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About the 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.
After a brief calendar-driven slowdown in April, May saw a resurgence in foot traffic to malls. Indoor malls led the way with an 8.6% YoY increase, followed by open-air shopping centers and outlet malls, which experienced YoY jumps of 6.2% and 5.7%, respectively.
This uptick is likely due to a variety of factors – from warmer weather to rising consumer confidence amidst slowly easing inflation. And malls’ particularly strong showing on two of May’s most important retail milestones – Mother’s day and Memorial day also helped propel the segment forward.
Taking a closer look at visit patterns to the three mall types on Mother’s Day and Memorial Day shows how significant these special days were for mall foot traffic. On Mother’s Day (May 12th), indoor malls, open-air shopping centers, and outlet malls saw respective visit spikes of 15.8%, 26.0%, and 11.4%, compared to an average year-to-date (YTD) Sunday. And Mother’s Day visits were up significantly YoY as well – further highlighting the category’s robust positioning.
All three mall types also saw impressive visit bumps on Memorial Day – this time compared to an average YTD Monday. The relative spikes were bigger across the board, since malls tend to be less busy on Mondays than on Sundays. But for outlet malls, Memorial Day visits really hit it out of the park – with foot traffic up by a whopping 123.3%. As a day off work featuring plenty of markdowns, Memorial Day is an ideal time to make the longer trip to an outlet mall and hunt for bargains.
And in another promising sign for the category, Memorial Day visits to all three mall types increased YoY – showing that despite continued headwinds, malls are still on the rise.
Comparing weekly mall visits to an early January baseline also shows the varying impact of different holidays on the three mall types.
On Easter, and even more so on Memorial Day – an extended weekend very much focused on savings – outlet malls won the day. On these holidays, shoppers may be more likely to have the time and state of mind to make a day of their shopping trip and lean into the treasure-hunting experience.
But on Mother’s Day, more upscale open-air shopping centers took the lead, as consumers embraced a more unique and luxurious shopping experience. Still, all three mall types drew increased traffic on the different special days – showing that each can benefit from a variety of calendar highlights.
Malls’ strong May performance – especially on the holidays – shows that shopping centers are on the upswing once again. This could be an encouraging sign for the category heading into the summer, and may hint at a promising shopping season during the warm months ahead.
For more data-driven retail insights, visit our blog at Placer.ai.

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.
With summer nearly upon us, we dove into the data to see how the return-to-office fared in May 2024. Did the post-pandemic visit recovery trajectory observed in April continue apace? And which major regional hub saw the most YoY visit growth?
The office recovery is still very much underway. Visits to office buildings nationwide in May 2024 were just 32.2% lower than in May 2019 – and slightly higher than they’ve been during any other month since COVID. Year-over-year (YoY), office foot traffic in May increased by 8.6%.

And drilling down into the data for 11 major business hubs nationwide shows recovery continuing unabated throughout (most of) the country. For New York, Atlanta, Boston, Los Angeles, and San Francisco, May 2024 was the single busiest in-office month since February 2020. And for Miami, Washington, D.C., and Denver, it was the second-busiest month.

Consistent with recent trends, Miami continued to lead the post-COVID recovery pack, followed by New York: Foot traffic to the two cities was just 12.8% and 17.3%, respectively, below May 2019 levels.
But the data also contained some surprises. Atlanta, which saw the biggest YoY visit jump of any analyzed city, pulled into third place – outpacing Washington, D.C. And Houston, the only city to see a YoY decline in visits, fell significantly in the rankings.

Why did Houston YoY office visits drop in May? A look at weekly YoY visits to local office buildings confirms that this was likely due to the extreme weather that engulfed the city during the second half of the month. On Thursday, May 16th, Houston was hit by a particularly violent storm that caused significant damage to the downtown area – breaking windows, downing power lines, and leaving a battered city in its wake. Additional severe weather events pummeled the region as the month wore on – forcing many residents to hunker down at home. And it was when the storm hit that YoY visits began to turn negative, with the week of May 20th seeing a significant 20.0% drop. As the weather improves in the southeast Texas hub, office recovery will likely resume.

Five years after COVID upended office routines, employees and companies are still feeling out the ideal balance between WFH and in-person interaction. Will office attendance increase or decrease as the weather warms up?
Follow Placer.ai’s data-driven office analyses to find out.

With summer upon us, we dove into the data to explore Memorial Day foot traffic trends. How did people spend the long weekend? And how did major dining and retail categories fare on the holiday?
Gas stations were bustling on Friday, May 24th, as people filled their tanks in anticipation of a long, travel or activity-filled weekend. Visits to gas stations were up 32.3% compared to an average day this year – and the highest they’ve been since January 1st, 2024.
Year over year (YoY), gas station foot traffic increased 1.5%. And compared to pre-COVID, too, gas station visits were up 1.8% – showing that people are once again hitting the road, whether to go on weekend getaways or to visit nearby parks and attractions.

Indeed, Americans partake in many different activities on Memorial Day – from attending parades and memorial events to sight-seeing or enjoying the great outdoors. And visiting museums is a time-honored holiday tradition: On Monday, May 27th, museums nationwide drew a whopping 71.5% more visits than on an average Monday this year.
YoY, Museums were 1.6% busier on May 27th than in 2023 – and museum-goers spent more time exploring the exhibits (who says attention spans are decreasing?), browsing the gift shop, or fueling up at the cafeteria.

Memorial Day weekend is a prime time for picnics and barbecues. But for many Americans, it’s also an opportunity to enjoy a nice meal at a restaurant with friends and family.
Like on Mother’s Day, full-service restaurants get a much bigger Memorial Day visit boost than either fast-casual eateries or fast-food (QSR) joints. But all three dining segments enjoyed a significant YoY holiday visit increase this year – proving that despite still-high food-away-from-home prices, people are finding room in their budgets to treat themselves on their day off.

And the last Monday in May is, of course, a big day for savings, on everything from big-ticket items like mattresses, furniture, and major appliances, to clothing and other discretionary items. This year, apparel stores saw the biggest Memorial Day visit spike, with foot traffic up 40.5% compared to an average day and 88.2% compared to an average Monday. But home furnishing stores, home improvement stores, electronics retailers, and (to a lesser extent), grocery stores, all experienced considerable holiday visit spikes of their own.
And comparing Memorial Day retail activity to last year shows most of the analyzed categories seeing minor visit increases or holding steady – no small feat in today’s challenging retail environment. Like dining segments, grocery stores impressed with a 9.3% YoY visit increase – perhaps buoyed by consumers buying last-minute ingredients for their picnics or barbecues.

People were on the move this year on Memorial Day – fueling up their cars, and enjoying museums, restaurants, and retail sales. What does the rest of the summer hold in store for American consumers?
Follow Placer.ai’s data driven analyses to find out.

Known as the entertainment capital of the world, Las Vegas has always been a tourist hotspot. But for a growing segment of the population, Vegas is also becoming a popular place to lay down permanent roots. We dove into the tourism and migration data for the region in order to take a closer look at Las Vegas’ changing visitor and resident populations.
Like many vacation destinations, Las Vegas took a significant tourism hit at the onset of COVID. But with travel restrictions now a thing of the past, visitation to Las Vegas is roaring back.
Analyzing travel to Las Vegas using the Travel & Tourism Report shows that since the halfway mark of 2023, the total number of visit nights spent by travelers in the city (i.e. by those staying up 31 days) have consistently outperformed pre-pandemic levels. And with the sole exception of July 2023, visit nights have increased year-over-year (YoY) as well.

Alongside robust demand for experiences, investment in new, one-of-a-kind entertainment venues like the Sphere – which opened towards the end of 2023 – has likely played a part in reigniting tourism.
Who are the tourists driving this comeback? To explore the demographic characteristics of today’s visitors to Las Vegas, we zoomed in on the Las Vegas Strip – the iconic epicenter of it all, where most of the city’s luxury hotels, shops, restaurants, and casinos are concentrated.
Analysis of the Strip’s captured market with demographic data from AGS: Demographic Dimensions reveals that as tourist activity in the city began to pick up again, the median household income (HHI) of visitors to the Strip increased steadily. In Q1 2024, the median HHI of visitors to the Strip reached $93.0K, perhaps aided by tourism surrounding this year’s Super Bowl.
This indicates that the Strip is becoming a more upscale visit destination, and that demand for Vegas’ luxury offerings are driving visits. As more consumers with ample discretionary dollars make their way to Vegas, pricey shows – in addition to retail – are likely to become ever-more lucrative advertising opportunities.

A tourism boom isn’t the only phenomenon making waves in Sin City. In recent years, more and more out-of-towners have made Greater Las Vegas their home, and unlike some pandemic-era migration hotspots, Las Vegas continues to attract new residents.
Migration data indicates that many of those moving in are high-earners who are likely incentivized by the cost of living and tax benefits in the region.
Between December 2019 and December 2023, the Las Vegas-Henderson-Paradise CBSA experienced net-positive domestic migration of 3.9%. In other words, the total number of people that moved to Las Vegas over the four-year period from elsewhere in the U.S., minus those that left, was equivalent to 3.9% of the region’s December 2023 population. Meanwhile, analysis of the CBSA’s origin to destination HHI ratio reveals that between December 2019 and December 2023, the median HHI of incoming residents was 20% higher than the median HHI of the local population.
And comparing migration data in December 2023 to December 2020, 2021, and 2022, revealed consistently positive net migration and origin to destination HHI ratios in the years since 2019. This indicates that the Las Vegas-Henderson-Paradise CBSA continues to attract many new and affluent residents. When planning future amenities and services, the region may want to take into account the opportunities – and challenges – presented by these population shifts.

Be it for a quick trip or full-on relocation, Las Vegas remains a prime destination in both the U.S. tourism and domestic migration landscapes. New entertainment venues and amenities keep Vegas top-of-mind for upscale vacationers while economic incentives drive moves from a high-income cohort.
For more tourism and migration insights, visit Placer.ai.

Last summer’s touring sensations Taylor Swift and Beyonce held concerts that will remain in the hearts of many. With thousands in attendance, both live tours were absolute juggernauts. It was like an adrenaline shot for the performing arts category after COVID-induced closures. Remember the days of drive-in concerts as a panacea? While these two reigning Queens of Music took top billing, there are hundreds of local venues around the country that cater to smaller audiences at a time but are no less impactful on their communities. These are the heart and soul for local plays, musicals, symphonies, operas, touring bands, and art exhibitions. Fundraisers are often held at community performance venues, and they can be incubators for performers to move on to a larger stage.
Placer recently attended the California Presenters Conference, which includes representatives from California, Oregon, Washington, Nevada, Arizona, New Mexico, and Texas. Programming directors, events managers, and community liaisons all met to share best practices, challenges, and successes. One box office manager, Jonathan Lizardo of the Lisa Smith Wengler Center for the Arts at Pepperdine University, noted that “Nostalgia” was an important theme at his performing arts center, with a recent live show of the Animaniacs in Concert proving to be a hit with adults and kids alike. In this case, his patrons were seeking some escapism and levity in their lives. On the other end of the spectrum, the arts can also be a powerful way to engage the audience in more serious issues, as one panel on Responding to Global Conflict at arts venues drew a crowd. Another topic of interest was the importance of engaging youth with the arts, through school-sponsored visits or after school enrichment. Many University performing arts centers reps were also in attendance, such as USC Vision and Voices, Stanford Live, Caltech Presents, and Seattle University.
Placer’s presentation touched on macrotrends around discretionary spend, examples of venue attendance around the US, an analysis of the visitation trends, audience profile, and economic impact of Taylor Swift’s US tour, and in depth look at a select group of performing arts centers in Arizona to see the role that they play in their community.

Mesa Arts Center has had the highest overall visitation in the past 12 months. Located in Mesa, AZ, it encompasses over 210,000 sq ft and was completed in 2005 at the cost of $95 million. In addition to four performance venues, it is also home to Mesa Contemporary Arts Museum. Programming is suited to a multitude of interests, including National Geographic Live, Broadway, classical music, popular music, ethnic artists, western artists, and dance. It also offers Art Studio for visual arts classes; Opportunities for Ages 55+ such as flamenco classes; and Festivals and Events, such as Dia de Los Muertos. Within the theaters complex, there are four theaters--the 1,570-seat Tom and Janet Ikeda Theater, 550-seat Virginia G. Piper Repertory Theater, 200-seatNesbitt/Elliott Playhouse, and the 99-seat Anita Cox Farnsworth Studio.
The Chandler Center for the Arts recently celebrated its 35th season. Upcoming performances include ballet like Coppelia or live music, such as Billy Joel’s The Stranger. Entertaining acts such as Stomp, Piano Battle, and Cirque du Soleil will also make their way over during the 2024-2025 season. Located in downtown Chandler, the venue includes three dynamic performance spaces (the 1,500-seat Main Stage, the 350-seat Hal Bogle Theatre, and the 250-seat Recital Hall) as well as two extensive art galleries (The Gallery at CCA and Vision Gallery).
While Scottsdale Center for the Performing Arts had the fewest absolute visits in the past 12 months, its year-over-year variance increase has been the highest.

What might account for the difference, one might wonder. Fortunately, Placer data enables one to compare a venue against itself in order to highlight differences from one year to the next. According to the 2023-2024 calendar, it appears that Hubbard Street Dance Chicago playing 2 nights in a row, was a hit with the audience during the week of Jan 29-Feb 4.

It appears the increase in visits cannot be attributed to a single segment. In fact, visits across multiple segments increased year-over-year when comparing May 2023 - April 2024 (blue) vs. May 2022-April 2023 (red) per Spatial.ai PersonaLive.

The most recent 12 months also attracted visits from a much larger trade area.

Migration may also be a factor in the increase of visits to the Scottsdale Performing Arts Center. Placer’s Migration Dashboard is noting an increase in both residents and seasonal visitors over the years.


Eatertainment chains – entertainment concepts that combine dining and play – are thriving in the current experience economy. We dove into the data for game and restaurant chains Dave & Buster’s and Main Event Entertainment (acquired by Dave & Buster’s in 2022) to better understand how eatertainment is driving success in 2024.
The past few years have been challenging ones for restaurants. But eatertainment has a special draw – and since November 2023, both Dave & Buster’s and Main Event Entertainment have seen mainly positive YoY visit growth.
In January 2024, visits slowed in the wake of extreme weather that rocked much of the country and led many would-be diners to stay home. But in February and March 2024 things picked up again, with the two chains seeing YoY visit growth ranging from 4.6% to 10.6%.
Again in April 2024, both Dave & Buster’s and Main Event Entertainment experienced minor visit gaps. But a closer look at weekly visits reveals that this was largely due to a calendar shift: April 2024 had one fewer Saturday than April 2023 – the chains' busiest day of the week by far. (In Q1 2024, Saturdays accounted for 33.8% of total visits to Main Event Entertainment and 33.3% of visits to Dave & Buster’s). And during nearly every individual week of April 2024, the brands maintained strongly positive momentum.

Dave & Buster’s and Main Event Entertainment recent visit growth has been partly fueled by the two chains’ growing store counts. And a deeper dive into how the chains’ visitation patterns have evolved since COVID shows why they are well-positioned for continued expansion – and success.
One factor likely contributing to the eatertainment brands’ strength is the increasing loyalty of their visitors. Dave & Buster’s leveled up its rewards program in 2021 – and has been upping its loyalty game ever since. Members can access special deals, like the chain’s recent 50% off food promotion, and earn points by playing games or ordering off the menu. Main Event, too, keeps customers coming back with a variety of promotions, from Monday Night Madness to Kids Eat Free Tuesdays – a particularly attractive offer for the chain’s family-oriented audience.
And since 2019, both chains have seen a steady increase in the share of visits made by customers frequenting the chain at least twice a month.

In addition, both Dave & Buster’s and Main Event appear to be finding success by leaning into the evening daypart.
Back in 2019, Main Event introduced a late-night menu and announced that all of its stores would be open until at least 12:00 AM – and even later on Fridays and Saturdays. (Even before that, some of its stores were open during the wee hours). Dave & Buster’s has also taken steps to increase its night-time business with special late-night deals and happy hours.
And location analytics indicates that this strategy is bearing fruit. Over the past several years, both brands have experienced an increase in their share of late-night visits (i.e. those taking place between 9:00 PM and 2:00 AM). And in Q1 2024, Dave & Buster’s and Main Event saw 23.9% and 27.3% of their total visits during the late-night daypart, respectively.
While it might be assumed that at-home entertainment and the "Netflix effect" pose a threat to eatertainment chains (particularly during the evening hours, as there is more content than ever to get home to), the data suggests that many consumers are staying out late for social dining and entertainment.

Demand for dining and social experiences continues to grow. As consumer behavior and demographics evolve, how will these eatertainment chains perform and which new concepts may rise to prominence as 2024 progresses?
Visit Placer.ai to find out.
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.
