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Affecting everything from merchandise sales to local bars to entire neighborhoods, the economic effect of the Los Angeles Dodgers’ road to the World Series cannot be disputed.
After a comeback from 5-0 to win 7-6 against the New York Yankees, the Dodgers kept everyone on the edge of their seats. With history made by Freddie Freeman’s walk-off grand slam to win Game 1, fans will have moments seared in their memories for decades to come. Dodgers fans are willing to shell out big to celebrate their champions. Fanatics reported that after winning Wednesday night, “the Dodgers set a Fanatics sales record for first-hour sales of a team's merchandise, across any sport, after claiming a championship.” The top five players for merchandise sales were Ohtani, Freeman, Betts, Yamamoto, and Kershaw.
Local bars in various parts of L.A. that featured Dodgers games saw an uptick in year-over-year traffic most weeks, particularly in recent weeks leading up to the National League Championship and the World Series. Spontaneous parades erupted in locations such as Whittier Blvd in East L.A., in Downtown L.A., and near Dodger Stadium in Elysian Park.

We’ve previously written about the Shohei Effect on hotels like the Miyako that features the mural “LA Rising” by Robert Vargas, but now after a World Series championship, the Boys in Blue are set to go even higher into the stratosphere of fandom. We looked at the foot traffic to Dodger Stadium and to Little Tokyo, and no surprise there’s definitely an uptick to the latter on game days, especially on Saturdays. Vargas is currently working on a mural of the late Fernando Valenzuela in Boyle Heights, and Angelenos will likely be flocking in droves to come see “Fernandomania Forever” when it is unveiled.
One interesting finding is that visitation was actually higher during some of the regular season games than for the World Series Games 1 and 2 that took place in LA. One reason may be the sky high prices. Per reseller Ticket IQ, “the average price for a World Series ticket on the secondary market was $3,887, the second most expensive average since it started tracking data in 2010.” For some fans, it was a dream of a lifetime, one that some were willing to “sell a kidney” to attend.


As we enter November, the holiday season is already in full swing across the country. We’re likely to see the consumer’s embrace of seasonal decorations soon, just as we saw in the fall season. The retail industry has already lived through one major promotional event in October, and it’s time to take the temperature on physical retail foot traffic as we head into the busiest part of the season.
One thing that jumped out upon initial review was the foot traffic from department stores, excluding off-price retail. Looking at the four full weeks of October 2024, traffic to full line department stores was flat to last year, compared to the same period last year when traffic was down 8% to 2022 in October (store counts are about even to last year). Visits to luxury department stores show a similar story; traffic in 2023 was down 9% in October and trended down 2% this year. Coming from a sector of retail that has been challenged for years, this slight improvement is worthy of celebration.

Just how important is October’s contribution to holiday shopping visits? For full line department stores, October accounted for 22% of total holiday season visits in both 2022 and 2023; October traffic for luxury department stores was 24% of total holiday traffic in 2022 and 23% in 2023. That means that there’s still almost ¾ of total visitation still left for retailers to capture over the next two months. However, with traffic trending better in 2024 than in 2023 for department stores overall, this year might actually be a proof point for pull forward holiday demand.

Looking at visitation by retailers within the two sectors, Dillard’s, unsurprisingly led the charge for full line department stores in visitation growth. JCPenney also saw a lot of trend improvement compared to last year, as did Macy’s in the back half of the month. The only major retailer that has underperformed 2023 in October was Kohl’s. Through the lens of luxury department stores, Bloomingdale’s and Nordstrom grew traffic in the low to mid-single digits in October, with Neiman Marcus only down slightly to 2023 levels.

Another interesting insight Placer’s data uncovered; department stores are more of a destination for consumers this year. Looking at Macy’s cross-visitation specifically in October, the percent of visitors to Macy’s that traveled home after visiting was almost 50 basis points higher than in 2023. Our data also showed a lower percentage of cross visitation between Macy’s and other department stores this year compared to last October. Department stores may be doing a better job of capturing consumers' attention and better aligning themselves with the needs of their shoppers. This is in contrast of what we're seeing in essential retail categories such as grocery stores and superstores, where consumers are willing to cross shop multiple retailers; this underscores just how different consumer behavior is by category.

What does this signal about the remainder of the “true” holiday season? It’s hard to tell as we stand today, but the trend improvement across department stores this year gives us some optimism about consumers flocking to physical stores this year. But, it’s important to give consumers a reason to visit as many times as possible, especially as retail fatigue sets in from shopping earlier in the season. Value is still going to be the top driver of visitation this year, but unique products, services and experiences are still important to capturing the joy of the season.

If you’ve ever wished you could root for your alma mater from afar, attend a World Series, or blast into space, Cosm may have the solution. This immersive technology company combines state-of-the art stadium experiences with dining and bar service. Think a smaller version of the Sphere, a larger version of an IMAX theater, with the simulation of being at an actual stadium all while enjoying the comforts of a booth with food brought to you.
For fans of large screen immersive experiences, this venue allows you to be enveloped by the aquatic performers of Cirque du Soleil's “O”, feel like you’re on the 50-yard line for the Ohio State versus Penn State football game, or be a pioneering astronaut seeing the earth from space in “Orbital.”
Since it opened at the end of June this year, popular showings have included “Seek,” which takes you on a journey through the cosmos, as well as sports favorites like the New York Jets versus Pittsburgh Steelers game. Game 2 of the World Series had a sell-out crowd as those who chose not to buy tickets for thousands of dollars still had the joy of celebrating in an arena venue with hundreds of other fans, with the feeling of being behind the dugout.

The Los Angeles Times describes Cosm as “part planetarium, part mini-Sphere,” so instead of needing to travel to Griffith Observatory or Las Vegas, one can just jet down the 405 to Inglewood to have a similar experience. So, who’s visiting Cosm? Roughly 3 in 10 (29%) have a hold income (HHI) of $50K-$99.9K. Nearly 1 in 5 (19%) have a HHI of $25K-$49.9K. These two household income segments over index compared to the CA household incomes (shown in gray).

In terms of demographics, per Spatial.ai PersonaLive, Near-Urban Diverse Families, Educated Urbanites, and Melting Pot Families make up the top 3 segments.


Starbucks, the largest coffee chain in the world, and Dutch Bros, one of the fastest growing in the country, are major players in the hot and cold beverage space. With Q3 2024 in the rearview mirror, we took a closer look at the visitation patterns to both chains to see how they are faring – and what might lie ahead for both brands.
Starbucks is one of the most dominant names in coffee across the world, with thousands of stores in the United States alone. Between July 2023 and July 2024, the chain added more than 500 stores to its domestic fleet, bringing its U.S. store count to 16,730. And though Starbucks has faced its share of challenges, these store additions helped keep overall traffic to the coffee leader on par with 2023 levels throughout the summer – though visits dipped somewhat in September as consumers went back to their routines.
But digging deeper into the visit data shows that even as Starbucks saw overall foot traffic growth stall in Q3, the number of short visits to the chain – i.e. those lasting less than 10 minutes – increased. In August and September 2024, the chain drew 8.5% and 4.7% more short visits, respectively, than in the same periods of 2023 – revealing how important these quick stops are for the chain.
In-app ordering, which together with drive-thru orders made up about 70% of sales at the chain as of January 2024, may be contributing to the short visit trend. Still, new CEO Brian Niccol is looking for ways to return the chain to its roots as the third place, and the chain may yet implement shifts to encourage longer visits in the coming months.

Dutch Bros has been one of the most impressive coffee chains to watch over the past few years. The Oregon-based chain has been on an expansion tear – opening more than 150 stores between Q2 2023 and Q2 2024 – and has seen the elevated monthly visits to match. Between June and September 2024, visits to Dutch Bros increased between 13.7% and 16.9%, highlighting the chain’s success at growing its audience.
But like at Starbucks, short visits outperformed longer ones at Dutch Bros – and by a lot. In September 2024, for example, overall visits to the chain grew by 13.7% – but visits lasting less than 10 minutes shot up by 26.6%.
The strength of these short visits, for both Starbucks and Dutch Bros, suggests a shift towards convenience, with both chains utilizing drive-thru services and in-app ordering to accommodate busy consumers.

Digging down deeper into the data shows that for both Starbucks and Dutch Bros, these all-important short visits follow a distinct weekly pattern.
While longer visits (≥10 minutes) to both chains peaked in Q3 2024 on Saturdays, shorter visits were more evenly distributed throughout the week, peaking on Fridays. Overall, 34.1% of long visits to Starbucks, and 37.8% of long visits to Dutch Bros, took place on the weekends in Q3 2024 – compared to 28.1% and and 28.7%, respectively, for shorter visits.
Unsurprisingly, customers may be more likely to grab a quick coffee to go during the work week. And with the return to office still underway, quick visits may be enjoying a boost fueled by commuters in need of a quick cubicle pick-me-up.

As Starbucks works to adapt to shifting consumer preferences, understanding when customers spend more time in-store can help the brand reconnect with its roots as a community hub. And Dutch Bros can continue to enhance the quick-service experience that has fueled its growth. How will the two chains continue to perform in what remains a competitive coffee environment?
Follow Placer.ai for the latest data-driven dining insights.

In recent years, Americans have gotten serious about fitness. Even as consumers tightened their purse strings, they found room in their budgets for the ultimate affordable indulgence: A (relatively) low-cost gym membership that, once paid, offers customers unlimited access to club facilities.
How did Planet Fitness, the nation’s largest value gym perform in Q3 2024? We dove into the data to find out.
Planet Fitness has been on a roll. In Q2 2024, the chain reported a 4.2% system-wide increase in same store sales and the addition of 18 new gyms to its fleet. (Though Planet Fitness operates clubs outside the U.S., the vast majority of its some 2600 locations are domestic).
Foot traffic data shows that the chain continued to thrive through Q3, with year-over-year (YoY) monthly visit upticks ranging from 4.1% to 11.6% – outperforming the wider industry. And while the value gym giant finally raised the price of its basic membership this summer for the first time in more than thirty years, the move does not seem to have dented Planet Fitness’ growth trajectory – though it’s still early days.

Planet Fitness takes pains to emphasize its commitment to being a “Judgement Free Zone” – and casual gym-goers make up a significant portion of its visitor base. In Q3 2024, 44.3% of visitors hit the club, on average, less than twice a month.
But Planet Fitness also has a significant – and growing – share of die-hard gym buffs who visit the club at least eight or ten times a month - i.e. at least twice a week. In Q3 2024, a full 16.8% of visitors to Planet Fitness came to the gym at least eight times a month on average – up from just 12.9% in 2019 and 15.3% in 2022. And 11.9% visited the chain ten or more times a month – up from 8.6% in 2019 and 10.6% in 2022.
Though casual visitors are also important for any fitness club’s bottom line, a strong and thriving community of highly committed members is an important foundation for future growth.

Gym visit frequency, however, varies throughout the United States. Analyzing the share of highly committed visitors to Planet Fitness reveals significant differences between states.
New Mexico led the pack in Q3 with 13.9% of visitors frequenting the gym, on average, at least ten times a month – followed by Rhode Island (13.1%) and California (12.7%). On the other end of the spectrum lay Montana, where just 6.0% of club goers were highly committed visitors in Q3, followed by Iowa (7.7%) and Vermont (8.0%).
This data highlights how gym engagement can be influenced by regional factors such as lifestyle, climate, and access to alternative fitness options – suggesting that Planet Fitness and similar chains may benefit from tailoring their marketing and membership strategies to local trends and preferences.

The holiday season isn’t a particularly busy one for gyms – which usually see traffic begin to slow down in September before picking up again in the new year. But if Planet Fitness’ solid September 2024 performance is any indication, the chain may be in for a busier fourth quarter this year than last. Will Planet Fitness continue to deliver as the year draws to a close?
Follow Placer.ai’s data-driven analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

In a market ruled by value and convenience, traditional full-service restaurants (FSRs) have faced an uphill slog. But even in 2024, some FSRs are flourishing. We dove into the data to explore factors driving success at three very different full-service chains: First Watch, Chili’s Grill & Bar, and Outback Steakhouse.
First Watch first burst onto the scene in 1983 with a single restaurant in California – and now boasts some 544 locations across 29 states. With offerings ranging from Superfood Kale Salads to more traditional pancakes and bacon and eggs, First Watch has emerged as a prime destination for diners seeking to enjoy a leisurely breakfast with family and friends.
And foot traffic data shows that First Watch, still firmly in expansion mode, is continuing to grow its audience. Between June and September 2024, First Watch saw consistent year-over-year (YoY) visit growth, outperforming both the full-service restaurant category and other diners & breakfast spots.

One factor that may be helping to propel First Watch’s success is the relative affluence of its customer base. Analyzing the income breakdown of First Watch’s trade area shows that in Q3 2024, nearly ten percent (9.7%) of households in the chain’s captured market earned $200K+ per year, compared with 6.5% for diners & breakfast chains and 6.9% for the wider FSR space. On the flip side, only 43.9% of households in First Watch’s captured market had annual incomes below $75K, compared to just over 50.0% for both analyzed segments.
Amidst concerns surrounding food inflation, rising labor costs, and discretionary spending cutbacks, First Watch’s wealthier customer base may be helping to shield it from some of the value pressures that have weighed on other restaurants – contributing to its resilience.

Another FSR that has been experiencing outsized visit growth this year – at least since April – is Chili’s Grill & Bar. Following a tepid start to the year, Chili’s launched its much-vaunted Big Smasher Burger on April 29th, 2024, and hasn’t looked back since.
The new offering, added to Chili’s 3 For Me value menu, presented a full-service value challenge to QSR favorites like the Big Mac. And in Q2 2023, the item helped drive a 14.8% increase in same-store sales.
Since the big launch, weekly YoY visits to Chili’s have been consistently elevated – kept aloft with the help of viral hype around Chili’s long standing Triple Dipper offering, as well as the new secret Nashville Hot Mozz offering that became so popular it spawned a halloween costume.
Unlike First Watch, Chili’s has found success by embracing its role as a value chain. The median household income (HHI) of Chili’s captured market in Q3 2024 was $73.1K – below the nationwide median of $76.1K, and on par with that of the wider FSR space ($73.7K – By way of comparison, the median HHI of First Watch’s captured market was $85.6K in Q3).
And a closer look at the demographic make-up of Chili’s captured market shows just how broad the appeal of the chain is. In Q3 2024, Chili’s visitor base was over-represented for a wide range of segments across age and income groups – from “Wealthy Suburban Families” to “Young Urban Singles”, “Suburban Boomers’, and residents of “Blue Collar Suburbs”. By delivering high-quality meals at affordable prices, Chili’s has solidified its place as an everyman’s chain, offering value comparable to that of quick-service restaurants.

Aussie-themed Outback Steakhouse – Bloomin’ Brands’ biggest chain – is another full-service restaurant that is successfully weathering the storm. Like other FSRs, Outback has faced its fair share of challenges over the past few years, with rising costs and spending cutbacks taking a toll on the chain’s performance. But in Q3 2024, the average number of visits to each Outback Steakhouse location increased 0.5% YoY, even as overall traffic to the chain fell 1.7% in the wake of strategic rightsizing moves that included the shuttering of a number of underperforming locations. By contrast, the average number of visits per location in the wider FSR space dropped 1.2%, while overall foot traffic to the segment fell 2.1%. Outback Steakhouse’s ability to sustain a YoY visit-per-location uptick in Q3, even if a minor one, shows that its rightsizing efforts are paying off.
And drilling down deeper into regional data for the chain shows that in some areas of the country, Outback Steakhouse is positively thriving. In California, Outback’s third-largest market in terms of store count, the chain saw a YoY visit increase of 5.3% – significantly higher than the statewide FSR average of 1.1%. In Washington and Oregon, Outback Steakhouse experienced even more substantial visit increases – 9.0% and 9.6%, respectively – even as full-service restaurants generally languished. And in all three states, the number of Outback Steakhouse locations has remained basically unchanged over the past year, meaning that these increases reflect the growing draw of the chain’s existing venues.

First Watch, Chili’s Grill & Bar, and Outback Steakhouse are very different full-service chains – but each of them is thriving in its own way. How will the three brands fare as the holiday season picks up steam?
Follow Placer.ai’s data-driven dining analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
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.
