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The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include government buildings or mixed-use buildings that are both residential and commercial.
While headlines trumpeting an imminent return to traditional office life fueled by corporate mandates have become increasingly common in recent months, ground-level data reveals a more complex reality. Office building foot traffic indicates that the office recovery has slowed, with February visits down by 36.3% compared to pre-pandemic levels in February 2019. This data suggests that despite top-down pressure and RTO mandates at several major U.S. companies, hybrid and remote work models remain widespread.
Diving into the market-level data reveals that the nationwide average office occupancy metric was driven by relatively significant visit gaps across most analyzed cities, with the exception of New York City and Miami that continued to lead the return to office (RTO) trends, followed by Atlanta. Houston, Washington D.C., and Dallas all experienced year-over-five-year (Yo5Y) visit gaps of 34.6% to 38.4% – close to the nationwide average – while the Yo5Y office visit gaps for Boston, Los Angeles, and Denver was 43.5%, 45.1%, and 46.6%, respectively.
But one metric did stand out in the February data that could hint at a relatively localized RTO acceleration. For the first time since we started tracking the post-pandemic office recovery, San Francisco (47.5% Yo5Y visit gap) outperformed Chicago (48.5%) – perhaps indicating that RTO mandates in the tech world are beginning to move the needle in the country’s tech capital.
The slowing return to office (RTO) trends also emerge when analyzing the year-over-year (YoY) data. Although some visit gaps were to be expected given the comparison to a 29 day February in 2024, most cities – with the exception of Miami, Boston, and San Francisco – saw a larger dip in office visits than the approximately 3.5% visit gap that could be attributed to the calendar shift.
The dip in office visits compared to 2024 suggests that the RTO mandates are not having a significant impact on office occupancy patterns in most major cities and further underscore the enduring impact of remote and hybrid work models.
The RTO data reveals a complex and evolving landscape shaped by both corporate directives and the enduring preferences of a workforce that has experienced the flexibility and autonomy of remote work. At the same time, disparities between major cities – with New York and Miami in the lead and Chicago and San Francisco lagging behind – highlight the influence of local economic factors, industry concentrations, and perhaps even cultural preferences on office occupancy. As businesses continue to navigate this transition, a deeper understanding of these regional nuances and of the underlying drivers of in-person work will be crucial for companies looking to formulate RTO policies that best serve their broader goals.
For more data-driven insights, visit placer.ai.

This year is expected to present challenges for many restaurant operators, including (1) an uncertain macroeconomic environment; (2) growing encroachment from grocers, warehouse clubs, and convenience stores; and (3) difficulties connecting with consumers as they prioritize both value and convenience. Against this backdrop, Chipotle’s management is forecasting low- to mid-single-digit comparable sales growth for the full year. The company faces tough year-over-year (YoY) comparisons—our data shows a 4.2% increase in visits per location in 2024, placing Chipotle among the top-performing restaurant chains with more than 100 locations. However, despite the uncertain landscape, our data highlights several reasons why Chipotle may surpass this forecast.
Between 2020 and 2024, Chipotle introduced several new protein options that significantly contributed to its growth and customer engagement. In 2021, the launch of Smoked Brisket became a fan favorite, leading to its return in 2024 due to popular demand. The re-introduction of Chicken al Pastor also played a role in boosting visits, significantly lifting visits trends during the second quarter of 2024. These innovative protein additions have not only diversified Chipotle's menu but also resonated with customers, driving sales and enhancing the brand's market presence.
Chipotle introduced Honey Chicken as a limited-time protein option systemwide on March 7th 2025. According to management, Honey Chicken was the brand’s best-performing limited-time offer test, excelling in both early sensory testing and broader market trials. To validate this claim, we examined YoY visitation data for the 55 locations in Sacramento and 25 locations in Nashville where Honey Chicken was tested in the fall of 2024. Launched on August 27th, 2024, our data indicates an immediate boost in visits per location in Sacramento and sustained outperformance in Nashville.
While it’s difficult to extrapolate the success of a limited-time product nationwide based on its performance in a few test markets, our data indicates that Chipotle’s Honey Chicken will likley be among the best performing new product launches in 2025.
In recent years, Chipotle Mexican Grill has experienced notable success by expanding into smaller markets across the United States. This strategic move has led the company to increase its long-term goal from 6,000 to 7,000 North American locations, with many new restaurants opening in towns with populations around 40,000. These small-town locations have demonstrated unit economics comparable to or even surpassing those in larger markets.
Our data shows continued visit outperformance in smaller markets in 2024, with Chipotle locations in non top-25 markets seeing greater visits per location than locations in top 25 markets. And this strategic expansion sets the stage for continued outperformance as store openings in the company’s smaller markets continue to enter the comparable sales base in 2025.
Chipotle's “Chipotlane” format stores—which include a dedicated drive-thru lanes for digital order pickups—has significantly enhanced operational efficiency. According to management, Chipotlane location stores often see transactions completed in less than a minute, which compares favorably to traditional QSR drive-thru times. This swift service has led to a 10%-15% increase in sales at Chipotlane-equipped locations compared to traditional formats. Chipotle now has more than 1,000 Chipotlane locations, with plans to include this feature in the majority of new restaurants, aiming for an annual unit growth of 8% to 10%.
We grouped the first 100 Chipotlane locations with our data to better understand the impact on throughput and operational efficiency. Our data indicates that Chipotlane locations outperformed the chain average by a meaningful amount – especially during peak lunch and dinner hours – adding further support for the company’s potential outperformance in the year ahead.
Overall, while 2025 presents a challenging landscape for the restaurant industry, Chipotle appears well-positioned to navigate these headwinds and potentially exceed its growth expectations. The company’s proven track record of successful menu innovations, along with the promising early results of Honey Chicken, demonstrate its ability to resonate with consumers. Additionally, Chipotle's strategic expansion into smaller markets and the continued rollout of Chipotlane locations are key drivers that could boost visitation and operational efficiency. Despite a difficult macroeconomic environment and increased competition, Chipotle’s combination of menu innovation, market expansion, and enhanced convenience through Chipotlanes sets the stage for continued success in 2025.

Allbirds rose to prominence during the direct-to-consumer (DTC) boom, quickly gaining a loyal following. However, the brand faced challenges in recent years and, in 2024, made a strategic pivot to optimize its store fleet and significantly rightsize its retail footprint. How has this shift impacted foot traffic? We took a closer look.
Allbirds closed almost a third of its U.S. store fleet in the first three quarters of 2024 – downsizing from 45 U.S. stores at the end of 2023 to 31 stores as of September 2024 – leading to expected declines in overall visit numbers. But as the number of Allbirds stores in operation fell, visits per location increased steadily – suggesting that the company is successfully consolidating its physical footprint and funneling visitors to its most successful stores.
While Allbirds has locations in a number of states across the country, its main stronghold remains its home state of California. And diving into the visit data reveals that its rightsizing strategy has paid off handsomely in the state, with YoY visits per location surging by 28.2% in January 2025 compared to 19.8% YoY growth nationwide, suggesting that Allbirds is successfully optimizing its footprint to focus on high-performing markets.
Rightsizing typically allows brands to focus on their best-performing markets – and it looks like Allbirds has succeeded in that regard. Between January 2024 and January 2025, the median household income (HHI) in Allbirds’ captured market rose from $108.5K to $125.6K. Similarly, the share of "Educated Urbanites" and "Ultra-Wealthy Families" Spatial.ai: PersonaLive segments increased, indicating that the brand is now catering to a more affluent visitor base that could help it weather economic uncertainties and wider retail challenges.
Allbirds’ strategic repositioning seems to be delivering some of the desired results. By focusing efforts on high-performance locations and the shopper experience, the brand is seeing higher visits per location and a more engaged customer base.
Will Allbirds continue to soar?
Visit Placer.ai to find out.

Last year was a leap year, so February 2025 had one less day than February 2024 – leading to dips in year-over-year (YoY) monthly comparisons across the board, including in the mall space.
But comparing YoY at average daily visits – a more accurate analysis of YoY performance when comparing a regular year to a leap year – reveals that visits to indoor malls and open-air shopping centers held relatively stable in February 2025, despite the sharp drop in consumer confidence. And both mall types outperformed the wider retail YoY average – highlighting the ongoing resilience of the retail format.
Meanwhile, outlet malls continued lagging behind both overall retail numbers and the other two mall types. This mall type tends to attract a slightly lower-income visitor base, which could be more susceptible to economic uncertainties – and outlet mall shoppers may have avoided long travels in the cold, preferring to look for discounted items online or in off-price stores closer to home.
Malls’ unique position as both shopping centers and entertainment hubs likely contributed to malls’ stable February visitation patterns amidst the wider consumer headwinds. All three mall types saw significant visit increases on Valentine’s Day (February 14th) along with a rise in the share of evening (7 PM to 10 PM) visits. At the same time, only outlet malls saw a slight increase in the share of shorter visits (under 30 minutes) on Valentine’s Day.
This data suggests that malls played a role in many consumers’ Valentine’s Day celebrations – both in serving as a one-stop shop for gifts and as a centralized place with a variety of dining and entertainment options for the perfect Valentine’s date night.
The steady February foot traffic coupled with strong engagement on key holidays like Valentine’s Day underscores the enduring role of malls as more than just shopping destinations. As we move further into 2025, the ability of malls to adapt and cater to evolving consumer behaviors will remain a critical factor in their continued success.
For more data-driven retail insights visit placer.ai.

The beauty industry’s reign over specialty retail may be slowly coming to an end in 2025. In the post-pandemic retail economy, beauty had been an outlier as it continued to grow visitation despite declines in other discretionary categories and a general pullback in retail demand. Beauty retailers were primed for the interaction of mass and prestige beauty growth; brands at both the low and high end benefited as consumers' appetite for make up and skincare exploded.
But in 2024, consumers began to shift their focus away from beauty and back towards other discretionary categories, such as apparel and home furnishings. At the same time, we’ve also observed more caution amongst consumers surrounding all discretionary demand. Beauty tends to do well during times of economic uncertainty; items are small and generally less expensive than other discretionary purchases like shoes or accessories.
However, the category’s sustained success over the past few years may have run out, even as consumers look for value and small indulgences. Beauty executives warned of these headwinds in early 2024, and Placer’s visit trends have corroborated the softening of trends across the industry.
2024 visits to beauty and self care retail chains grew 1.5% versus the previous year, compared to 18% growth in 2023 and 17% growth in 2022. There was a true shift in momentum of this industry over the last year, and the deceleration of growth is in stark contrast to the industry’s flourishing in the immediate post-pandemic years.
When we put this into the context of broader discretionary retail, the trends in beauty counter those of apparel and home furnishings, who accelerated their rebounds throughout last year. There are a myriad of reasons for these changes in 2024, but major beauty brands have shared a drop-off in demand and waning sales, signs that point to changing consumer behavior instead of a shift in channel preference from physical to digital.
Ulta Beauty had been driving much of the growth of the beauty industry, due to its positioning as a destination for both mass and prestige beauty products. This business model, which served it well over the past few years, also exposed some potential hurdles as demand decelerated in 2024. Ulta’s visit growth in 2024 was just 1.9% year-over-year (2.5% YoY growth for Q4 2024), which surpassed other beauty chains, but slowed dramatically compared to previous trends.
A potential source of Ulta’s visit growth declaration could be one of its greatest opportunities over the past few years; its shop-in-shop partnership with Target. The two chains attract similar consumer demographics and align in their value offerings to shoppers. Looking at Placer’s cross visitation analysis, among visitors to Ulta Beauty, those who also visited Target increased from 86.9% in 2022 to 90.1% in 2024. Ulta visitors may be choosing to visit an Ulta outpost in Target more frequently than in the past, due to the convenience. But, that increase in visits to Target may be cannibalizing visit frequency to standalone Ulta Beauty locations.
Another change to Ulta Beauty’s overall visitation comes from the distribution of visitors to the retail chain. There were declines in the share of visits to Ulta from wealthier, suburban, and younger consumer segments, which account for the largest consumer bases for the retailer. There have been slight increases in the share of visits by Blue Collar Families and diverse shopper segments, but those consumers are likely to be more constrained in purchasing power than Ulta’s core shoppers.
Overall, the beauty space’s journey in 2024 is likely an indicator of what’s to come, especially for the larger chains. One retailer that has been the exception to the rule is Bluemercury, which Placer selected as a 10 Top Brands to Watch in 2025. For the remainder of the industry, retailers must find their reason for consumers to visit, despite a potential decline in demand for the category.

Two of the biggest sporting events of the year – the Super Bowl and the Daytona 500 – took place in February 2025. We dove into the location analytics and demographic characteristics of visitors for both events to find out who attends the Big Game and the Great American Race.
Super Bowl tickets aren’t cheap, and combined with elevated travel costs, attending the game comes with a hefty price tag. So it may be no surprise that “Ultra Wealth Families” – Spatial.ai: Personalive segment for the nation’s wealthiest households – are consistently the largest segment within the stadiums’ captured markets* on game day. The same trend persists for NFL’s conference championships, indicating that regardless of the region in which the biggest games are played, fans in attendance come from relatively similar, affluent households.
*A venue’s captured market is derived by the census block groups (CBGs) from which the venue draws its visitors, weighted by the share of visits from each, and thus reflects the population that actually visits the venue.
Visitors to the Daytona 500, it seems, are a more diverse cohort. Although the race is the most prestigious in NASCAR, tickets are available at price-points that suit a variety of budgets. And analyzing the visitor base of Daytona International Speedway on race day in 2025 reveals that the event’s relative affordability seemed to have attracted visitors from all walks of life: The venue’s trade area included a wide range of psychographic segments – ranging from the wealthiest families to retirement-age folks on a budget – demonstrating the diversity of the audience in attendance.
Analysis of the 2025 Super Bowl and Daytona 500’s trade areas, which reflect the regions from which the venues received visitors on the day, reveals other key differences between the events’ attendees.
As was the case for previous Super Bowls, the 2025 Super Bowl at the Caesars Superdome in New Orleans, LA drew visitors from the country’s major metro areas – and from some of the wealthiest – including New York City, Los Angeles, San Francisco, and Miami. The trade area also revealed elevated attendance from the teams’ home regions – Kansas City, MO and Philadelphia, PA – likely by the squads’ die-hard fans, and robust visitation from the host region (the New Orleans area), as local football fans appeared to take advantage of the opportunity to attend a Super Bowl close to home.
The 2025 Daytona 500's trade area, however, revealed a more tilted regional distribution of visitors. Although the event did draw fans from all over the country, most of the Daytona International Speedway attendees came from the Eastern United States, and Florida in particular – which hosts the race every year. This suggests that while the Daytona 500 attracts visitors from all over the country, the event is particularly popular among locals.
Want more data-driven event insights? Visit Placer.ai.
Grocery chains in the United States are increasingly investing in on-site healthcare clinics, transforming their stores into hubs for both food and wellness. While grocery stores have long featured pharmacies and some basic healthcare services like vaccinations, recent years have seen a shift towards more extensive healthcare offerings.
Today, many grocery stores offer a range of services – from primary and urgent care to dental and mental health care. In addition to providing an important community service, grocery-anchored healthcare clinics can boost foot traffic at chains, help health providers reach more patients, and allow shoppers to manage their health and home needs in one convenient trip.
This white paper examines the impact these in-store clinics have on grocery chain visitation patterns and trade area characteristics. Are shoppers more or less likely to make repeat visits to grocery stores with healthcare services? And how does the addition of a clinic affect the demographic profile of a grocery store’s captured market? The report examines these questions and more, offering insights for stakeholders across the grocery and healthcare industries.
Analyzing foot traffic to grocery stores with and without in-store clinics shows the positive impact of these services: Across chains, locations with on-site healthcare offerings drew more visits in H1 2024 than their chain-wide averages.
The Kroger Co., which operates numerous regional banners as well as its own eponymous chain, has been a leader in in-store healthcare services since the early aughts. The company introduced its in-store medical center, The Little Clinic in 2003 – and today operates over 225 Little Clinic locations across its Kroger banner, as well as regional chains Dillons, Jay C Food Stores, Fry’s, and King Soopers.
And in H1 2024, the eight Dillons locations with clinics saw, on average, 93.0% more visits per location than the chain’s banner-wide average. Jay C, which offers two in-store clinics, also saw visits to these venues outpace the H1 2024 banner-wide average by 92.9%. For both chains, relatively small overall footprints may contribute to their outsize visit differences: Indiana-focused Jay C operates just 22 locations, all in the Hoosier State, while Kansas-based Dillons has some 64 locations.
But similar patterns, if somewhat less pronounced, could be observed at Kroger (43.0%), Fry’s (19.2%), and King Soopers (16.5%) – as well as at H-E-B (14.5%), which boasts its own expanding network of in-store clinics.
Analyzing the trade areas of grocery stores with healthcare clinics shows that these services tend to draw more affluent visitors from within the stores’ trade areas.
For some chains, including King Soopers, H-E-B, and Jay C, the clinics are positioned to begin with in areas serving higher-income communities. The median household income (HHI) of King Soopers’ in-store clinic’s potential markets, for example, came in at $92.3K in H1 2024 – significantly above the chain’s overall potential market median HHI of $88.1K. Similarly, the potential markets of H-E-B and Jay C Food Stores with clinics had higher median HHIs than the chains’ overall averages.
And for all three chains, stores with clinics tended to attract visitors from captured markets with even higher median HHIs – showing that within these affluent communities, it is the more well-to-do customers that tend to frequent these venues. (A chain or store’s potential market is obtained by weighting each CBG in its trade area according to the size of the population – thus reflecting the general composition of the community it serves. A chain or store’s captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the business in question – and thus represents the population that actually visits it in practice.)
Other brands, including Fry’s, Kroger, and Dillons, have positioned clinics in stores with potential market median HHIs slightly below chain-wide averages. But within these markets, too, it is the more affluent consumers that are visiting these stores, pushing up the median HHI of their captured markets.
These patterns highlight that, for now, grocery store clinics tend to attract consumers on the upper ends of local income spectrums. This information can be utilized by healthcare professionals and grocery store owners to pinpoint neighborhoods that may be open to grocery-anchored clinics, or to take steps to increase penetration in other areas.
Supermarket giant Kroger is a major player in the world of grocery-anchored healthcare, offering visitors access to pharmacies, clinics, and telehealth options via its grocery stores. What impact has the company’s embrace of healthcare had on visits and loyalty?
An analysis of household compositions across the potential and captured markets of Kroger-owned stores with and without Little Clinic offerings suggests that families with children are extremely receptive to these services.
In H1 2024, Kroger, King Soopers, Fry’s, Jay C, and Dillons all featured captured markets with higher shares of STI: PopStats’ “Households With Children” segment than their potential ones – highlighting the chains’ appeal for families. But the share of parental households in those stores with Little Clinics jumped significantly higher for all five banners.
The share of families with children in King Soopers’ overall captured market stood at 28.3% in H1 2024, higher than the 27.2% in its potential one. But the households with children in the captured markets of King Soopers locations with Little Clinics was significantly higher – 30.6% – and similar patterns emerged at Jay C, Dillons, Kroger, and Fry’s.
This special draw is likely linked to the clinics' focus on family health services like physicals, nutrition plans, and vaccines. The convenience of being able to take care of healthcare, grocery shopping, and pharmacy needs all in one go makes these stores particularly attractive to parents. And this jump in foot traffic shows the strategic advantage of incorporating healthcare services into the retail environment.
Providing essential healthcare services at the supermarket can establish a grocery chain as a crucial part of a shopper's daily life, enhancing visitor loyalty, and helping nurture long-term customer relationships. Indeed, in-store clinics offer a unique opportunity for grocery providers to connect with customers on a level that extends beyond the transactional.
An analysis of several Kroger-branded locations in the Cincinnati metro area showcases the profound impact in-store clinics can have on customer loyalty. In H1 2024, stores with Little Clinics had significantly higher shares of repeat visitors – defined as those making six or more stops at the store during the analyzed period – than those without.
For instance, 36.4% of visitors to a Kroger Marketplace store with an in-store clinic in Harrison, Ohio, frequented the location at least six times during the first half of 2024. But over the same period, only 29.0% of visitors stopped by at least six times to a nearby Kroger location in Cleves, Ohio – just ten miles away. Similarly, 30.7% of visitors to the Beechmont Ave. Kroger Food & Drug location with a clinic visited at least six times in H1 2024, compared to 23.0% for the nearby Ohio Pike Kroger store.
This trend was consistent across the analyzed locations, with those offering in-store clinics attracting significantly higher shares of loyal visitors. These metrics support the value of offering additional services as a draw for frequent visitors, while also providing the clinics themselves with the visitor volume needed to operate profitably.
Texan grocery chain H-E-B is beloved across the state – and though the chain isn’t new to the healthcare scene, it has been doubling down on wellness. In 2022, H-E-B launched H-E-B Wellness, a healthcare platform that offers patrons a variety of medical services, including – as of today – some 12 primary care clinics, many of them inside stores.
H-E-B stores with primary care clinics are helping to cement the grocer’s role as a convenient one-stop for local residents – allowing them to drop in to a nearby location for both daily grocery needs and wellness care.
H-E-B has always placed a premium on community, stepping up to help local residents in times of need. And though the chain as a whole draws an overwhelming majority of its visitors from nearby areas, those with clinics do so even more effectively. In H1 2024, some 83.6% of visitors to H-E-B came from less than 10 miles away. But for locations with primary care clinics, this share increased to 88.0%.
This suggests that wellness services are particularly appealing to nearby residents, strengthening H-E-B’s connection with local consumers even further. And for a grocery store centered on community engagement, the integration of health services into its offerings is proving to be a winning strategy.
H-E-B has been steadily expanding its primary care offerings since it launched the Wellness concept, adding two primary clinics at locations in Cypress, TX and Katy, TX in June 2023. Following the opening of these clinics – which operate Mondays through Fridays – both locations saw marked increases in the share of “Urban Cliff Dwellers” in their weekday captured markets. This STI: Landscape segment group encompasses families both with and without children, earning modest incomes and enjoying middle-class pleasantries.
Between June 2022 - May 2023, the share of “Urban Cliff Dwellers” in the weekday captured markets of the Cypress and Katy locations stood at 9.5% and 7.2%, respectively. But once the stores had clinics in place, those numbers jumped to 12.4% and 11.0%, respectively.
This increase in the stores’ reach among “Urban Cliff Dwellers” immediately following the clinics’ openings suggests that in addition to more affluent consumers, middle-class families also harbor considerable interest in these services. As more retailers continue making inroads into the healthcare sector, they may find similar success in attracting diverse groups of convenience-seeking shoppers.
As grocery stores lean into healthcare, they are transforming into multifaceted hubs that offer both essential health services and everyday shopping needs. Retailers like Kroger and H-E-B are reaping the benefits of boosted foot traffic, higher-income visitors, and strengthened community ties – while offering their shoppers convenience that helps streamline their daily routines.
Walmart, Target, and Costco are three of the most popular retailers in the country, drawing millions of shoppers through their doors each day. Each of these retail giants boasts distinct strengths and strategies that cater to their unique customer bases, allowing them to thrive in a highly competitive market.
This white paper takes a closer look at some of the factors that are helping the three chains flourish. How does Walmart’s positioning as a family-friendly retailer help it drive visits in its more competitive markets? How can Target leverage its reach to drive more loyal visits? And what does the increase in young shoppers frequenting membership warehouse clubs mean for Costco?
We dove into the location analytics to explore these questions further.
Examining monthly visitation patterns for the three retail giants shows Costco’s wholesale club model leading the way with consistent year-over-year (YoY) visit growth – ranging from 6.1% in stormy January 2024 to 13.3% in June. Family favorite Walmart followed closely behind, seeing YoY foot traffic growth during all but two months, when visits briefly trailed slightly behind 2023 levels before rebounding.
Target, meanwhile, had a slower start to the year, with visits trending below 2023 levels for most of January to April. Over this same period (the three months ending May 2024), Target reported a 3.7% decline in YoY comparable sales. But since then, things have begun to turn around for the chain, with YoY visits rising in May (2.5%), June (8.9%), and July (4.7%). This renewed visit growth into the second half of the year bodes well for the superstore – and the ongoing back-to-school season may well push visits up further as the summer winds down.
For all three chains, Q2 2024’s visit success has likely been bolstered in part by summer deals and intensifying price wars – as the retailers slash prices to woo inflation-weary consumers back to the store.
Over the past few years, consumer behaviors have been changing rapidly in response to shifting economic conditions. This next section explores some of these changes at Walmart, Target, and Costco, to better understand what may be driving these shifts.
One way that consumers have traditionally responded to inflation and other headwinds has been through the adoption of mission-driven shopping – making fewer, but longer, trips to retailers, so that every visit counts. Superstores and wholesale clubs, which offer one-stop shopping experiences, have long been prime destinations for these extended shopping trips. And even during periods when visits have lagged, these retailers have often benefited from extended dwell times – leading to bigger basket sizes.
A look at changes in average dwell times at Walmart and Target suggests that as YoY visits have picked up, dwell times have come down – perhaps reflecting a normalization of consumers’ shopping patterns. With inflation stabilizing and gas prices lower than they were in 2022 and 2023, customers may feel less pressure to consolidate shopping trips than they have in recent years.
In contrast, Costco’s comparatively long dwell times have remained stable over the past several years. The warehouse club’s bulk offerings, plentiful free samples, and inexpensive food court encourage shoppers to spend more time browsing the aisles than they would at other retailers. And even if mission-driven shopping continues to subside, Costco customers will likely keep on making extra-long shopping trips.
While inflation is cooling faster than expected, prices remain high, and new players are stepping into the retail space occupied by Walmart, Target, and Costco – especially dollar stores. Though higher-income customers increasingly rely on the three retail giants for many of their purchases, customers of more modest means are often drawn to the rock-bottom prices offered at dollar stores.
And analyzing the cross-shopping patterns of visitors to Walmart, Target, and Costco shows that growing shares of visitors to the three behemoths also visit Dollar Tree on a regular basis. In Q2 2019, the share of visitors to Walmart, Target, and Costco who frequented Dollar Tree at least three times ranged between 9.8% and 13.7%. But by Q2 2024, that share rose to 16.7%-21.6%.
Dollar Tree is leaning into this increased interest among superstore shoppers. Over the past year, Dollar Tree added some 350 Dollar Tree locations, even as it shuttered nearly 400 Family Dollar stores. And the chain recently acquired the leases of some 170 99 Cents Only Stores – offering Dollar Tree access to a customer base accustomed to buying everything from groceries to household goods. As Dollar Tree continues to grow its footprint and expand its food offerings, the chain will be better positioned than ever to provide a real challenge to Walmart, Target, and Costco.
Still, the three retail giants each have unique offerings that distinguish them from dollar stores. This next section examines what sets Walmart, Target, and Costco apart – and how they can continue to strengthen their competitive edge.
With competition on the rise, Walmart, Target, and Costco must display agility in navigating an ever-evolving market landscape. This section dives into the data for each chain’s more successful metro areas to see what factors are helping them outperform nationwide averages – and what metrics the retailers can harness to try to replicate these results nationwide.
Target recently expanded its Target Circle Rewards program, rolling out three new tiers for its 100 million members. And this focus on loyalty has proven successful for the chain. Demographic and visitation data reveal a strong correlation between the median household incomes (HHIs) of Target locations’ captured markets across CBSAs (core-based statistical areas), and their share of loyal visitors in Q2 2024: CBSAs where Target locations’ captured markets had higher median HHIs also tended to draw more repeat monthly visitors.
Target’s captured markets in the Los Angeles-Long Beach-Anaheim, LA CBSA, for example, featured a median HHI of $89.8K in Q2 2024 – and 48.0% of the chain’s LA visitors frequented a Target at least twice a month during the quarter. Target stores in the Chicago-Naperville-Elgin, IL-IN-WI CBSA, where the chain’s captured markets had a median HHI of $88.7K in Q2 2024, also had a loyalty rate of 48.0%.
Target generally attracts a more affluent audience than Walmart. And even as the superstore slashes prices to attract more price-conscious consumers, the retailer is also taking steps likely to enhance its popularity among higher-income households. In April 2024, Target debuted a paid membership tier within its loyalty program offering perks like same-day delivery for a fee. Maintaining and expanding these premium offerings will be key for Target as it seeks to attract more affluent customers and replicate its high-performing results in CBSAs nationwide.
The persistent inflation of the past few years, while challenging for some retailers, has also created new opportunities – particularly for wholesalers. Membership warehouse clubs, including Costco, are gaining popularity among younger shoppers, a cohort often looking for new ways to stretch their more limited budgets. An October 2023 survey revealed that nearly 15% of respondents aged 18 to 24 and 17% of those aged 25 to 30 shop at Costco.
A closer look at some of Costco’s best-performing CBSAs for YoY visit-per-location growth highlights the significance of these younger shoppers: In H1 2024, the company’s YoY visit-per-location growth was strongest in areas with higher-than-average shares of young urban singles.
For example, the San Diego-Chula Vista-Carlsbad, CA CBSA experienced visit-per-location growth of 10.4% YoY in H1 2024, while the nationwide average stood at 7.9%. And the CBSA’s share of Young Urban Singles, defined by the Spatial.ai: PersonaLive dataset as “singles starting their careers in trade and service jobs,” was 12.1%, well above Costco’s nationwide average of 7.3%.
Walmart is a one-stop shop for everything from affordable groceries to clothing to home furnishings, making it especially popular among families. The retailer actively courts this segment with baby offerings designed to meet the needs of both kids and parents, virtual offerings in the metaverse, and collectible toys.
And visitation data reveals a connection between the extent of different Walmart locations’ YoY visit growth and the share of households with children in their captured markets.
In H1 2024, nationwide visits to Walmart increased by 4.1% YoY, while the share of households with children in the chain’s overall captured market hovered just under the nationwide baseline. But in some CBSAs where Walmart outpaced this nationwide growth, the retail giant also proved especially adept at attracting parental households – outpacing relevant statewide baselines.
In Boston-Cambridge-Newton, MA, for example, Walmart experienced 5.0% YoY visit growth in H1 2024 – while the share of households with children in the chain’s local captured market stood 7% above the Massachusetts state average. And in Grand Rapids-Kentwood, MI, where Walmart’s share of parental households outpaced the Minnesota state average by an even wider 15% margin, the retailer saw impressive 7.3% YoY visit growth. This pattern repeated itself in other metro areas, suggesting that there may be a correlation between local Walmart locations’ visit growth and their relative ability to draw households with children.
Walmart can continue solidifying its market position by leaning into its family-oriented offerings and expanding its footprint in regions with growing populations of young families.
Walmart, Target, and Costco all experienced YoY visit growth in the final months of H1 2024, with Costco leading the way. And though the three chains still face considerable challenges, each one brings unique strengths to the table. By continuously innovating and responding to changing market conditions, Walmart, Target, and Costco can not only overcome obstacles but also leverage them to reinforce their market positions and drive continued growth.

The first Lollapalooza – a four-day music festival – took place in 1991. Chicago’s Grant Park became the event’s permanent home (at least in the United States) in 2005, drawing thousands of revelers and music fans to the park each year.
This year, the festival once again demonstrated its powerful impact on the city. On August 1st, 2024, visits to Grant Park surged by 1,313.2% relative to the YTD daily average, as crowds converged on the park to see Chappell Roan’s much-anticipated performance. And during the first three days of the event, the event drew significantly more foot traffic than in 2023 – with visits up 18.9% to 35.9% compared to the first three days of last year’s festival (August 3rd to 5th, 2023).
Lollapalooza led to a dramatic spike in visits to Grant Park – and it also attracted a different type of visitor compared to the rest of the year.
Analyzing Grant Park’s captured market with Spatial.ai’s PersonaLive dataset reveals that Lollapalooza attendees are more likely to belong to the “Young Professionals” and “Ultra Wealthy Families” segment groups than the typical Grant Park visitor.
By contrast, the “Near-Urban Diverse Families” segment group, comprising middle-class diverse families living in or near cities, made up only 6.5% of visitors during the festival, compared to 12.0% during the rest of the year.
Additionally, visitors during Lollapalooza came from areas with higher HHIs than both the nationwide baseline of $76.1K and the average for park visitors throughout the year. Understanding the demographic profile of visitors to the park during Lollapalooza can help planners and city officials tailor future events to these segment groups – or look for ways to make the festival accessible to a wider range of music lovers.
Lollapalooza’s impact on Chicago extended beyond the boundaries of Grant Park, with nearby hotels seeing remarkable surges in foot traffic. The Congress Plaza Hotel on South Michigan Avenue witnessed a staggering 249.1% rise in visits during the week of July 29, 2024, compared to the YTD visit average. And Travelodge on East Harrison Street saw an impressive 181.8% increase. These spikes reflect the festival’s draw not just for locals but for out-of-town visitors who fill hotels across the city.
The North Michigan Avenue retail corridor also enjoyed a significant increase in foot traffic during the festival, with visits on Thursday, August 1st 56.0% higher than the YTD Thursday visit average. On Friday, August 2nd, visits to the corridor were 55.7% higher than the Friday visit average. These numbers highlight Lollapalooza’s role in driving economic activity across Chicago, as festival-goers venture beyond the park to explore the city’s vibrant retail and hospitality offerings.
City parks often serve as community hubs, and Flushing Meadows Corona Park in Queens, NY, has been a major gathering point for New Yorkers. The park hosted one of New York’s most beloved summer concerts – Governors Ball – which moved from Governors Island to Flushing Meadows in 2023.
During the festival (June 9th -11th, 2024), musicians like Post Malone and The Killers drew massive crowds to the park, with visits soaring to the highest levels seen all year. On June 9th, the opening day of the festival, foot traffic in the park was up 214.8% compared to the YTD daily average, and at its height, on June 8th, the festival drew 392.7% more visits than the YTD average.
The park also hosted other big events this summer – a July 21st set by DMC helped boost visits to 185.1% above the YTD average. And the Hong Kong Dragon Boat Festival on August 3rd and 4th led to major visit boosts of 221.4% and 51.6%, respectively.
These events not only draw large crowds, but also highlight the park’s role as a space where cultural and civic life can find expression, flourish, and contribute to the health of local communities.
Analyzing changes in Flushing Meadows Corona Park’s trade area size offers insight into how far people are willing to travel for these events. During Governors Ball, for example, the park’s trade area ballooned to 254.5 square miles, showing the festival's wide appeal. On July 20th, by contrast, when the park hosted several local bands and DJs, the trade area was a much more modest 57.0 square miles.
Summer events drive community engagement, economic activity, and civic pride. Cities that invest in their parks and event hubs, fostering lively and inclusive spaces, can create lasting value for both residents and visitors, enriching the cultural and social life of urban areas.
For more data-driven civic stories, visit Placer.ai.
