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With 2024 firmly in the rearview mirror, we look back on the year’s retail foot traffic trends and what they may signal for 2025. Read on for a closer analysis of the retail categories and states that excelled at driving growth.
Overall retail visits increased year-over-year for most months of 2024, with many of the sporadic visit gaps likely due to extraneous circumstances as opposed to any real consumer slowdown.
Last year’s largest YoY retail visit gap – in January 2024 – could be attributed to severe winter weather in large parts of the country. And the April, September, and December YoY visit dips are likely partially due to calendar shifts, with April 2024 affected by the Easter calendar shift and September and December disadvantaged by having one less Saturday than in 2023.
Still, looking at 2024 as a whole revealed that the year did outperform 2023, with overall retail visits up 0.4% – suggesting that consumer behavior remains resilient and that 2025 could mark a further turnaround if cooling inflation meets consumer expectations.
But diving deeper into the data reveals significant variation among the major retail categories. Discount & dollar stores (2.8% YoY growth) and superstores (1.7% YoY growth) came out ahead of the pack, highlighting consumers’ demand for value in the face of high prices and economic uncertainty. Meanwhile – and as might be expected in a period of financial strain – many discretionary retail categories lagged in 2024. The Furniture & Home Furnishings category in particular saw the steepest decline with negative visit trends from January to July 2024, but the category did finish strong with a 3.5% YoY increase in Q4 2024 visits – a promising sign for 2025.
Last year’s retail foot traffic gains were also unevenly distributed geographically.
While most states saw modest YoY visit growth, Maine (2.2%) and North Dakota (2.0%) topped the list in 2024. Notably, foot traffic in both states showed resilience during even the most challenging periods of the year.
In Maine, a recent increase in inbound domestic migration may have contributed to the state’s foot traffic success. Meanwhile, North Dakota’s large share of superstore and discount & dollar store traffic was likely behind its overall retail visit growth in 2024.
Analyzing 2024 retail trends revealed that consumers navigated uncertainty while showcasing resilience — a promising foundation for the new year. Will this momentum continue in 2025?
Visit Placer.ai to find out.

Florida emerged as a domestic relocation hotspot during the pandemic – and analyzing domestic migration trends over the past four years reveals that most newcomers to Florida have stayed in the Sunshine State. We dove into the data to find out just how big a piece of the domestic relocation pie went to Florida – and see where the newcomers came from, where they chose to settle, and which Florida destinations attracted the most affluent new residents.
Domestic migration picked up over the pandemic, as many Americans liberated from the constraints of in-person work chose to move to areas with more space, a lower cost of living, and better outdoor recreational opportunities.
The map below highlights the states that received net inbound domestic migration between July 2020 and July 2024, with the percentages representing the share of inter-state positive net migration welcomed by each state during the analyzed period.
As the map shows, Florida was one of the major beneficiaries of the recent domestic migration boom. Between July 2020 and July 2024, Florida received 24.7% of positive intra-state migration in the United States. (In other words, 24.7% of inbound net migration to states with overall positive net migration went to Florida.) Texas, another oft-discussed pandemic relocation hub, came in second, receiving a significantly smaller 17.6% of the total inter-state positive net migration pie.
Most of Florida’s recent population influx dates back to the Covid era – diving deeper into the monthly data reveals that the biggest jump in migration over the past four years took place between late 2020 and early 2022. And although inbound migration slowed somewhat in 2023 and 2024, the Sunshine State’s net migrated percent of population compared to a July 2020 baseline remained steady at about 2.5% to 3.1% (depending on the season). This means that 2.5% to 3.1% of Florida’s residents have moved there over the past four years – indicating that most people who moved to Florida at the height of the pandemic have remained in the Sunshine State.
So where is Florida getting its new residents from?
Analyzing net migration to Florida by state of origin reveals that Florida received net positive migration from most of the country during the analyzed period – but the influx from some states was particularly significant.
The map below charts the share of net migration to and from Florida by state of origin or destination between July 2020 and July 2024. The purple represents states from which Florida received net positive migration – more people moved to Florida from those states than the other way around – and the percentage indicates each state's share of the total net positive migration to Florida. The yellow represents states which received net positive migration from Florida – more people moved to those states from Florida than vice versa – with the percentage showing each state's share of the total net negative migration from Florida.
As the data shows, much domestic migration to the Sunshine State came from the Mid Atlantic region – with relatively expensive New York and New Jersey standing out as the biggest feeder states – as well as from Illinois and California, two more high-cost-of-living states. Illinois and the Mid Atlantic states also tend to have relatively cold winters. Meanwhile, Florida mostly lost residents to neighboring states and to Texas, with a much smaller share of its net negative migration going to Alaska, Michigan, Montana, Wyoming, and the Dakotas.
It is likely, then, that Florida’s affordability and mild winters served as significant migration draws.
People may be moving to Florida from all over the United States. But where are they moving to in the Sunshine State? Mapping domestic migration trends onto Florida’s metro areas reveals that most of the inbound domestic migration is concentrated in Central Florida. Indeed, just three Central Florida metro areas – Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven – accounted for nearly half (41.5%) of the total net positive migration to Florida during the analyzed period.
Although the Tampa, Orlando, and Lakeland metro areas are contiguous, the demographic profiles of new residents settling in the three CBSAs are quite different. For example, Tampa, which boasts the highest median household income (HHI) of the three metro areas ($65.1K, compared to $61.1K for Orlando and $55.1K for Lakeland), also drew the greatest share of domestic migrants from affluent areas (median HHI > $100K).
Each of the three central Florida CBSAs also attracted newcomers from different areas of the country. Tampa exhibited the most diversity, with its top 5 CBSAs of origins representing under 50% of total net migration to the metro area. Orlando, on the other hand, received almost 50% of its net domestic migration between July 2020 and July 2024 from just two metro areas: New York and Miami. And for Lakeland, over 50% of the inbound net migration came from within the Sunshine State – including 31.6% from the Orlando CBSA and 9.5% from the Tampa metro area.
It is likely, then, that newcomers to Tampa are coming mostly from wealthy areas throughout the country, while Orlando draws slightly less affluent – but still relatively high-income – newcomers from dense urban areas. Meanwhile, Lakeland appears to attract local Floridians who may be looking for a more affordable living situation without moving too far away from their current communities.
Thanks to its mild winters, affordability, and lifestyle appeal, Florida emerged as a major pandemic relocation destination, and recent migration data reveals that many of those who moved in between 2020 and 2024 have stayed in the Sunshine State. In particular, the central Florida hubs of Tampa-St. Petersburg-Clearwater, Orlando-Kissimmee-Sanford, and Lakeland-Winter Haven attracted an outsize share of new Florida residents, with each metro area showcasing unique inbound migration patterns.
What will domestic migration patterns look like in 2025?
Visit Placer.ai to find out.

Christmas is a time for gathering at home, but it’s also an occasion when many Americans celebrate by treating themselves to a nice meal out with family and friends. So with the holiday season drawing to close, we dove into the data to see which dining segments benefited from the holiday cheer.
The holiday season is all about home-cooked meals, and most restaurants close on Christmas Day – so it may come as no surprise that visits to dining establishments dropped significantly on December 25th, 2024. Fast-casual and quick-service restaurants (QSRs) saw the steepest traffic declines of 92.7% and 83.2%, respectively, compared to a year-to-date (YTD) daily average. Meanwhile, full-service restaurants (FSRs), aided primarily by all-day breakfast chains (see below), saw visits dip by a relatively modest 58.0%.
On Christmas Eve, too, restaurant foot traffic slowed, with visits to fast-casual restaurants and QSRs dipping to 35.5% and 25.1%, respectively, below average levels. Once again, FSR led the pack with a smaller 11.0% visit decline. And on December 26th – the day after the holiday – full-service restaurants saw a 7.0% visit uptick, while QSRs and fast-casual saw visits hover just under daily averages.
But digging deeper into the data reveals a more nuanced picture of the Christmas dining scene. Throughout the holiday, some FSR segments and chains enjoy outsized visit spikes – cementing their roles as key holiday destinations for families seeking to ditch the kitchen chaos and enjoy a hassle-free, celebratory meal.
On Christmas Eve (December 24th, 2024), for example, visits to upscale and fine dining chains surged by a remarkable 54.4% compared to a YTD daily average – fueled by visit spikes at premium chains such as Ruth’s Chris Steak House (129.8%) and Fleming’s Prime Steakhouse & Wine Bar (125.9%). Breakfast spots also enjoyed a significant 18.4% Christmas Eve visit bump, likely bolstered by seasonal offerings like Denny’s Holiday Turkey Bundle. Meanwhile, traffic at eatertainment chains and other casual dining restaurants slowed considerably – though some casual dining brands like experiential The Melting Pot and Benihana also bustled with activity.
On Christmas Day, it was breakfast chains that once again led the day – staying open to serve up hearty meals to those looking for an affordable holiday outing. Visits to leading breakfast spots, including segment leaders like Waffle House, IHOP, and Denny’s soared by 53.6% compared to a YTD daily average, with Waffle House in particular stealing the show with a 109.6% visit boost.
Still, Christmas Day diners also flocked to other full-service chains that kept their doors open. Fogo de Chão, which attracted celebrants with an indulgent seasonal menu, saw visits soar by 111.4%. And after increasing by 63.2% on Christmas Eve (see above), visits to Benihana surged by 103.9% on December 25th, reaffirming the restaurant’s place in holiday dining lore (“A Benihana Christmas”, it seems, isn’t just for fans of The Office).
On December 26th, all the analyzed FSR segments enjoyed visit bumps, as many Americans took the day off to extend the holiday cheer. But it was eatertainment chains that saw the most pronounced traffic boost (26.2%), buoyed by families and friends looking to unwind with good food and games – many armed with holiday gift cards.
But plenty of other FSRs also thrived on Boxing Day with impressive mid-week traffic increases, including perennial favorites like P.F. Chang’s (+35.2%), The Cheesecake Factory (+28.1%), and Buffalo Wild Wings (+26.1%).
Food remains at the heart of the holiday experience – with elevated dining, affordable comfort food, and eatertainment all adding to the festive spirit. And in 2024, restaurants delivered very merry results. How will the industry continue to perform in the new year?
Follow Placer.ai’s data-driven dining analyses to find out.

Insomnia Cookies, one of the first companies to innovate in the cookie retail space, is known for its late opening hours and classic cookie flavors. The company started in 2003 by selling fresh-baked cookies to college students and now operates over 300 locations globally. Meanwhile, Crumbl Cookies – known for its celebrity collaborations and intensely loyal social media fanbase – came onto the scene in 2017 and has since grown to over 1,000 franchised locations.
Both chains are expanding, and diving into the foot traffic data reveals that overall visits as well as average visits per location are still growing for both chains – indicating that the cookie craze is still going strong.

Analyzing visit growth at smaller cookie chains also highlights the strong demand for creative cookie concepts. Crave Cookies (established in 2022), Dirty Dough (2018), Chip Cookies (2016), and Chip City Cookies (2017) are all enjoying strong foot traffic growth relative to 2023, thanks in part to ongoing expansions. Like Crumbl and Insomnia, Crave Cookies, Dirty Dough, Chip Cookies, and Chip City Cookies are all growing their fleet – and the steady stream of store openings has driven consistent YoY visit growth.
The increasing visits to both the larger chains and the smaller cookie brands suggests that the demand for cookies has yet to peak and is likely to continue in 2025. And with these chains still looking to grow, how can location analytics uncover the best opportunities for growth?

A closer look at the demographic makeup of visitors to the analyzed cookie chains suggests that some of these chains’ consistently strong performance may be due to the relative affluence of their consumer base: The STI: PopStats dataset reveals that all of the chains' captured markets – with the exception of Insomnia Cookies – have higher shares of wealthy consumer segments than their potential one. (A chain’s potential market is obtained by weighting each Census Block Group (CBG) in its trade area according to population size, thus reflecting the overall makeup of the chain’s trade area. A business’ captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question – and thus represents the profile of its actual visitor base).
Among the analyzed chains, Chip City Cookies attracted visitors from the highest-income areas, with a captured market median HHI of $117.3K – $16.0K higher than its potential market median HHI of $101.3K. Crumbl, Crave, Dirty Dough, Chip, and Chip City also drew visitors from higher-income areas relative to their potential market median HHI.
In contrast, Insomnia Cookies was the only chain with a lower median HHI in its captured market relative to its potential market, likely reflecting its positioning as a late-night snack option for college students.

The relatively high-income of cookie consumers may be partially due to the chains’ popularity with suburban segments: According to the Spatial.ai: PersonaLive dataset, almost all the analyzed chains saw a higher share of “Upper Suburban Diverse Families” and “Wealthy Suburban Families” in their captured markets compared to their potential market. Meanwhile, the shares of “Young Urban Singles” and “Young Professionals” were lower across nearly all the analyzed chains’ captured market relative to their potential markets.
And once again, Insomnia Cookies stood out – the company’s captured market included an outsized share of “Young Professionals” and “Young Urban Singles,” perhaps due to the company's positioning as a late-night college campus favorite.
Taken together, this data suggests that, unless a chain is focused on acquiring a specific audience segment – like Insomnia did when targeting younger, less affluent consumers such as college students – most cookie chains are most likely to thrive in affluent suburban markets.

The enjoyment provided by a sweet treat is universal – but will these cookie chains retain their edge as the dessert shop market grows increasingly crowded?
Visit Placer.ai to keep up-to-date with the latest data-driven dining insights.

Super Saturday, one of the busiest shopping days of the year, sees stores bustling with last-minute shoppers searching for gifts and holiday essentials. But how did this year's event measure up – and what trends and surprises emerged? We analyzed the data to find out.
On December 21st, 2024 retail foot traffic across the U.S. surged by 58.0% compared to the year-to-date daily average – reaffirming Super Saturday’s status as the ultimate day for eleventh-hour gift shopping. And in another sign that holiday season shopping has evolved into a multi-day affair, the pre-Christmas milestone once again outpaced Black Friday, with the shopping momentum extending throughout the weekend.
Despite this year’s strong performance, 2024’s Super Saturday spike didn’t quite match last year’s extraordinary showing (+74.4% above the 2023 daily average) – a predictable shortfall, given 2023’s unique confluence of circumstances, when Super Saturday coincided with “Christmas Eve Eve” (December 23rd). But with Sunday’s strong consumer turnout this year, and Monday, December 23rd offering even more opportunities for consumers to hit the stores, 2024’s pre-Christmas traffic could well surpass last year’s final tally.

Though Super Saturday outperformed Black Friday nationwide, the resonance of the milestone varied by region. In most of the Midwest – a traditional Black Friday hot spot – as well as Pennsylvania, Delaware, West Virginia, Kentucky, Alabama, and Tennessee, Black Friday drew bigger visit spikes than the Saturday before Christmas. But in the majority of states, including major Pacific and Mountain region markets, Super Saturday visits outpaced the post-Thanksgiving frenzy.

Diving into specific retail categories shows that Super Saturday’s impact also differed across segments.
Department stores emerged in 2024 as clear Super Saturday winners, with December 21st visits to the category soaring a remarkable 128.7% compared to an average Saturday this year – up from 119.4% in 2023 and 101.1% in 2022. Recreational & sporting goods, beauty & self care, hobbies, gifts & crafts, clothing, and shopping centers also delivered impressive Super Saturday performances, with relative visit boosts approaching, or in some cases even exceeding those seen last year.
Superstores, discount & dollar stores, and grocery stores, for their parts – all food-oriented segments that typically see significant visit boosts on the day before Christmas Eve – were especially impacted by last year’s Super Saturday/December 23rd “double whammy”. So unsurprisingly, their Super Saturday visit boosts were noticeably smaller this year. Electronics stores also saw a more moderate Super Saturday boost in 2024, perhaps due to this year’s more extended window for online shopping between Super Saturday and Christmas.
Still, all the analyzed categories saw bigger relative Super Saturday visit peaks than in 2022, when the milestone fell a full week before Christmas (December 17th), leaving shoppers plenty of time to place orders online or hit the stores during the following week.

Indeed, despite competing with last year’s “double whammy”, several department store brands saw significant year-over-year (YoY) Super Saturday visit growth – including Nordstrom (8.8%), Bloomingdales (4.7%), and JCPenney (1.3%). And the fun wasn’t limited to the department store sector: Other important gift-buying destinations, such as Ollie’s Bargain Outlet (7.3%), T.J. Maxx (4.6%), and Five Below (4.2%), also saw substantial YoY foot traffic increases – underscoring retail’s resilience in what remains a challenging environment.

While Black Friday remains the traditional kickoff for the holiday shopping frenzy, Super Saturday has carved out a prestigious role of its own. With strong national foot traffic, standout regional performances, and category-specific surprises, it’s clear that Super Saturday is more than just an encore – it’s a headliner in its own right. How will retail foot traffic continue to unfold during the tail end of 2024?
Follow Placer.ai’s data driven retail analyses to find out.

As prime destinations for everything from ready-made meals to affordable treats, today’s c-stores are a far cry from the pit stops of yesteryear. But how has the segment performed in recent months – and what lies ahead for it in 2025? We dove into the data to find out.
The c-store segment has undergone a transformation in recent years as many category leaders significantly elevated their food, beverage, and experiential offerings, leaning into growing demand for affordable, convenient groceries and takeaway. Today, convenience stores can often be exciting destinations in their own rights – and eager customers are paying attention.
Analyzing visitation trends to c-stores highlights just how successful this reinvention has been for the category. Monthly c-store visits have surged past the segment’s pre-pandemic baseline, with November 2024 c-store traffic 15.5% higher than in November 2018.

Still, the data also indicates that growth has plateaued – year-over-year (YoY) traffic for the c-store segment has remained relatively flat in 2024, with November 2024 visits down 3.3% YoY. But diving into the individual chains’ visitation patterns reveals that many chains, including Buc-ee’s, Circle K, Kwik Trip, Maverik, and are outperforming the wider segment and continuing to see impressive YoY growth – in large part thanks to aggressive expansions.

Looking at the most visited c-store chain in each CBSAs out of the chains analyzed in the graph above reveals that most CBSAs are home to a growing c-store chain. Maverik gets the most visits in the Southwest, while Kwik Trip’s is more popular in the Midwest. Buc-ees has a stronghold on the Dallas-Fort Worth metro area, while Circle K receives traffic all over the country. This suggests that demand for c-store offerings are growing nationwide – despite the plateauing of category-wide visits – and that c-store brands that can offer consumers innovative products and experiences are well-positioned to continue thriving in 2025 and beyond.

C-stores have demonstrated incredible resilience and adaptability, cementing their roles as key destinations for price-conscious shoppers eager to stretch their dollars – without compromising on quality. With regional markets still brimming with opportunities, which chains will lead the way in redefining convenience for 2025?
For more data-driven consumer insights, visit placer.ai.
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.
