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In June 2024, Placer.ai released three white papers: Unlocking Potential in Underserved Grocery Markets, Brewing Success: Winning Strategies for Coffee Chains, and Advantages of New Players in the Retail Media Space.
Below is a taste of our findings from Brewing Success: Winning Strategies for Coffee Chains – which dove into the data to see how leading coffee chains including Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are driving coffee visits in 2024.
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.

Read the full report here to discover more coffee insights. For more data-driven consumer research, visit our resource library.

Barnes & Noble has undergone a transformation in recent years – with new leadership and a strategic shift towards smaller, more localized book stores.
But how have these changes impacted the chain’s performance? We dove into the data to find out.
Since November 2023, Barnes & Noble has experienced consistent YoY visit growth. Only in January did foot traffic dip into the red – likely a result of the unusual cold snap that weighed on retailers nationwide.
Like many booksellers, Barnes & Noble does a significant share of its yearly business during the holiday shopping season, when people flock to bookstores to buy gifts for loved ones. So the chain’s impressive YoY performance in November and December 2023 offers an especially promising sign of its positioning going forward.

Barnes & Noble boasts more than 600 stores across the country, and after several years during which it shuttered locations, the chain has begun to expand once again. The company recently acquired Tattered Cover – a Denver-based independent bookseller, which Barnes & Noble will continue to operate under its existing name. And the Chicago area is getting five new Barnes & Noble locations this year.
Examining the visitation patterns and characteristics of Barnes & Noble’s existing visitor base in these CBSAs highlights the bookseller’s growth potential in these regions. In both CBSAs, the chain experienced positive YoY foot traffic growth in early 2024. Barnes & Noble locations in both CBSAs also drew customers from areas with higher median household incomes (HHIs) and greater shares of families with children than the chain’s nationwide baseline – two groups that may be particularly likely to frequent bookstores.

One key factor that has powered Barnes & Noble’s growth trajectory is its emphasis on curating local, independent bookstore feel in its stores. This approach allows individual store managers autonomy in decision-making, and emphasizes stocking local authors and hosting community events.
And diving into the psychographic characteristics of Barnes & Noble’s visitor base in these two expansion markets reveals that, while visitors share some similarities across different geographical regions, they also have unique characteristics.
For example, the Experian: Mosaic dataset identified higher shares of “Singles and Starters” and “Promising Families” in the trade areas that feed visitors to Denver-Aurora-Lakewood Barnes & Noble locations. Meanwhile, stores in the Chicago-Naperville-Elgin tended to attract visitors coming from trade areas with higher shares of “Power Elite” residents.
Local stores can harness these insights to effectively curate a retail experience that resonates with their customer bases: Denver-area Barnes & Noble locations can actively court young families with children or singles who are starting out in their careers. On the flip side, Chicago-area stores can curate offerings to resonate with their more affluent customer base.

Barnes & Noble is demonstrating how to maintain relevance in a world dominated by Amazon. By creating an experience that satisfies book lovers' craving for an independent bookstore atmosphere, the company is thriving.
Will Barnes & Noble sustain strong visitor numbers while maintaining its local charm?
Visit Placer.ai to keep up with the latest data-driven retail insights.

Small-format stores which offer consumers more convenient and localized shopping experiences are on the rise. The trend has been gaining traction since COVID – spearheaded by major retailers like Macy's and Nordstrom, and followed by players such as IKEA, Target, Best Buy, and others.
But what impact do small-format stores have on shopper behavior? We dove into the data to explore consumer interaction with three retailers that are leaning into the small-format space: Sprouts Farmers Market, Bloomingdale’s, and BJ’s Wholesale Club.
Sprouts Farmers Market provides a great example of how a small-format expansion strategy can drive visit growth. Since January 2022, the chain has doubled down on a small-format strategy aimed at significantly reducing the chain’s square footage and environmental impact. And partially thanks to this expansion effort, Sprout saw visits to its smaller format stores increase by nearly 50.0% over the same period – helping the brand outpace the overall grocery sector in early 2024.
By focusing on customer acquisition through smaller accessible stores, Sprouts is successfully meeting the demand for convenience and sustainability. And as a pioneer in the small-format grocery space, Sprouts is setting a high bar for other grocery chains like Whole Foods and Trader Joe’s, who are rolling out their own smaller convenience-style locations. Could this mark the start of an overall shift in the grocery sector? Only time will tell.
In February 2024, Macy’s announced a turnaround plan calling for the closing of about 30% of its traditional department stores, the opening of smaller versions of the company’s eponymous chain, and the addition of more Bloomingdale’s locations. Macy’s also plans the addition of at least one more small-format Bloomie’s store this year – the highly curated, small-format neighborhood concept launched by Macy’s in 2021. With three locations nationwide – and a fourth set to open this fall in New Jersey – Bloomie’s features a mix of established brands and trendy pop-ups tailored to local tastes.
And zooming in on visitation data for the Bloomie’s in Skokie, Illinois shows how the format helps Bloomingdale’s attract new audience segments. Compared to Bloomingdale’s full-size locations, visitors to the Skokie Bloomie’s in May 2024 came from areas with higher shares of urbanites – including STI: Landscape’s “Urban Cliff Dwellers”, “Seasoned Urban Dwellers”, and “Urban Cliff Climbers” segments. This indicates that Bloomie’s appeals to city dwellers – aligning with Bloomingdale’s goal of providing a contemporary, accessible, and convenient shopping experience in urban settings.
In April 2022, BJ’s Wholesale Club unveiled BJ’s Market - a smaller-format store in Warwick, Rhode Island that’s roughly half the size of a full-sized club location. Examining the location’s visit performance over the last two years highlights the significant impact small-format stores can have on customer engagement and loyalty.
During the first five months of 2024, BJ’s small-format Warwick location experienced consistent YoY visit growth – outperforming the chain’s already-impressive state- and nationwide averages over nearly the entire analyzed period.
But visitors also interacted with the small-format venue differently in other important ways as well. Unsurprisingly, the average visit stay at the small format BJ’s in May 2024 was significantly shorter than the average stay at BJ’s in Rhode Island and at the chain nationwide (21 minutes, versus 27.6 and 30.7 minutes, respectively). And people tended to drop by the Warwick BJ’s more frequently – with 55.0% of visitors visiting the location at least twice during the month, compared to just 37.5% in Rhode Island and 38.7% nationwide.
BJ’s testing of the Warwick small-format location proves that wholesale can be extended beyond endless roaming through enormous big box stores in search for the best value bargain. There is a clear demand for a quicker, more frequent and more efficient shopping experience in the wholesale space, and BJ’s is seizing the opportunity.
Retailers across categories are increasingly incorporating small format stores into their evolving store footprints – with promising results. How will this trend continue to play out? And will consumer preferences continue to shift towards quick, efficient, experiential, and curated shopping experiences?
Follow Placer.ai to keep up with the latest data-driven retail trends.

June 16th, 2024 was Father’s Day – and sons and daughters nationwide took the opportunity to show their dad some appreciation. But how did Father’s Day retail and dining foot traffic compare to that of Mother’s Day?
We dove into the data to find out.
Last month, we observed that though Mother’s Day wasn’t actually created by the greeting card industry, the holiday is one of Hallmark’s busiest days of the year.
And foot traffic analytics show that Father’s Day isn’t far behind. On June 15th, 2024 (the Saturday before Father’s Day), Hallmark stores drew 54.9% more visits than on an average year-to-date (YTD) Saturday – making it the company’s third-busiest day of the year so far. Only May 10th and May 11th, the days before Mother’s Day, drew bigger crowds to the greeting card chain.

And a look at visits to major industries that are top picks for dads shows that a variety of segments enjoyed visit boosts in the run-up to Father’s Day – though for most categories, the magnitude of the bump was considerably smaller than that seen before Mother’s Day.
But for one category in particular – recreational and sporting goods – it was the day before Father’s Day that was the bigger deal. On June 15th, 2024, visits to these retailers jumped 30.9% compared to an average YTD Sunday – making them the biggest beneficiaries of dad’s special occasion. Hobbies, crafts, & gift stores, on the other hand – which saw a substantial visit boost in the lead-up to Mother’s Day – experienced a drop in foot traffic.

Like on Mother’s Day, grateful offspring ponied up on Father’s Day to treat their dads to a nice, sit-down meal. On June 16th, 2024, visits to full-service dining venues jumped 30.3% compared to a YTD Sunday average. Meanwhile, visits to quick-service restaurants increased just slightly, and those to fast-casual establishments declined.
Still, throughout most of the country, full-service restaurants (FSRs) were much busier this year on Mother’s Day than on Father’s Day. The discrepancy was most pronounced in Northeastern states like Connecticut, Pennsylvania, New York, New Hampshire, Massachusetts, Maine, and New Jersey – where Mother’s Day FSR visits were more than 20.0% higher than Father’s Day ones. But two states in the Pacific Northwest, Washington and Oregon, drew more FSR foot traffic on Father’s Day than on Mother’s Day – perhaps due in part to the region’s special connection to the occasion honoring dads. (The tradition of celebrating Father’s Day originated in Spokane, WA in the early 1900’s, decades before it was declared a federal holiday in 1972).

The dining difference between Father’s Day and Mother’s Day is about more than just quantity: Where moms have a clear soft spot for Olive Garden, dads are all about the steak. Texas Roadhouse was the single busiest FSR chain on Father’s Day this year, with visits outpacing an average YTD Sunday by 49.4%.

Father’s Day doesn’t have quite the same retail and dining impact as Mother’s Day – but it’s an important milestone nonetheless.
What other special calendar days are poised to draw outsize customer foot traffic in 2024?
Follow Placer.ai’s data-driven retail and dining analyses to find out.

We’ve previously written about the influence of East Asian, Southeast Asian, and Hispanic cultures and their influence on groceries, malls, and food halls with the likes of H Mart, 99 Ranch, Asia Garden Mall, and Mercado Gonazlez. Now, let’s turn our attention to the huge Indian subcontinent, which includes India, Pakistan, Bangladesh, Nepal, Bhutan, Sri Lanka, and the Maldives.
One of this summer’s breakout sports stories is that of Sarubh Netravalkar, Oracle software engineer by day, Cricket star on the side! He helped Team USA beat Pakistan during the Men’s T20 Cricket World Cup in a huge upset, and has now been nicknamed the “Desi Diaspora Darling.” The United States is co-hosting and participating in this Cricket tournament for the first time, and fans came out in droves to Eisenhower Stadium in Nassau, NY, which essentially became a pop-up stadium in order for the competition to take place. Tikka fries, an ultimate combo of South Asian flavor and American snack favorite, were on offer at the concession stands.
The embrace of South Asian flavors can also be seen in the growth and success at grocery. Patel Brothers and India Bazaar are two Indian grocery chains that have been growing rapidly. The former saw increased year-over-year growth in 8 of the 12 months preceding. Meanwhile, the latter saw year-over-year growth in 11 out of the last 12 months.

The grocery stores can be found in various states in the US, with a particular concentration for Patel Bros in the Chicago, New York, Boston, and DC areas and for India Bazaar in the Dallas area.

South Asian food has many highly flavorful vegetarian and vegan options, which makes it attractive to those seeking a taste boost to dishes. Chai is a staple at many tea and coffee specialty stores, and some are saying that naan sandwiches could be the next burrito. Having the right recipe can really open doors. Bombay Frankie, now located within Westfield Culver City, has its origins at a gas station, but the demand became so high that they opened up a brick-and-mortar restaurant. Their affectionately called “Indian Burrito” comes both rolled up or deconstructed. With deconstructed, one can decide the perfect bite ratio of fluffy naan, seasoned chicken, cool raita, crunchy cucumbers, and tomatoes bursting with flavor.

A quick Google search shows a burst of restaurants that incorporate naan into their name, such as Naan-tastic, Naansense, and Naan & Kabob. Naan n Curry is an example of a naan chain that has seen positive year-over-year growth.


Sourcing food at home has become a lot more attractive for consumers against the backdrop of economic concerns in 2024. In Kroger’s earnings call, CEO Rodney McMullen called out that out of home food costs are outpacing in home food costs, leading shoppers to focus more on in-home meal solutions. Cooking can be seen as a cost saving lever for visitors, but the pandemic period also fostered a love of cooking and spending time in the kitchen, even for higher income households not necessarily looking to save money. And it appears through Placer’s location insights that retailers that focus on outfitting the kitchen have been benefiting from this change in consumer behavior.
Despite the home industry having its challenges in foot traffic after the pandemic, housewares retailers have had some positive momentum over the past few months. Beyond that, houseware retailers that specialize in kitchen wares, such as Crate & Barrel and Sur La Table, have seen traffic growth throughout 2024. Williams-Sonoma, despite challenging year-over-year declines in traffic, reported comparable sales growth in the first quarter of 2024, which signals a higher level of conversion in-store.

Sur La Table, a retailer that’s been challenged in the past, has found new life in changing consumer needs. One of Sur La Table’s core competencies is in-store cooking classes, and experiential retail continues to be one way the industry can provide inherent value to visitors. Dwell times are almost 10 minutes longer than Williams-Sonoma, its closest competitor (below). It also has the highest median household income of visitors and has the highest share of visits from households over $150k. Certainly at-home cooking has increased across income brackets, but high-end consumers also appear to be interested in adjacent home categories to take their skills to the next level. Blending product knowledge, experiences and assortment has greatly benefitted Sur La Table, and even against a challenging specialty retail landscape, the retailer has once again found its niche.

These retailers are often at the top of wedding registry lists, which could benefit traffic as we head into the summer months and the height of wedding season. Crate & Barrel, while not solely a kitchen focused retailer, has long been known as a registry destination that helps registrants outfit a kitchen with all of the cookware and gadgets one could need. Year to date through June, Crate & Barrel traffic is up 3% year-over-year, which is even more impressive considering that its assortment features an array of home furnishings categories, including furniture. Looking at demographic segments using Spatial.ai, Crate & Barrel over indexes in visits from Educated Urbanites and Young Professionals and Sunset Boomers compared the the average of other housewares chains, a signal that the wedding registry business, typically fueled by kitchen goods, could be attracting these particular subsets. Crate & Barrel also has a high level of loyalty in visits compared to other competitors in the space.

As we reported about Wayfair a few weeks ago, home retailers that have created exciting experiences and reasons to visit are still resonating with consumers, despite the tempered interest in the home category. An increased interest in cooking by consumers certainly plays a part in these retailers' success, but they have also had to provide even more incentive to drive traffic growth as consumers shift their attention away from purchasing for their homes. Having an experiential component or registry business have kept kitchen focused retailers more aligned with their consumer’s needs, which drive inherent value in today’s retail landscape, something not easy to come by.
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.
