated unit economics comparable to or even surpassing those in larger markets.
Our data shows continued visit outperformance in smaller markets in 2024, with Chipotle locations in non top-25 markets seeing greater visits per location than locations in top 25 markets. And this strategic expansion sets the stage for continued outperformance as store openings in the company’s smaller markets continue to enter the comparable sales base in 2025.
Chipotle's “Chipotlane” format stores—which include a dedicated drive-thru lanes for digital order pickups—has significantly enhanced operational efficiency. According to management, Chipotlane location stores often see transactions completed in less than a minute, which compares favorably to traditional QSR drive-thru times. This swift service has led to a 10%-15% increase in sales at Chipotlane-equipped locations compared to traditional formats. Chipotle now has more than 1,000 Chipotlane locations, with plans to include this feature in the majority of new restaurants, aiming for an annual unit growth of 8% to 10%.
We grouped the first 100 Chipotlane locations with our data to better understand the impact on throughput and operational efficiency. Our data indicates that Chipotlane locations outperformed the chain average by a meaningful amount – especially during peak lunch and dinner hours – adding further support for the company’s potential outperformance in the year ahead.
Overall, while 2025 presents a challenging landscape for the restaurant industry, Chipotle appears well-positioned to navigate these headwinds and potentially exceed its growth expectations. The company’s proven track record of successful menu innovations, along with the promising early results of Honey Chicken, demonstrate its ability to resonate with consumers. Additionally, Chipotle's strategic expansion into smaller markets and the continued rollout of Chipotlane locations are key drivers that could boost visitation and operational efficiency. Despite a difficult macroeconomic environment and increased competition, Chipotle’s combination of menu innovation, market expansion, and enhanced convenience through Chipotlanes sets the stage for continued success in 2025.

Allbirds rose to prominence during the direct-to-consumer (DTC) boom, quickly gaining a loyal following. However, the brand faced challenges in recent years and, in 2024, made a strategic pivot to optimize its store fleet and significantly rightsize its retail footprint. How has this shift impacted foot traffic? We took a closer look.
Allbirds closed almost a third of its U.S. store fleet in the first three quarters of 2024 – downsizing from 45 U.S. stores at the end of 2023 to 31 stores as of September 2024 – leading to expected declines in overall visit numbers. But as the number of Allbirds stores in operation fell, visits per location increased steadily – suggesting that the company is successfully consolidating its physical footprint and funneling visitors to its most successful stores.
While Allbirds has locations in a number of states across the country, its main stronghold remains its home state of California. And diving into the visit data reveals that its rightsizing strategy has paid off handsomely in the state, with YoY visits per location surging by 28.2% in January 2025 compared to 19.8% YoY growth nationwide, suggesting that Allbirds is successfully optimizing its footprint to focus on high-performing markets.
Rightsizing typically allows brands to focus on their best-performing markets – and it looks like Allbirds has succeeded in that regard. Between January 2024 and January 2025, the median household income (HHI) in Allbirds’ captured market rose from $108.5K to $125.6K. Similarly, the share of "Educated Urbanites" and "Ultra-Wealthy Families" Spatial.ai: PersonaLive segments increased, indicating that the brand is now catering to a more affluent visitor base that could help it weather economic uncertainties and wider retail challenges.
Allbirds’ strategic repositioning seems to be delivering some of the desired results. By focusing efforts on high-performance locations and the shopper experience, the brand is seeing higher visits per location and a more engaged customer base.
Will Allbirds continue to soar?
Visit Placer.ai to find out.

Last year was a leap year, so February 2025 had one less day than February 2024 – leading to dips in year-over-year (YoY) monthly comparisons across the board, including in the mall space.
But comparing YoY at average daily visits – a more accurate analysis of YoY performance when comparing a regular year to a leap year – reveals that visits to indoor malls and open-air shopping centers held relatively stable in February 2025, despite the sharp drop in consumer confidence. And both mall types outperformed the wider retail YoY average – highlighting the ongoing resilience of the retail format.
Meanwhile, outlet malls continued lagging behind both overall retail numbers and the other two mall types. This mall type tends to attract a slightly lower-income visitor base, which could be more susceptible to economic uncertainties – and outlet mall shoppers may have avoided long travels in the cold, preferring to look for discounted items online or in off-price stores closer to home.
Malls’ unique position as both shopping centers and entertainment hubs likely contributed to malls’ stable February visitation patterns amidst the wider consumer headwinds. All three mall types saw significant visit increases on Valentine’s Day (February 14th) along with a rise in the share of evening (7 PM to 10 PM) visits. At the same time, only outlet malls saw a slight increase in the share of shorter visits (under 30 minutes) on Valentine’s Day.
This data suggests that malls played a role in many consumers’ Valentine’s Day celebrations – both in serving as a one-stop shop for gifts and as a centralized place with a variety of dining and entertainment options for the perfect Valentine’s date night.
The steady February foot traffic coupled with strong engagement on key holidays like Valentine’s Day underscores the enduring role of malls as more than just shopping destinations. As we move further into 2025, the ability of malls to adapt and cater to evolving consumer behaviors will remain a critical factor in their continued success.
For more data-driven retail insights visit placer.ai.

The beauty industry’s reign over specialty retail may be slowly coming to an end in 2025. In the post-pandemic retail economy, beauty had been an outlier as it continued to grow visitation despite declines in other discretionary categories and a general pullback in retail demand. Beauty retailers were primed for the interaction of mass and prestige beauty growth; brands at both the low and high end benefited as consumers' appetite for make up and skincare exploded.
But in 2024, consumers began to shift their focus away from beauty and back towards other discretionary categories, such as apparel and home furnishings. At the same time, we’ve also observed more caution amongst consumers surrounding all discretionary demand. Beauty tends to do well during times of economic uncertainty; items are small and generally less expensive than other discretionary purchases like shoes or accessories.
However, the category’s sustained success over the past few years may have run out, even as consumers look for value and small indulgences. Beauty executives warned of these headwinds in early 2024, and Placer’s visit trends have corroborated the softening of trends across the industry.
2024 visits to beauty and self care retail chains grew 1.5% versus the previous year, compared to 18% growth in 2023 and 17% growth in 2022. There was a true shift in momentum of this industry over the last year, and the deceleration of growth is in stark contrast to the industry’s flourishing in the immediate post-pandemic years.
When we put this into the context of broader discretionary retail, the trends in beauty counter those of apparel and home furnishings, who accelerated their rebounds throughout last year. There are a myriad of reasons for these changes in 2024, but major beauty brands have shared a drop-off in demand and waning sales, signs that point to changing consumer behavior instead of a shift in channel preference from physical to digital.
Ulta Beauty had been driving much of the growth of the beauty industry, due to its positioning as a destination for both mass and prestige beauty products. This business model, which served it well over the past few years, also exposed some potential hurdles as demand decelerated in 2024. Ulta’s visit growth in 2024 was just 1.9% year-over-year (2.5% YoY growth for Q4 2024), which surpassed other beauty chains, but slowed dramatically compared to previous trends.
A potential source of Ulta’s visit growth declaration could be one of its greatest opportunities over the past few years; its shop-in-shop partnership with Target. The two chains attract similar consumer demographics and align in their value offerings to shoppers. Looking at Placer’s cross visitation analysis, among visitors to Ulta Beauty, those who also visited Target increased from 86.9% in 2022 to 90.1% in 2024. Ulta visitors may be choosing to visit an Ulta outpost in Target more frequently than in the past, due to the convenience. But, that increase in visits to Target may be cannibalizing visit frequency to standalone Ulta Beauty locations.
Another change to Ulta Beauty’s overall visitation comes from the distribution of visitors to the retail chain. There were declines in the share of visits to Ulta from wealthier, suburban, and younger consumer segments, which account for the largest consumer bases for the retailer. There have been slight increases in the share of visits by Blue Collar Families and diverse shopper segments, but those consumers are likely to be more constrained in purchasing power than Ulta’s core shoppers.
Overall, the beauty space’s journey in 2024 is likely an indicator of what’s to come, especially for the larger chains. One retailer that has been the exception to the rule is Bluemercury, which Placer selected as a 10 Top Brands to Watch in 2025. For the remainder of the industry, retailers must find their reason for consumers to visit, despite a potential decline in demand for the category.

Two of the biggest sporting events of the year – the Super Bowl and the Daytona 500 – took place in February 2025. We dove into the location analytics and demographic characteristics of visitors for both events to find out who attends the Big Game and the Great American Race.
Super Bowl tickets aren’t cheap, and combined with elevated travel costs, attending the game comes with a hefty price tag. So it may be no surprise that “Ultra Wealth Families” – Spatial.ai: Personalive segment for the nation’s wealthiest households – are consistently the largest segment within the stadiums’ captured markets* on game day. The same trend persists for NFL’s conference championships, indicating that regardless of the region in which the biggest games are played, fans in attendance come from relatively similar, affluent households.
*A venue’s captured market is derived by the census block groups (CBGs) from which the venue draws its visitors, weighted by the share of visits from each, and thus reflects the population that actually visits the venue.
Visitors to the Daytona 500, it seems, are a more diverse cohort. Although the race is the most prestigious in NASCAR, tickets are available at price-points that suit a variety of budgets. And analyzing the visitor base of Daytona International Speedway on race day in 2025 reveals that the event’s relative affordability seemed to have attracted visitors from all walks of life: The venue’s trade area included a wide range of psychographic segments – ranging from the wealthiest families to retirement-age folks on a budget – demonstrating the diversity of the audience in attendance.
Analysis of the 2025 Super Bowl and Daytona 500’s trade areas, which reflect the regions from which the venues received visitors on the day, reveals other key differences between the events’ attendees.
As was the case for previous Super Bowls, the 2025 Super Bowl at the Caesars Superdome in New Orleans, LA drew visitors from the country’s major metro areas – and from some of the wealthiest – including New York City, Los Angeles, San Francisco, and Miami. The trade area also revealed elevated attendance from the teams’ home regions – Kansas City, MO and Philadelphia, PA – likely by the squads’ die-hard fans, and robust visitation from the host region (the New Orleans area), as local football fans appeared to take advantage of the opportunity to attend a Super Bowl close to home.
The 2025 Daytona 500's trade area, however, revealed a more tilted regional distribution of visitors. Although the event did draw fans from all over the country, most of the Daytona International Speedway attendees came from the Eastern United States, and Florida in particular – which hosts the race every year. This suggests that while the Daytona 500 attracts visitors from all over the country, the event is particularly popular among locals.
Want more data-driven event insights? Visit Placer.ai.
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.
