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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 mixed-use buildings that are both residential and commercial.
Several factors seem to have converged in January 2025 to temporarily hamper the return to office (RTO) recovery. First, last month brought a polar vortex to much of the United States, compelling Americans to stay indoors and avoid unnecessary trips outside – including to the office. January 1st also fell on a Wednesday this year, and many people likely took advantage of the calendar luck to extend their vacation through the weekend – leading to fewer January office visits compared to years when New Year’s Day falls earlier in the week.
As a result, the January 2025 bump appeared relatively muted: Visits in January 2025 were only 17.7% higher than in December 2024, compared to a 31.3% month-over-month increase from December 2023 to January 2024. And visits were 40.2% lower than they were in pre-pandemic January 2019 – a slightly worse showing than the 39.2% pre-pandemic visit gap of December 2024.
The meteorological and calendar challenges seem to have impacted office visits on a metro area as well, with few cities analyzed making significant RTO strides in January 2025. The sole exception was New York, where January 2025 visits were only 19.0% lower than they were in January 2019 – a slightly smaller visit gap than the previous month.
Diving into the year-over-year data shows the impact of the polar vortex more clearly. Many of the cities where residents are used to and equipped for the colder weather – Chicago, Boston, and New York – seemed to have experienced a relatively minimal impact from the arctic blast. The one exception was Denver, which was exceptionally frigid – with subzero temperatures – so that even those used to cold may have opted to work from home.
But in metro areas where weather tends to be relatively warm – including Atlanta, Houston, Washington, D.C., and Dallas – the impact of the polar vortex was visibly stronger. In these cities, the YoY visit gap ranged from 7.5% (Atlanta) to 12.0% (Dallas) – as employees without proper winter jackets or snow tires likely chose to stay cozy and avoid the chill.
January 2025’s RTO stats may not have been particularly impressive, but the relatively weak office data is likely more a reflection of last month’s unique challenges rather than a slowdown in RTO momentum. With the weather now back to normal and no mid-week holidays in the near future, the coming months will be critical in evaluating if the RTO is in fact slowing down or whether January just marked a temporary setback within a still unfolding story.
For more data-driven insights, visit placer.ai.

Brick-and-mortar retail continues to evolve – and while consumers have always turned to physical commercial spaces to gather, shop, eat, and be entertained, we predict that 2025 will be the year of brick and mortar stores as Brand Amplifiers. What do we mean by that? Simply put, the more we have options to do things online – be it shop, communicate, work, or play – the more we also crave the opportunity to do these things in the physical world, and brick and mortar is at the center of making these experiences larger than life. It’s no surprise, then, that even digitally native Gen Z is still regularly visiting physical stores.
We’ve written extensively about the importance of brick-and-mortar locations for digital brands and of standalone boutiques for wholesale brands – within the four walls of a branded store, marketers have the ability to control the narrative. From the visual merchandising to the customer associate, the brand’s personality and DNA can really come to life.
The recent Meta Popup Lab on Melrose Ave in the West Hollywood Design District – created to test its Ray-Ban smart glasses – offers a great example of brick and mortar’s potential to amplify digital brands and make them come to life. While the venue only opened for a little under two months, visitation data and audience profile analysis reveals the consumer demand for the experience as well as the brand amplification value that Meta received from the pop up.
Weekends tend to be the most popular recreation days, as that’s when most people have free time to shop and explore. And looking at visitation patterns shows that this trend held true at the Meta Popup Lab and in the wider Design District retail corridor in which the pop up was operating. But the Meta Popup Lab actually received a larger share of its visits on Saturdays and Sundays compared to the wider shopping corridor – indicating that visitors were dedicating precious weekend time to visit the pop up and make sure they could get the full Meta experience without feeling rushed by their various weekday constraints.
Diving into the visit duration at Meta Lab reveals that over a quarter of visits lasted between 15-29 minutes, and roughly 1 in 6 lasted 30-44 minutes. That time frame is enough to try on some frames, speak to a customer associate, and make a purchase decision.
Meta Lab also drew more visitors from trade areas with higher income and smaller households compared to the wider West Hollywood Design District. This indicates that, as may be expected, Meta Lab attracted a relatively young and affluent audience – tech-savvy visitors with the disposable income to spend.
The success of the Meta Popup Lab underscores the potential of brick-and-mortar spaces as brand amplifiers, transforming digital concepts into immersive, tangible experiences. As consumers continue to seek deeper connections with brands, physical retail offers a unique opportunity to engage, educate, and excite in ways that digital alone cannot. In an era where online and offline worlds are increasingly intertwined, brands that strategically leverage physical spaces will stand out by creating lasting impressions that go beyond the screen.

The Placer 100 Index for Retail & Dining is a curated, dynamic list of leading chains operating across the United States. It includes chains from a variety of industries, such as superstores, grocery, dollar stores, apparel, full-service dining, QSR, and more.
Visits to the Placer 100 Retail & Dining Index increased 3.7% in January 2025 relative to January 2024, indicating that – despite the recent dip in consumer confidence – traffic to brick-and-mortar retail and dining venues remains resilient.
We’ve written extensively about Chili’s ongoing success, so it came as no surprise that the casual dining chain topped the Placer 100 chart again in January 2025: Overall visits and visits per location grew a whopping 29.3% and 30.2%, respectively, compared to January 2024. Barnes & Noble has also been thriving for a while, and the legacy bookseller continued its winning streak with double-digit growth in both overall visits and visits per location in the first month of 2025.
Other notable chart-toppers from January 2025 include LA Fitness, which has been rightsizing its fleet and closing locations throughout the country, leading to a 8.1% year-over-year (YoY) increase in average visits per location. CVS, which closed numerous venues in 2024 as well, has also seen its average visits per location shoot up.
Like Chili’s and Barnes & Noble, Warby Parker was among the January 2025 top 10 growth chains for both overall visits and visits per venue. The company is opening stores at a rapid rate with the long-term goal of 900 brick-and-mortar stores nationwide.
Warby is an expert in omnichannel integration, and the company continues to enhance the online customer experience even as it builds up a brick-and-mortar empire. And analyzing the brand’s January 2025 metrics along with its 2024 performance – when overall visits increased 16.8% while average visits per venue remained steady – reveals that this investment in both its physical and digital channels is paying off.
According to co-CEO and co-founder Dave Gilboa, brick-and-mortar venues accounted for around 70% of Warby Parker’s revenue as of Q3 2024 – an increase from 67% in Q3 2023 – though many customers who initially bought in-store made subsequent purchases online. This showcases the customer acquisition potential of physical stores, especially for companies who succeed in integrating and creating synergy between their offline and online presence. And some of Warby’s strongest e-commerce growth has taken place in metro areas where the brand has a significant physical presence – emphasizing the role that brick-and-mortar venues play in raising brand awareness and strengthening consumer engagement.
It seems, then, that Warby Parker's strategic offline expansion is not only driving in-store sales but also fueling online growth – demonstrating the powerful interplay between brick-and-mortar locations and digital engagement in strengthening customer loyalty and brand visibility.
For more Placer 100 Retail & Dining Index data, visit https://www.placer.ai/placer-100.

About the Placer.ai Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country.
Shopping centers started the year off strong with year-over-year growth across all mall formats analyzed: January 2025 visits increased by 5.5% for indoor malls and by 2.9% and 2.7% for open-air shopping centers and outlet malls, respectively, compared to January 2024. The January visit growth is particularly impressive given this year’s arctic blast which kept many consumers home for much of the month.
Relatively few mall-goers visit the mall twice (or more) in one month. Open-air shopping centers have the highest rate of returning monthly visitors – likely thanks to their extensive dining and entertainment options – but even this format only sees around a third of its visitors heading to an open-air shopping center more than once a month.
Comparing the share of returning visitors in January 2024 and 2025 for each format reveals that the share of returning (2+ times) visitors decreased YoY in January 2025, even as overall traffic increased. This means that last month’s visit growth was primarily driven by casual visitors, and could indicate that interest in malls is moving beyond regular patrons as the format now gains new customers – boding well for shopping centers’ potential in 2025.
Even though January visits increased YoY, traffic was still (expectedly) significantly lower than it was in December. The holidays are malls’ busiest season, and traffic between December 2024 and January 2025 dropped 36.1%, on average, across the three formats. And diving into the data reveals several shifts in audience profile and visitor behavior between December and January.
In terms of visitor behavior, dwell time across the three mall formats fell in January compared to December, indicating that all three shopping center types enjoy an increase in both the quantity and the quality of visits over the holiday season. The increase in dwell time in December seemed correlated with the increase in holiday visits: Outlet malls, which received the largest holiday visit boost, also had the biggest difference in dwell time between December and January (73.8 minutes compared to 68.7 minutes, or a 6.9% increase in dwell time in December). Meanwhile, open-air shopping centers, which received the smallest holiday visit boost, also saw the smallest difference in dwell time between December and January.
In terms of audience profile, the holidays seemed to drive more visits from members of households with children to all mall formats. This is likely due to several factors, including parents looking for a one-stop-shop for their gift lists and to the numerous family-friendly holiday activities offered by malls across the country, such as mall Santas and holiday markets.
The January 2025 Mall Index data suggests significant growth potential for malls in 2025. The increase in one-off visits may indicate that malls are attracting a broader audience, signaling an opportunity for retailers and shopping centers to convert these casual visitors into loyal customers. Will malls leverage this momentum to ensure that today’s occasional mall-goers become tomorrow’s repeat shoppers?
Visit placer.ai to find out.

The Kansas City Chiefs and the Philadelphia Eagles will face off in Super Bowl LIX on Sunday in a rematch of the Super Bowl two years ago. And on their journeys to the big game, each team hosted a conference championship in their home stadium – in both the 2023 and 2025 playoffs. How did the visitors to these games compare, and what might it mean for this Super Bowl sequel? Read on to find out.
The AFC and NFC Championships determine the teams that will play in the Super Bowl – and die hard fans travel from near and far to attend big games.
The AFC Championship in both 2023 (for the 2022 season) and 2025 (for the 2024 season) took place at GEHA Field at Arrowhead Stadium – home of the Kansas City Chiefs – with the Chiefs playing the Cincinnati Bengals in 2023 and the Buffalo Bills in 2025. In 2025, GEHA Field at Arrowhead Stadium saw an increased share of visitors traveling less than 30 miles to the stadium (45.1%), compared to 2023 (43.6%). Fans tend to rally around a winning team, and an increase in local attendees suggests a boost in support from the Chief’s core fanbase in the Kansas City, MO area as the team looked to take another step towards winning three straight Super Bowls. But the stadium also received an elevated share of attendees traveling 100-250 miles to the stadium in 2025 (24.7%) compared to 2023 (21.5%) – a distance that includes Omaha, NE, Tulsa, OK, and Wichita, KS – indicating that Chiefs Kingdom has also bolstered its strongholds somewhat further away over the last two years.
On the NFC side, the Philadelphia Eagles played at their home stadium – Lincoln Financial Field – in both the 2023 NFC Championship (for the 2022 season) against the San Francisco 49ers and the 2025 NFC Championship (for the 2024 season) against the Washington Commanders. And between 2023 and 2025, the share of visitors who traveled between 100-250 miles to Lincoln Financial Field doubled (from 6.0% to 12.0%) – likely thanks to the D.C. area fans who made the trip to cheer on the Washington Commanders in 2025. The share of attendees who traveled between 30-100 miles also increased in 2025 relative to 2023 (23.4% vs. 21.5%), which could reflect visitors from areas adjacent to Philadelphia and Washington D.C. who also support one of the two competing NFC East teams.
During the upcoming Super Bowl at Caesars Stadium in New Orleans, LA, neither team will have home-field advantage. But if past Super Bowls provide any indication, a sizable local audience is to be expected, along with fans traveling from the teams’ hometowns and other large population centers.
Analyzing the audience segmentation of the stadium visitors at the 2023 and 2025 AFC and NFC Championships can provide further insight into the fans that were in attendance – and those who might attend the Super Bowl.
Despite the geographical distance between GEHA Field at Arrowhead Stadium in the Midwest and Lincoln Financial Field in the Mid-Atlantic, their audiences during these high-profile contests were surprisingly similar. Trade area analysis of the two stadiums combined with the Spatial.ai: PersonaLive dataset revealed that the “Ultra Wealthy Families,” “Upper Suburban Diverse Families,” “Wealthy Suburban Families,” and “Young Professionals” segments were the largest audience groups in the captured markets of both stadiums for the 2023 and 2025 Conference Championships. (A venue’s captured market refers to the census block groups (CBGs) from which it draws its visitors, weighted to reflect the share of visits from each one – and thus reflects the profile of the venue’s visitor base.)
This suggests that despite regional differences and ticket-price differentials, for the biggest games, fans in the stands come from relatively similar households. This may also be the case for the Super Bowl, which rotates annually between NFL stadiums.
Moving on from the Conference Championships, the stakes will be even higher this coming Sunday at Super Bowl LIX. How will visitation and demographic patterns stack up?Visit Placer.ai to find out.

Shake Shack and Wingstop, two major names in the fast-casual and quick-service restaurant category, have had a standout year. Both chains enjoyed impressive visits while executing wide-ranging expansion strategies.
We dive into the location analytics for both brands to recap 2024’s success.
Shake Shack and Wingstop performed extremely well in 2024, with visits up 21.7% and 23.0%, respectively, compared to 2023 – thanks in large part to aggressive fleet expansions. Both chains enjoyed their strongest year-over-year (YoY) visit growth in the first half of the year, with H1 2024 visits to Shake Shack up 26.0% and to Wingstop up 28.7% compared to the same period in 2023. And while growth slowed down slightly towards the end of 2024, the two brands still ended the year with 16.8% (Shake Shack) and 11.6% (Wingstop) Q4 YoY visit growth – quite an impressive metric, especially given the wider dining headwinds.
Shake Shack and Wingstop are both in the midst of aggressive fleet expansions: Shake Shack opened 42 new locations and plans to triple that number in the coming years, while Wingstop added at least 138 new locations and also plans on adding hundreds of new stores in the coming years. Both companies have made suburban expansion a central focus of their growth strategies, and psychographic shifts in their captured markets over the past five years suggest this approach is working. Analyzing the chains’ visitor bases using the Esri: Tapestry dataset combined with Placer.ai captured market data reveals that Shake Shack increased the share of “Suburban Periphery” visitors in its trade area from 43.8% in 2019 to 45.4% in 2024. The share of the “Suburban Periphery” segment in Wingstop’s trade area rose from 23.8% to 24.9% during the same period. Wingstop also saw a decline in its share of “Urban Periphery” visitors while the share of the “Principal Urban Center” segment in both chains’ trade areas decreased during the analyzed period – further indicating growth in suburban markets.As more people migrate to the suburbs, offering convenient dining options outside of city centers is likely to remain a winning strategy for both chains.
While expansions helped drive the overall visit numbers up, the two chains also received several traffic spikes throughout the year driven by limited time offers (LTOs) and special menu launches. This strategy has recently proven successful for a number of QSR and fast-casual chains – Wendy’s, for example, finished 2024 with a 2.8% YoY increase in Q4 visits (0.7% YoY increase for 2024 as a whole) thanks in large part to its Krabby Patty Kollab LTO. Shake Shack received the most significant visit increase relative to its 2024 weekly visit average during its holiday special which included offers of free burgers every day from mid-December through Christmas Eve. Diners eagerly responded to the promotion, with weekly visits surging by 24.4% during the week of December 16th, 2024 relative to 2024’s weekly average. Similarly, Wingstop’s National Wing Day promo led to a 17.2% visit increase over the week of July 30th. Other promotional activities also influenced visits at these dining chains. For example, Shake Shack’s summer barbecue menu, which included a unique perk – a limited offer of “stain insurance” for customers who got excess BBQ sauce on their clothes – drove visits 13.8% higher than the weekly visit average. Similarly, Wingstop’s Summer of Flavor bundle drove visits to the chain during the week of July 22nd, 2024 by 6.6% relative to the 2024 weekly visit average. These promotions highlight the importance of creating buzz and offering exclusive deals to attract both new and returning customers.
Both Shake Shack and Wingstop enjoyed impressive visits in 2024 while expanding their fleets – but can the two chains continue this success into 2025? Visit Placer.ai/blog to keep up with the latest data-driven dining insights.
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.
