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At the Smithsonian’s National Museum of African American History and Culture, the entire month of February was dedicated to “African Americans and the Arts” and the impact of African Americans on visual arts, music, cultural movements, and more. From the BLM Movement to Harlem Hellfighters, Hip Hop and Rap to Musical Life at HBCUs, a rich cornucopia awaits. Per Spatial.ai PersonaLive, among those who visited in the past 6 months, when we look at those comprising 70% of visits, nearly 3 in 10 are Educated Urbanites, as well as a healthy dose of Young Professionals, Near-Urban Diverse Families, and Ultra Wealthy Families.
The museum also attracted a broad cross-section of different ethnicities.

Discount & Dollar stores thrived in 2022 and 2023, as inflation drove many shoppers to trade down and seek out cheaper retail alternatives. But how has the category continued to fare in the new year? Have stabilizing prices led shoppers away from discount chains? Or have dollar stores cemented their position as go-to retailers even when money isn’t quite as tight?
We dove into the data to find out.
Over the past two years, Discount & Dollar Stores have emerged as major disruptors, diversifying both their offerings and their price points – and the category leaders’ continued visit growth suggests that this strategy is helping the chains build significant strength. By investing in private label food items and stocking fresh produce at thousands of locations, Dollar General has established itself as a prime low-cost grocery destination. Family Dollar, owned by Dollar Tree, has also made strong inroads into the supermarket scene, with everything from fruits and veggies to cage-free eggs. Dollar Tree has also broadened its grocery selection to include an array of chilled and frozen foods.
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In January 2024, Discount & Dollar Stores saw a further increase in year-over-year (YoY) visits, building upon the category’s impressive post-COVID gains. Most of the analyzed category leaders also saw YoY visit jumps – no small feat given these retailers’ strong 2022 and 2023 performance.
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Zooming out on the longer-term visitation trajectories of leading discount chains shows just how well positioned the category remains for continued success. Compared to a January 2020 pre-COVID baseline, visits to Dollar General and Dollar Tree were up 24.3% and 14.0%, respectively, in January 2024. While these foot traffic increases were undoubtedly fueled in part by the continued expansion of the chains’ footprints, they highlight strong and growing demand for the category’s bargain fare.
The chains’ visit patterns also reveal clear seasonality in visitation patterns to leading Discount & Dollar Stores, with the chains emerging as holiday shopping destinations. Dollar Tree, which continues to price most items at $1.25, experiences more pronounced seasonal peaks, with visits spiking during the holiday season. And though Dollar General has firmly positioned itself as a year-round destination for essential goods, it too sees foot traffic spikes in December.
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The emergence of Discount & Dollar chains as affordable venues for much-needed necessities has been a major factor in the segment’s success. But the category’s strong positioning as a key holiday shopping player has also helped solidify its place in the nation’s retail landscape.
And looking at monthly fluctuations in the median household income (HHI) of Discount & Dollar Stores’ captured markets shows a subtle but distinct HHI spike during the peak holiday season – meaning that the category draws its audiences from slightly more affluent areas during this all-important time of the year. This trend may be a further indication of the mainstreaming of dollar stores – with higher-HHI consumers especially likely to seek out their bargain-priced quality merchandise in the runup to Christmas.
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Since COVID, Discount & Dollar Stores have solidified their position as mainstream shopping destinations for everything from basic food items to home goods and party supplies. And if January 2024 is any indication, you can bet your bottom dollar on the category’s continued strength heading into the new year.
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This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

The U.S. box office had a particularly strong 2023. Barbenheimer was the word out of everyone’s mouths over the summer, but other films like Spider-Man: Across the Spider-Verse, Guardians of the Galaxy Vol. 3, and The Super Mario Bros. helped boost both sales and visits.
How was the overall theater performance compared to 2022 and 2019? Who’s visiting these chains? And what can cinemas do to boost visits during lulls? We take a closer look at location intelligence for the three major theaters – AMC, Regal Cinemas, and Cinemark – to find out.
Last year started on a high note, likely related to the strong box office performance of “Avatar: The Way of Water” (which may have also caused January 2024’s visit lag in comparison).
The “The Super Mario Bros. Movie” release in April helped spike visits further, with foot traffic to AMC, Regal Cinemas, and Cinemark increasing by 43.2%, 36.2%, and 40.8%, respectively. And July brought with it two of the most successful movie releases of all time – “Barbie” and “Oppenheimer” – which topped box office charts for weeks.
Both films were released in late July, with the massive August visit spikes showing the full power of the two movies. “The Taylor Swift: Eras Tour” movie release in October also boosted visits, though AMC and Cinemark appear to have been the primary beneficiaries of the Swifty-driven foot traffic increase.
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Year-over-four-year (Yo4Y) foot traffic trends offer a broader picture of how out-of-home entertainment is faring. The pandemic forced many movie theaters to shut their doors as social distancing guidelines made going to the movies impossible. In tandem, streaming services like Netflix and Amazon Prime became major movie studios in their own right.
The increase in at-home entertainment may have something to do with the overall Yo4Y decline in movie theater visits. Despite last year’s success, foot traffic data shows that fewer people are visiting theaters in 2023 than in 2019. Some of the dip is likely due to the chains’ rightsizing, with both AMC and Regal downsizing their fleet in recent years. But the success of this past summer’s blockbusters still brought visits to the two chains close to pre-pandemic numbers – and drove a positive Yo4Y visit surge to Cinemark – indicating that the right feature film can still draw crowds to cinemas nationwide.
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A closer look at the psychographic characteristics of visitors to the three movie theater chains reveals that families are overrepresented in the chains’ trade areas, while young professionals are underrepresented: Consumer segments identified by the Spatial.ai: PersonaLive dataset as “Ultra Wealthy Families” and “Wealthy Suburban Families” were more prevalent in the theaters’ captured* markets than in their potential markets, while “Young Professionals” were less prevalent. With some analysts lamenting the death of superhero movies, movie studios looking for the next big idea may want to invest in more family-friendly films to cater to these theater-going family segments.
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*A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG. A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
Unsurprisingly, movie theaters were busiest on the weekends – Saturday and Sunday received the lion's share of visits across all analyzed cinema chains, followed by Fridays. But the busiest non-Friday or weekend day was Tuesday – likely thanks to the theater chains’ "Discount Tuesday" special.
Cinemark experienced the largest Tuesday surge – with 12.6% of its weekly visits occurring on its discount day – perhaps due to the company’s decision to extend its discount to non-club members. AMC and Regal also received more visits on Tuesdays than they did during every other weekday (except for Friday).
As theaters continue to find creative ways to remain competitive in the evolving world of entertainment, “Discount Tuesdays” underscore the significance of a good deal when looking to drive visits to theaters.
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Movie theater visits exceeded all expectations in 2023 as film enthusiasts flocked to watch any number of major box-office releases. Will this momentum continue into 2024?
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This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

With Q4 2023 under our belts, we dove into the data to check in with leading eyewear brands Warby Parker and America's Best Contacts & Eyeglasses – both of which have expanded their brick-and-mortar footprints in recent years. How did they fare in the final months of 2023? And what does their performance bode for the future of offline eyewear sales this year?
Warby Parker, the digitally-native darling that burst onto the scene in 2010 as an online-only retailer, opened its first physical store in 2013 and now operates some 250 venues across 38 states and the District of Columbia. And the trendy eyewear brand’s visits continue to grow alongside its expanding store fleet, with chain-wide year-over-year (YoY) foot traffic increases ranging from 16.6% to 37.0%. Warby Parker’s continued offline flourishing – despite the chain’s online origins – highlights the continued importance of physical stores for the glasses-buying experience.
National Vision’s America’s Best Contacts & Eyeglasses – the discount eyewear chain that features more than 900 locations nationwide – has also been on a growth trajectory. Over the past several months, the chain saw consistent YoY visit increases, partly driven by its expanding physical presence. And in Q3 2023, the brand also reported a rise in comparable store sales – showcasing healthy demand for its offerings.
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What is the secret to the success of these very different chains? To explore some of the factors driving traffic to Warby Parker and America’s Best, we segmented the audiences of their trade areas with demographic data from STI’s PopStats and psychographics from Spatial.ai’s PersonaLive – and the results were striking.
Over the past four years, the median household income (HHI) of Warby Parker’s potential market – i.e. the census block groups (CBGs) from which the chain draws its customers, weighted to reflect each one’s population size – has decreased. This indicates that as Warby Parker has expanded its fleet, it has opened stores in areas that are slightly less affluent than Warby Parker’s legacy markets – although the median HHI in these newer markets also stands significantly above the nationwide median of $69.5K.
But over the same period, the median HHI of the brand’s captured market continued to climb. (A chain’s captured market is derived by weighting the CBGs in its trade area according to the share of visitors from each CBG – thus mirroring the characteristics of the chain’s actual visitor base). The increase in captured market median HHI over time indicates that Warby Parker has been successful at reaching well-to-do audiences even within its newer, more economically diverse markets.
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Unlike Warby Parker, America’s Best Contacts & Eyeglasses serves a lower-HHI demographic. The median household income of the chain’s captured market in Q4 2023 was $66.2K – 4.7% below the nationwide median of $69.5K. And looking at America’s Best’s three largest regional markets – Texas, Florida, and California – shows that the chain’s captured market median HHI in each of these states is also lower than the relevant statewide baseline.
But while the chain’s visitor median HHI trends seem consistent across regions, diving deeper into the data suggests that the chain does attract different types of shoppers in different areas. Nationwide, the share of singles and individuals from large households in America’s Best’s captured market is just slightly above nationwide baselines. But in California, the share of large households in America’s Best’s captured market is 21.0% – significantly higher than the statewide baseline of 16.5%, while the share of singles falls below the Golden State’s baseline of 23.2%.
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Digital try-on and easy returns have made online glasses shopping a viable option for many consumers. But the continued offline success of Warby Parker and America’s Best shows that there’s still plenty of demand for brick-and-mortar eyewear stores – discount and higher-end alike. What lies in store for the offline eyewear space in 2024?
Follow Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

We checked in with AutoZone and O’Reilly – two pandemic winners from the auto parts industry – to understand what location intelligence reveals about the retailers in 2024.
AutoZone and O’Reilly Auto Parts are both major players in the multi-billion dollar automotive aftermarket industry with thousands of locations across the country. As car prices skyrocketed over the pandemic, visits to these retailers increased – and analyzing foot traffic patterns to these retailers reveals that although growth in the sector may be slowing down, leading auto parts chains are holding on to their pandemic gains.
On a year-over-year (YoY) basis, visits to AutoZone and O’Reilly Auto Parts continued growing in the first half of 2023 before stalling in Q3 2023 and dipping in Q4. But looking at year-over-four-year (Yo4Y) visits suggests that the drop may be due to the challenging comparison to an unusually strong period rather than to any drop in demand for auto parts. Last year’s visits to both AutoZone and O’Reilly Auto Parts were significantly higher than the chains’ 2019 baseline, with Q4 2023 visits exceeding Q4 2019 levels by 11.9% and 22.6% for AutoZone and O’Reilly Auto Parts, respectively.
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The pattern continued in January 2024, with visits to AutoZone and O’Reilly significantly higher than they were pre-pandemic, but slightly lower on a YoY basis. But the Q4 2023 YoY visit gaps narrowed for both chains, and used cars are still outselling new vehicle and fueling demand for car parts – so visits to the space are likely to remain strong in 2024.
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Analyzing the demographic data of visitors to O’Reilly Auto Parts and AutoZone reveals that both companies succeeded in staying far ahead of their pre-pandemic visit baseline despite attracting a large number of visitors from lower-income households. In 2023, the median household income (HHI) within the two chains’ potential market* trade area was lower than the nationwide median of $69.5K/year, while the median HHI in the captured market trade area was even lower.
The income level of AutoZone and O’Reilly Auto Parts’ visitor base may help explain the chains’ Yo4Y strength and the YoY lags. With prices for used cars still significantly higher than they were in 2019, budget-conscious consumers are likely looking to patch up their existing rides instead of trading them in for newer vehicles – which could explain the sustained Yo4Y growth. At the same time, the ongoing inflation is likely straining this segment’s available funds, which may account for the YoY dips towards the end of 2023.
*A chain’s potential market refers to the population residing in a given trade area, weighted to reflect the number of households in each Census Block Group (CBG) comprising the trade area. A chain’s captured market weighs each CBG according to the actual number of visits originating to the chain from that CBG.
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When focusing on the trade area median HHI, the visitor base of AutoZone and O’Reilly Auto Parts looks nearly identical. But looking at the psychographic makeup of the two brands’ trade areas highlights differences between the companies. Using the Experian: Mosaic dataset to analyze the audience segments in the chains’ trade areas revealed that AutoZone tended to attract more city-based visitors, while O’Reilly seems to draw more small-town and rural households. Data from the Spatial.ai: PersonaLive’s dataset supports this pattern – and the success of both chains indicates that there is plenty of demand for car parts across a variety of audience types.
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As both companies continue to expand, location intelligence indicates that there is plenty of demand for car parts to go around.
For more data-driven retail analysis, visit placer.ai/blog.
This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Coffee has been a popular topic for us the past few months. We looked at why the category should still post a solid 2024 despite being one of the stronger categories in the restaurant industry last year. We also examined loyalty trends among Starbucks visitors, and where that might trend in the quarters ahead.
This week, we’re revisiting Dutch Bros., which has been one of our favorite growth stories to watch going back to (and even before) the company’s initial public offering. During the quarter, the company posted 5% comparable-store sales growth, representing 100 basis points of acceleration from Q3 2023. The growth was driven by a combination of factors, including sequential improvement in customer traffic with particular strength in the mid-day and afternoon dayparts (something we see in Q4 2023 visits by daypart compared to Q4 2022). Our data indicates that the periods between 1:00 PM and 7:00 PM saw the largest increases in percentage of visits year-over-year.
What’s driving the growth in mid-day and afternoon dayparts? Management chalked it up to category innovation, including new product platforms like Protein Coffee as well as limited time offers (LTOs), including the successful Truffle Mocha platform that was introduced in Q4 2023. The company is mindful that new products can have an impact on speed of service but appears to be focused on new products that don’t add “a layer of extra complexity” but can still drive incremental visits (something our data also indicates this quarter). Mobile app ordering–something the company plans to test in the Arizona market before potentially rolling out to a multi-shop test–also offers an opportunity with potential to attract new visitors and introduce new occasions, though it will likely be a few years before this functionality contributes to visit counts and financial results.
Looking ahead, Dutch Bros expects to open 150-165 new locations in 2024, compared to the 159 opened across 13 states in 2023. Over time, the company still sees the opportunity for 4,000-plus shops, balanced with “a renewed emphasis on capital efficiency” and a longer-term shift toward more build-to-suit leases and a wider array of prototype units such as end caps (management expects to see the impact of these changes beginning in 2025). From a market standpoint, the company expects to have more openings in existing markets like California, have less relative openings in the Texas market, and opened its first location in Florida (Orlando) this week.
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.
