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In September 2024, Placer.ai released two white papers: The Healthcare Opportunity in Grocery and Pricing Strategies Driving Restaurant Visits in 2024. Below is a taste of our findings from The Healthcare Opportunity in Grocery – which dove into the data to explore the impact that wellness offerings can have on grocery store visitation patterns.
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, in-store 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.
Analyzing foot traffic to grocery stores with and without in-store clinics shows that across chains, locations with on-site healthcare offerings drew more visits in H1 2024 than their chain-wide averages.
The Kroger Co., for example, 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.
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.
Read the full report here to learn more about the impact of healthcare services on grocery visits and customer loyalty. 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?
For more data-driven consumer research, visit our resource library.

2024 has been a good year for fast-casual restaurants. Limited-time offers notwithstanding, rising QSR prices have narrowed the price gap between fast food and the more premium offerings of chains like Chipotle and sweetgreen. And with many fast-casual restaurants upping their convenience games with drive-thrus and other innovations, the distinction between the two segments has become increasingly muddied.
So with summer winding down, we dove into the data to explore segment-level consumer behavior at quick-service and fast-casual restaurants. How are they performing this year? And do consumers still interact differently with the two categories?
We dove into the data to find out.
During the first half of 2024, fast-casual restaurants experienced 3.2% year-over-year (YoY) visit growth, while QSR held steady with a minor 0.4% uptick. As QSR favorites have gotten pricier, some budget-conscious diners have responded by trading up – embracing elevated fast-casual experiences that hit the sweet spot between quality and affordability.
Drilling down deeper into the data, however, paints a more nuanced picture. On weekends, both QSRs and fast-casual chains experienced positive YoY visit growth (2.1% and 4.0%, respectively) – a significant difference, but not a tremendous one. On their days off, it seems, Americans are opting for a variety of value-oriented indulgences, and both segments are benefiting.
But on weekdays, fast-casual foot traffic grew by 2.8%, while QSR visits declined slightly by 0.2%. As the return-to-office (RTO) continues apace, more affluent office workers may be driving a weekday fast-casual renaissance.
A look at driving distances to QSR and fast-casual restaurants provides further evidence that commuters may be contributing to fast-casual’s weekday YoY visit growth.
In H1 2024, a higher share of QSR visits came from customers hailing from CBGs less than two miles away from the restaurants – suggesting that QSR visitors were more likely to frequent local, neighborhood venues. Meanwhile, a significantly higher percentage of fast-casual visits (63.6%) originated from CBGs between two and 30 miles away, compared to just 56.8% for QSR. These less-local visitors may be stopping by a fast-casual establishment during their lunch break or after work, on days when they commute to the office.
Interestingly, QSRs and fast-casual restaurants drew similar shares of visitors from CBGs more than 30 miles away – perhaps suggesting that when traveling, consumers enjoy frequenting both segments.
Given fast-casual’s higher-quality offerings, it may come as no surprise that these chains tend to attract a more affluent clientele than their QSR counterparts. During the first half of 2024, the Census Block Groups (CBGs) feeding visitors to QSRs (i.e. their captured market) had a weighted median household income (HHI) of $65.7K – compared to $78.0K for fast-casual chains.
But medians only tell a part of the story – and a closer look at the segments’ visitor bases reveals a striking similarity between them: In H1 2024, the two categories’ captured markets featured nearly equal shares of a key demographic – households earning between $75K and $100K per year. This group includes both average-income families and those with a bit more money to spend. (According to STI:PopStats, the nationwide median HHI stands at $76.1K). And the ability of both quick-service restaurants and fast-casual chains to attract these consumers shows that despite their differences, the two segments do overlap – and both have plenty to offer today’s consumers.
Despite still-high prices, consumers are finding room in their budgets for affordable splurges – and fast-casual restaurants and QSRs (at least on weekends) are benefiting. How will the two segments continue to fare in the upcoming holiday season? And will their demographic middle ground expand as the line between the two categories continues to blur?
Follow Placer.ai’s data-driven restaurant 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.

Walmart-owned Sam’s Club has been investing in its own independent retail media network (RMN) – Sam’s Club Members Access Platform (MAP) – for quite some time. This past summer, the RMN launched opt-in display ads in the “Scan & Go” self-checkout feature on the Sam’s Club mobile app, turning any mobile device into an in-club media channel for the chain.
We dove into the latest location analytics for Sam’s Club to understand how in-store foot traffic could drive the success of Scan & Go ads in the chain’s largest markets.
Scan & Go aims to enhance the shopping experience by suggesting product pairings for already-scanned items. The feature’s high adoption rate and frequent usage among Sam’s Club members contributes to its potential as a highly successful advertising channel. And location data indicates that the feature has the ability to attract a growing number of eyeballs.
Nationwide, Sam’s Club drew 5.1% more unique visitors during the first eight months of 2024, and 6.2% more overall visits, than in the equivalent period of 2023. In Texas, the state with the most Sam’s Club locations, the chain saw even more impressive year-over-year (YoY) unique visitor (6.9%) and visit (7.9%) growth – which could add to the appeal of advertising through Scan & Go in the Lone Star State. Meanwhile, Florida – Sam’s Club’s second-biggest market – saw YoY visit and unique visitor growth slightly below the nationwide baseline. But in the Sunshine State, too, the chain saw significant YoY jumps in visits and unique visitors – and experienced longer average dwell time than the chain’s nationwide average.
Diving into the audience segmentation of Sam’s Club’s trade areas in Texas and Florida reveals how each state offers a unique advertising opportunity to the brand’s retail media partners.
Between September 2023 and August 2024, the Sam’s Club’s Texas captured market had a higher share of families with children (31.1%) than its Florida one (24.7%), highlighting the chain’s greater reach among this demographic in the Lone Star State. But parental households are generally more common in Texas than Florida – and while Sam’s Club’s Texas markets were under-indexed for this demographic compared to the statewide baseline, the chain’s Florida markets were over-indexed for it compared to the Sunshine State’s lower baseline. So for advertisers seeking to reach Florida households with children, Sam’s Club offers a particularly enticing opportunity to do so.
Meanwhile, Sam’s Club’s Texas captured market featured a higher share of “Near-Urban Diverse Families” (8.6%) than the statewide baseline of 6.2%, while the brand’s Florida market had a slightly smaller share of the segment (6.2%) than the statewide baseline (7.3%). Texas Sam’s Club locations, it seems, offer more focused access to this demographic – both in absolute terms, and in relation to statewide baselines.
Looking closely at weekly visitation patterns to Sam’s Club in Texas and Florida provides further insight into the ideal timing for engagement with the brand’s RMN.
Between September 2023 and August 2024, the busiest days at Sam’s Club in both Florida and Texas were Saturdays and Sundays. However, Texas locations had a greater share of its weekend visits between 4:00 PM and 6:00 PM, while Florida saw a greater share of its weekend traffic between 10:00 AM and 1:00 PM.
An understanding of these patterns could help advertisers and Sam’s Club predict the potential for Scan & Go usership at specific times – offering insight into strategies and pricing methods that account for peak visitation times.
At present, Scan & Go display ads are available at all Sam’s Club’s stores, but only to select members – which means the potential engagement and revenue streams driven by the new feature have yet to be fully realized. And as Scan & Go display ads achieve success, the chain may explore additional enhancements to its multi-channel RMN.
For updates and more retail foot traffic insights, visit Placer.ai.
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.

The COVID-19 pandemic – and the subsequent shift to remote work – has fundamentally redefined where and how people live and work, creating new opportunities for smaller cities to thrive.
But where are relocators going in 2024 – and what are they looking for? This post dives into the data for several CBSAs with populations ranging from 500K to 2.5 million that have seen positive net domestic migration over the past several years – where population inflow outpaces outflow. Who is moving to these hubs, and what is drawing them?
The past few years have seen a shift in where people are moving. While major metropolitan areas like New York still attract newcomers, smaller cities, which offer a balance of affordability, livability, and career opportunities, are becoming attractive alternatives for those looking to relocate.
Between July 2020 and July 2024, for example, the Austin-Round Rock-Georgetown, TX CBSA, saw net domestic migration of 3.6% – not surprising, given the city of Austin’s ranking among U.S. News and World Report’s top places to live in 2024-5. Raleigh-Cary, NC, which also made the list, experienced net population inflow of 2.6%. And other metro areas, including Fayetteville-Springdale-Rogers, AR (3.3%), Des Moines-West Des Moines, IA (1.4%), Oklahoma City, OK (1.1%), and Madison, WI (0.6%) have seen more domestic relocators moving in than out over the past four years.
All of these CBSAs have also continued to see positive net migration over the past 12 months – highlighting their continued appeal into 2024.
What is driving domestic migration to these hubs? While these metropolitan areas span various regions of the country, they share a common characteristic: They all attract residents coming, on average, from CBSAs with younger and less affluent populations.
Between July 2020 and July 2024, for example, relocators to high-income Raleigh, NC – where the median household income (HHI) stands at $84K – tended to hail from CBSAs with a significantly lower weighted median HHI ($66.9K). Similarly, those moving to Austin, TX – where the median HHI is $85.4K – tended to come from regions with a median HHI of $69.9K. This pattern suggests that these cities offer newcomers an aspirational leap in both career and financial prospects.
Moreover, most of these CBSAs are drawing residents with a younger weighted median age than that of their existing residents, reinforcing their appeal as destinations for those still establishing and growing their careers. Des Moines and Oklahoma City, in particular, saw the largest gaps between the median age of newcomers and that of the existing population.
Career opportunities and affordable housing are major drivers of migration, and data from Niche’s Neighborhood Grades suggests that these CBSAs attract newcomers due to their strong performance in both areas. All of the analyzed CBSAs had better "Jobs" and "Housing" grades compared to the regions from which people migrated. For example, Austin, Texas received the highest "Jobs" rating with an A-, while most new arrivals came from areas where the "Jobs" grade was a B.
While the other analyzed CBSAs showed smaller improvements in job ratings, the combination of improvements in both “Jobs” and “Housing” make them appealing destinations for those seeking better economic opportunities and affordability.
Young professionals may be more open than ever to living in smaller metro areas, offering opportunities for cities like Austin and Raleigh to thrive. And the demographic analysis of newcomers to these CBSAs underscores their appeal to individuals seeking job opportunities and upward mobility.
Will these CBSAs continue to attract newcomers and cement their status as vibrant, opportunity-rich hubs for young professionals? And how will this new mix of population impact these growing markets?
Visit Placer.ai to keep up with the latest data-driven civic news.

With summer and back-to-school shopping in the rearview mirror, we dove into the data to check in with a major player on the retail scene – warehouse favorite Costco. How has the chain been faring this year, and what can Costco’s visitation patterns tell us about what lies ahead for it during the all-important fourth quarter of the year?
We dove into the data to find out.
Costco’s wholesale club model seems like it was tailor made for the 2024 consumer. Though prices aren’t rising as rapidly as they did last year, consumers remain eager to cut costs, embracing retailers that allow them to load up on essentials while indulging in affordable splurges that don’t break the bank. And Costco, which provides customers with steep discounts on everything from bulk cereals to patio furniture, is reaping the benefits.
Since January 2024, Costco has enjoyed consistently positive year-over-year (YoY) foot traffic growth, outpacing the wider Superstore and Wholesale Club category every month of 2024 so far. Even in January, when retail visits nationwide were severely dampened by unusually cold and stormy weather, Costco saw YoY visits increase by 5.2% – a remarkable accomplishment.
Why is Costco resonating so strongly with consumers this year? One factor may be the unique blend of mission-driven shopping and treasure hunting offered by the membership club. Costco is all about bulk buying – and when people head out to the wholesaler, they expect to come back with a massive haul of canned goods and pantry staples. But with oft-changing inventory and ubiquitous free samples, Costco also offers a fun shopping experience that encourages customers to try new items and make unexpected purchases as they cruise the aisles.
So it may come as no surprise that people spend much longer browsing the aisles at Costco than they do at other superstores and wholesale clubs. And while competitors like Target, Walmart, and BJ’s Wholesale have seen slight drops in their average dwell times over the past three years, Costco’s average dwell time has remained considerably longer – and remarkably steady.
Costco also drives visits by leaning into special calendar days. Unlike some other retailers, Costco closes its doors on most major holidays, including Memorial Day and Labor Day. But the chain still offers major discounts on the days leading up to and following these special days, driving heightened interest – and foot traffic.
Comparing visits on Tuesday, September 3rd – the day after Labor Day – to a year-to-date (YTD) daily average highlights the power of holiday sales, as well as pent-up demand following the store’s closure, to drive traffic to Costco. September 3rd was Costco’s second-busiest Tuesday of the year so far (up 23.8% compared to a YTD Tuesday average) – outpaced only by the pre-Independence Day July 2nd frenzy. May 28th, the day after Memorial Day, was also unusually busy at Costco, as customers rushed to take advantage of Memorial Day markdowns that lasted well into the following week.
In another sign of Costco’s robust positioning ahead of the all-important Black Friday and Christmas shopping season, visits to Costco on the Tuesday after Labor Day this year (Tuesday, September 3rd, 2024) were 6.1% higher this year than in 2023 (Tuesday, September 5th, 2023).
Costco’s visitation patterns showcase a brand that is positively thriving in 2024. And though it may be too soon to assess the impact of the membership chain’s recent fee hike, the warehouse chain appears poised to enjoy a robust November and December holiday season.
Follow our blog at Placer.ai 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.

Visits to the home improvement segment thrived during the pandemic, then slowed as high interest rates and rising prices led many consumers to defer big projects. But paint and coating giant Sherwin-Williams has displayed a special resilience, driving visits in what remains a challenging environment for the category.
With prime relocation season winding down, we dove into the foot traffic and audience segmentation data for the chain to uncover the trends that might be behind Sherwin-Williams’ recent success.
Paint and coating giant Sherwin-Williams Company is having a moment. After reporting stronger-than-expected earnings last quarter, the company raised its full-year outlook for 2024. And foot traffic to the company’s eponymous chain, where many of its products are sold exclusively, has been on an upswing.
Since the start of the year, Sherwin-Williams has seen consistently more robust visit growth than the wider home improvement segment compared to an August 2019 baseline – except in May 2024, when home improvement stores see their biggest annual visits spikes. In August 2024, visits to Sherwin-Williams were up 12.4% compared to an August 2019 baseline, while the broader category saw a minor decline of 2.1%.
According to a recent report by Sherwin-Williams management, the company has been outpacing the home improvement category in sales related to new residential projects. And with new home sales beginning to pick up steam, they could be playing a role in Sherwin-Williams’ recent visit surge.
Sherwin-Williams’ outsized August visit growth may also be due in part to its unique seasonal visit patterns. While home improvement chains usually enjoy a major spring foot traffic spike in May, as consumers take on fair-weather projects, Sherwin-Williams sees more prolonged visit boosts lasting throughout the spring and summer – and since 2023 has experienced pronounced upticks in May and August. As a paint store, Sherwin-Williams likely benefits from summer relocations – the period between mid-May and mid-September is the most popular time for moves in the U.S., which often require residences to be repainted.
Diving deeper into the segmentation of Sherwin-Williams’ customer base reveals another factor that could be behind the company’s recent success.
Analyzing Sherwin-Williams’ potential market with data from STI: PopStats shows that the chain is positioned to serve average-income consumers, with median household incomes (HHIs) just under the nationwide baseline of $76.1K. But though the median HHI of Sherwin-Williams’ potential market declined slightly over the past several years, the median HHI of its captured market has increased. (A chain’s potential market refers to its overall trade area, weighted to reflect the size of each Census Block Group (CBG) therein. A chain’s 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 reflects the characteristics of the chain’s actual visitor base.)
This indicates that Sherwin-Williams is doing an especially good job this year at driving traffic from areas within its markets that feature larger shares of higher-income residents – those likely to be moving into a new home or renovating.
Will Sherwin-Williams’ impressive foot traffic growth continue in the months ahead? If shelter inflation indeed eases, as some analysts suspect, more consumers may be inclined to repaint their homes or upgrade their living situation altogether – driving even more demand for the brand.
For updates and more retail foot traffic insights, visit Placer.ai.
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.
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.
