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Boot Barn is one of the fast growing brick-and-mortar apparel brands, with the company seeing a 13.5% year-over-year (YoY) increase in overall visits in Q1 2025. And while much of the growth is driven by the chain’s expansion, the average number of visits per location has remained stable (+0.2% YoY in Q1 2025), suggesting that Boot Barn’s expansion is catering to an existing and eager consumer base.
The company’s strength continued into April, with average visits per venue up by 3.3% YoY – the strongest increase all year – perhaps boosted by consumers’ stocking up on apparel ahead of anticipated price hikes.
For more data-driven retail insights, visit placer.ai/anchor.

Like many consumer companies, the first quarter of 2025 was a challenging one for quick-service restaurants (QSRs). Consistent with commentary from the management teams at several QSR chains that have reported first-quarter 2025 results, year-over-year foot traffic decreased amid increased economic uncertainty for consumers, with our data indicating a 1.6% decrease year over year (YoY). Major chains like McDonald's reported a 3.6% decrease in U.S. same-store sales, driven largely by reduced visits from lower- and middle-income consumers according to management. Despite efforts to attract budget-conscious diners through value promotions like $5 meal deals, many consumers opted to dine at home or shift to more affordable grocery options. However, some brands, including Taco Bell and Wingstop, managed to buck the trend by leveraging unique products and targeted promotions to drive traffic growth.
Below, we build upon our Q1 recap analyses and review year-to-date visitation trends for some of the more notable limited service chains.
McDonald's has not been immune to the increasingly challenging operating environment faced by QSR operators, reporting a 3.6% drop in U.S. same-store sales – the steepest since 2020. This reduction in guests comes amid heightened economic uncertainty and inflationary pressures, which particularly impacted low- and middle-income consumers and led to YoY decreases in visits across much of the retail sector. Our data indicated a 3.3% decrease in visits per location for the quarter, which compares favorably with McDonald’s reported results when adjusting for YoY menu price increases and product mix (an increase in McValue menu purchases has put downward pressure on the average check size). However, weekly visit per location trends have improved since the quarter ended, helped by new menu items, including chicken strips and a Minecraft-themed Happy Meal, to attract cost-conscious diners.
Chipotle Mexican Grill reported a comparable restaurant sales decline of 0.4% during Q1 2025, marking the first such drop since 2020. The comparable store sales decrease was driven by a 2.3% decrease in transaction volume, partially offset by a 1.9% increase in average check size. Our data indicated a 2.1% decrease in visits per location for the full quarter, aligning with the company’s reported results.
Like McDonald’s, Chipotle saw improved visitation trends in March, helped by the introduction of Honey Chicken Since as a protein option in March. According to management, the percentage of Honey Chicken orders as a percent of total has been higher than any other previous limited time offer and even surpassing its two-market pilot test. However, on its first-quarter update, management also called out a slowdown in underlying transaction trends during April as consumers reduced their frequency of restaurant visits amid economic concerns.
Starbucks' also faced a challenging consumer backdrop in the U.S. during its January-March 2025 quarter, with comparable store sales declining 2% year-over-year. This decrease was primarily driven by a 4% drop in transaction volume, partially offset by a 3% increase in average ticket size. Our data indicated [a 5.6% decrease in visits per location and 3.7% decrease in comparable visits]. The company attributed these pressures to decreased foot traffic and increased labor investments associated with its "Back to Starbucks" turnaround strategy. Despite these headwinds, CEO Brian Niccol expressed confidence in the ongoing transformation efforts aimed at enhancing customer experience and operational efficiency.
While Starbucks is still in the early days of implementing its turnaround strategies, competition from mid-sized chains like Dutch Bros, Scooter’s Coffee, and 7 Brew Coffee has become more pronounced. As we recently discussed, these emerging competitors experienced significant year-over-year visit increases—13.4% for Dutch Bros, 15.3% for Scooter’s, and an impressive 87.3% for 7 Brew—suggesting that consumers are increasingly drawn to unique, indulgent offerings and convenient formats such as drive-thrus. Despite Starbucks' strong customer loyalty, the rise of these agile rivals indicates a shift in consumer preferences toward more personalized and experiential coffee options.
In Q1 2025, Taco Bell's emphasis on product innovation significantly contributed to its strong performance, with U.S. same-store sales increasing by 9%. Management noted that "Taco Bell saw a significant expansion in consumer penetration" which helped the brand to grow traffic low single digits, which is consistent with our year-over-year visit per location trends shown below.
The brand introduced a variety of new menu items, including the Caliente Cantina Chicken Menu featuring a spicy red jalapeño sauce, and the Flamin' Hot Burrito filled with seasoned beef, nacho cheese sauce, and Flamin' Hot Cheetos. Additionally, Taco Bell brought back its crispy chicken nuggets, marinated in jalapeño buttermilk and coated with breadcrumbs and tortilla chips, aiming to make them a permanent menu item by 2026. These innovative offerings, alongside value-focused options like the $5, $7, and $9 Luxe Cravings Boxes, have attracted a broad customer base, reinforcing Taco Bell's position as a leader in the quick-service restaurant industry.
Conclusion
Overall, the first quarter of 2025 underscored the increasingly competitive and economically sensitive landscape facing quick-service restaurant chains. While many brands struggled with softer consumer demand and declining visit volumes, a few outliers like Taco Bell and Wingstop demonstrated the power of targeted innovation and promotional strategies. As macroeconomic pressures persist, success in the QSR space will likely hinge on a brand’s ability to balance value offerings with menu excitement, respond quickly to evolving consumer behaviors, and differentiate through experience—whether through digital innovation, drive-thru efficiency, or localized product development.
For more data-driven dining analysis, visit placer.ai/anchor.

With Google and Uber joining the ever-growing ranks of companies tightening remote work policies, employees across industries are being forced to spend more time in the office. But how much are office visit patterns really changing on the ground? Did the resurgence observed in March 2025 continue into April, or was it merely a brief reprieve from the slump seen earlier this year?
April 2025 emerged as the third-busiest in-office month since COVID, outpaced only by October and July 2024. And visits to the Placer.ai Nationwide Office Index were down just 30.7% compared to April 2019 (pre-COVID) – an improvement over April 2024. The upswing is especially notable given that Easter fell in April this year, whereas last year it fell in March. Though the holiday itself takes place on Sunday, many employees celebrate the occasion with a long weekend.
April 2025’s strong performance suggests that despite setbacks in January and February, the office recovery is back on track, with further increases potentially ahead in the coming months.
A closer look at regional trends shows significant variation across major business hubs. New York City, long at the forefront of office recovery, nearly closed its post-pandemic office visit gap in April 2025, with visits just 5.5% below April 2019 levels. Miami also performed strongly, with visits down only 15.3%. Meanwhile, Atlanta and Dallas outperformed the national baseline (Dallas, just barely), while San Francisco once again took up the rear with Chicago.
Drilling down deeper into the data for office recovery leaders, New York and Miami highlights the continued influence of hybrid work on office visitation trends, even as numbers approach pre-pandemic levels.
Nationwide, office visits recovered most strongly mid-week. But this trend was especially pronounced in nearly-recovered NYC, where Tuesdays and Wednesdays were actually busier last month than they were during the same period of 2019 – and where Thursdays were essentially on par with April 2019 levels. Meanwhile, Fridays, and to a lesser extent Mondays, remained significantly below pre-COVID benchmarks. In Miami, too, it was midweek attendance that powered the office recovery – though Fridays rebounded more strongly in the Florida hub than in New York or nationwide.
Turning to year-over-year (YoY) trends, San Francisco once again led in YoY office visit growth – suggesting that accumulating RTO mandates in the city’s tech sector may be fueling substantial recovery. Boston was not far behind, with visits up 7.4% YoY. And while most other cities also posted YoY visit growth, a few hubs – including Houston and Los Angeles – saw modest declines.
April 2025 data from the Placer.ai Office Index indicates that the renewed office recovery momentum seen in March 2025 is continuing apace – though hybrid work remains in full force. What lies ahead for offices in the months to come?
Follow Placer.ai’s data-driven office recovery analyses to find out.

The Coachella Valley Music and Arts Festival, held annually at the Empire Polo Club in Indio, CA, recently wrapped up its 24th run. We dove into the location intelligence data to understand how the audience has changed in recent years and understand how the shift is impacting spending patterns at the festival.
Indio, CA is home to the Empire Polo Club, a thousand-acre event facility known for hosting many large-scale events throughout the year which attract numerous out-of-towners. One of the venue’s oldest annual events is the Coachella Valley Music and Arts Festivals (often referred to just as “Coachella”) that takes place over two consecutive three-day weekends in April and drives large visit spikes to Indio during its run.
Like many other live cultural events, Coachella was cancelled in 2020 and 2021 due to the ongoing COVID pandemic. And comparing the recent audience segmentation data for Empire Polo Club visitors during recent Coachella weekends to pre-pandemic trends suggests that the festival’s audience shifted slightly following its post-pandemic return.
In recent years (2023, 2024, and 2025), the share of family segments in the Empire Polo Club’s captured market has generally been higher than it was pre-pandemic, while the share of single audience segments decreased. Specifically, Spatial.ai’s segments of Near-Urban Diverse Families, Wealthy Suburban Families, and Melting Pot Families grew, while the share of Young Professionals fell. The share of Educated Urbanites in the Empire Polo Club’s captured market showed more variance, though it was also lower over the last two years (2024 and 2025) than it was in 2019.
The audience shift could suggest that Coachella is becoming more family-friendly, with some parents choosing to make a family trip out of the festival weekend. At the same time, the increase in family-oriented segments may also indicate that the audience base has shifted younger and that the festival now attracts more Gen Z attendees, many of whom still live at home.
The shift in audience also seems to have driven a change in spending patterns over Coachella weekend. Between 2019 and 2025, the data reveals a notable decrease in hotel & resort visits by Coachella attendees along with an increase in visits to major retail and dining categories, with the largest visit increase reserved for the most affordable segments.
Perhaps budget-conscious families and cash-strapped Gen-Zers living at home are foregoing the more expensive hotels and resorts in favor of more affordable accommodations such as Airbnbs or even camping on-site. To stretch their budgets even further, these attendees are favoring grocery stores, superstores, c-stores, and QSR as their preferred food options, driving significant visit increases to these categories.
At the same time, traffic to full-service restaurants and even apparel chains also grew somewhat in recent years – which could suggest a bifurcated spending pattern. While a significant portion of attendees prioritize affordability in lodging and everyday food, other segments with more disposable income are still willing to spend on sit-down dining and fashion purchases, perhaps viewing these as part of the overall festival experience.
Analyzing post-pandemic Coachella audiences reveals an increased presence of family segments, coupled with a notable gravitation towards budget-friendly spending – painting a picture of a potentially younger, more financially conscious attendee base. Simultaneously, the continued, albeit more moderate, growth in spending at full-service restaurants and apparel chains also indicates a persistent segment willing to invest in the broader festival experience. This dual trend underscores Coachella's success in balancing its appeal to both value-driven attendees and those seeking a more premium experience and suggests that the festival is continuing to maintain its relevance in 2025 – and beyond.
For more data-driven consumer insights, visit placer.ai/anchor.

Following a February slowdown, March 2025 mall data offered early signs of a rebound as indoor mall traffic increased and visit gaps at open-air shopping centers and outlet malls narrowed. Now, April data confirms the resurgence in mall activity, with YoY monthly visits up across all mall formats.
Some of the strength may be due to this year’s relatively late Easter, which fell in April (Easter 2024 took place in March) and may have led to a YoY increase in April 2025 as families utilized the holiday weekend for shopping and leisure. But diving deeper into the data suggests that the calendar shift is just one reason for this month’s strong visit numbers, which may also have been boosted by a pull-forward of consumer demand following the early April tariff announcement.
Looking at daily visits in April reveals that the Easter calendar shift had both a positive and negative impact on mall foot traffic. Visits were strong the week before Easter – particularly on Good Friday – as consumers bought gifts, shopped sales, and used their day off to visit mall-based dining and entertainment venues with friends and family. Outlet malls in particular received a significant boost with visits on April 18th (Good Friday) up 26.2% compared to the April 2025 Friday average – perhaps evidence of a more challenged consumer.
But visits to all three formats also dropped significantly on Easter Sunday, with visits to indoor malls, open-air shopping centers, and outlet malls down 59.4%, 33.3%, and 25.9%, respectively, compared to each format’s Sunday average in April 2025. So while Easter did drive a visit boost before the holiday, Sunday’s traffic drop may have balanced out any Easter-driven increase. Rather, the robust April performance likely reflects sustained consumer demand for mall experiences.
Weekly numbers also suggest that malls’ performance is not just due to an Easter bump. YoY weekly visits increased for all three formats during the last three full weeks of April, with indoor malls and open-air shopping centers receiving the largest boost the week after Easter – pointing to a broader trend of renewed consumer interest in mall-based activities.
The weekly numbers showing visit hikes following April 2nd also suggest that tariffs may already be impacting consumer behavior, with some shoppers likely beginning to stock up ahead of anticipated price increases and possible shortages.
Analyzing the average visit duration adds another layer of insights into malls’ April success.
Last month, the average visit duration increased for all three mall formats – so not only did malls receive more visits YoY, each visit also lasted longer, on average, than it did last year. This may suggest a larger combined basket size, with consumers spending more time in stores or visiting more mall-based retailers in a single trip. This highlights once again the resilience of the format and the ongoing consumer demand for mall-based retail, dining, and entertainment – and may offer another indication of the pull-forward of demand from certain consumers.
April 2025 mall data reveals a significant upswing in mall traffic across all formats along with an increase in average visit duration, demonstrating a recovery that extends beyond the influence of the Easter calendar shift. These positive trends reveal malls’ continued role as key destinations for shopping and leisure – even in times of economic headwinds – and could be pointing to a pull-forward of consumer demand in anticipation of retail uncertainty.
For more data-driven consumer insights, visit placer.ai/anchor.

As new retail construction slows, the trend of repurposing underperforming malls is accelerating, offering exciting opportunities to transform these properties into vibrant mixed-use developments. By blending retail, lifestyle, entertainment, and essential services, these redevelopments can better serve the evolving needs of today’s consumers. Class B malls offer significant potential for investors and retailers to unlock value while meeting the needs of local communities.
According to Green Street, there are 250 Class-B malls in the U.S., making up 28% of all U.S. malls. These properties are typically located in suburban or secondary markets and often feature a mid-tier tenant mix of national and regional retailers within a traditional enclosed mall format. According to Green Street data, A-rated malls boast an impressive 95% occupancy rate, while B malls sit at 89%. Meanwhile, occupancy drops significantly to 72% for C-rated malls and below.
B Malls face a number of challenges in addition to their higher vacancy rates, including lower sales per square foot, less desirable locations, outdated designs, and competition from newer lifestyle centers that offer a more dynamic mix of retail, dining, and entertainment.
Class-B malls, despite their challenges, offer a compelling opportunity for adaptive reuse. Often priced below their original value, these properties are ideal for redevelopment into community-centric hubs, featuring a mix of residential, retail, and public spaces. Reimagining these spaces not only allows investors and developers to achieve significant returns, but also fosters positive economic growth in local communities. For retailers, these revitalized spaces offer the chance to thrive in environments with increasing foot traffic and elevated customer engagement.
Hawthorn Mall, a premier two-story super-regional shopping center in Vernon Hills, Illinois, is one B Mall currently undergoing a significant transformation – and early data suggests that the revitalization efforts are already bearing fruit.
Owned by Centennial Real Estate, Hawthorn is strategically positioned at the intersection of Lake County’s key thoroughfares, offering exceptional convenience and accessibility. The center is anchored by major brands like AMC, Dave & Buster’s, JCPenney, and Macy’s, with a diverse mix of more than 60 retailers and restaurants, including Anthropologie, FP Movement, H&M, Lovesac, PGA Tour Superstore, Perry’s Steakhouse & Grille, and Pure Barre. Now, in the midst of redevelopment, Hawthorn is evolving into a vibrant mixed-use community, integrating luxury residential, expanded retail and dining, and pedestrian-friendly spaces.
Although the Hawthorn Mall redevelopment is still under way, visit quality to the mall has already improved – with the median visit duration rising from 54 minutes between April 2022 and March 2023 to 61 minutes between April 2024 and March 2025. The median household income in Hawthorn’s captured market has increased as well, perhaps thanks to the addition of a luxury apartment complex on the mall’s property. Lastly, the share of evenings visits also grew, suggesting that Hawthorn's revamped dining and entertainment are making it an increasingly popular evening destination for locals.
Class-B malls represent a unique opportunity to meet both market demands and community needs through thoughtful redevelopment. While challenges such as securing financing, navigating zoning and regulatory hurdles, and managing costs exist, the potential rewards are significant. Successful redevelopment requires targeted tenant curation, strategic location, and a bold, forward-thinking vision. With expansive footprints, prime access, and adaptability, Class-B malls are perfectly positioned to evolve into dynamic, mixed-use centers – redefining retail experiences and meeting the needs of modern consumers and communities.
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.
