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Photo Image Credit: Orange County Register
We know there’s appetite for Six Flags Fright Fest, Universal Studios Halloween Horror Nights, Knotts’ Scary Farm, and Halloween Screams at Walt Disney World, but one innovative car wash takes you to another level, inviting you to go on a “nightmarish journey that turns an ordinary car wash into a realm of terror.” Big Wave Car Wash in Anaheim is one of the locations, and it’s immediately clear that this spooky spectacular is a hit. Compared to another local car wash competitor, we see that the addition of the scary performers nearly triples Big Wave’s traffic, especially Thursday-Sunday with the October kickoff.


We compared the Spatial.ai PersonaLive segments for Big Wave and Drive Thru Express Car Wash from January-September 2024 vs from October 1-19, 2024. In the month of October alone, we saw over 4x more visits from Near-Urban Diverse families and from Melting Pot Families to the haunted carwash compared to the entire rest of the year. Among Young Urban Singles, there was a 2.5x multiplier for just the three weeks in October compared to January-September. And while Ultra Wealthy Families normally only make up 1% of the visits, during this spooky spectacular, they accounted for 5%. Now you know where to go when junior is bored–head for the haunted car wash!


No surprise, the trade area drawn during the month of October is significantly larger as people come from a total trade area of 53 sq miles during this event (October 1-19, 2024 in red), compared to 12 sq miles the rest of the year (January-September 2024 in blue).


Over the past two weeks, the home industry has been abuzz with news from the remnants of Bed Bath & Beyond. A retailer that stood as the leader among specialty players continues to try and find new life in physical retail despite the closure of the original chain and its subsidiaries. After a year back in business, buybuy BABY, under new management, announced that it would be closing its 10 reopened locations.
Over at Beyond Inc., the new holding company for Overstock.com and the newly reformed Bed Bath & Beyond brand, they announced new partnerships with both Kirkland’s and The Container Store. The former partnership is going to help bring the brand back to physical retail with the creation of five Bed Bath & Beyond “neighborhood” small format stores, with locations to be announced; stores will be scouted, developed and operated by Kirkland’s. In the partnership with The Container Store, Beyond Inc. made a financial investment in the retailer and will allow The Container Store to leverage the brand’s assets, name, assortment and data; shop-in-shops also appear to be a part of this new partnership.
The home industry has been incredibly challenged in the post-pandemic period (below). However, as the category became further consolidated over the past few years, these new partnerships could help to revitalize all three brands, all of which have a strong brand identity with consumers. These partnerships also allow the brands to harness their strengths to benefit multiple banners.

How closely aligned are these brands? Kirkland’s tends to focus on furniture and furnishings, The Container Store handles all things organization, and the Bed Bath & Beyond brand name still carries weight as the undisputed leader in all things home.
Looking at PersonaLive’s demographic and psychographic segmentation of visitors to all three brands in 2022, before Bed Bath & Beyond’s closure the next year, there are some clear alignments and also opportunities to reach new visitors through the partnerships. Kirkland outperformed Bed Bath & Beyond with suburban cohorts such as Wealthy Suburban Families, Upper Suburban Diverse Families and Blue Collar Suburbs.
Through the lens of The Container Store, it provides a lot more opportunity for Beyond Inc. to reach higher concentrations of visitors from segments such as Ultra Wealthy Families, Educated Urbanites and Young Professionals. Looking at the partnerships with both Kirkland’s and the Container Store as a collective strategy, Beyond Inc. can capitalize on the migration to suburban communities by consumers and higher income households with the new brand.

Another positive sign for the partnerships is the high levels of cross visitation between the retailers before the closing of Bed Bath & Beyond. In 2022, Bed Bath & Beyond’s final full year of operation, 20% of visitors to Kirkland’s and almost a quarter of visitors to The Container Store cross visited Bed Bath & Beyond.

In theory, both partnerships will allow Bed Bath & Beyond to return to physical retail in alignment with both consumers and the current retail landscape. Industry specific retailers and incredibly important to the health and long term success of the industry, and the idea of welcoming back a beloved brand is exciting. It should be interesting to see the new small format stores and installations as the debut and look at the impacts of the partnership on the broader home category.

The holiday shopping season is nearly upon us – and one category that always benefits from holiday sales is apparel. So with Q4 underway, we checked in western wear leader Boot Barn and discount footwear chain DSW (Design Shoe Warehouse, owned by Designer Brands, Inc.) to see how they fared in Q3 2024 – and what awaits them as Black Friday approaches.
Boot Barn and DSW – two very different shoe retailers – have been thriving in recent months. Since May 2024, the two chains have seen sustained monthly year-over-year (YoY) visit growth, finishing out Q3 2024 with visit upticks of 10.8% (Boot Barn) and 10.5% (DSW).

For Boot Barn in particular, Q3’s robust visit growth was at least partially driven by the chain’s aggressive expansion strategy: Between July 2023 and June 2024, Boot Barn opened some 50 new stores – and plans to open dozens more over the coming year. But foot traffic data also shows that the chain has succeeded in growing its footprint without significantly diluting traffic at existing locations. During Q3, the average number of visits to each Boot Barn location dipped just slightly below 2023 levels (2.8%), even as YoY visits to the chain surged by 10.8%.
DSW, for its part saw significant YoY visit growth throughout Q3, despite a store count that has remained relatively stable. As a store that offers shoppers access to high-quality, name-brand products at affordable prices, DSW lets consumers trade down while splurging at the same time.
DSW isn’t called a warehouse for nothing. The typical DSW store spans about 25,000 square feet (though the chain has begun experimenting with smaller formats) – compared to just 12,000 - 14,000 for Boot Barn. But despite the smaller size of Boot Barn’s locations, visitors to the western wear chain tend to spend more time in-store than visitors to DSW. Since 2022, average visitor dwell times at Boot Barn have ranged between 34.9 and 35.8 minutes, while dwell times at DSW have hovered between 32.1 and 32.8 minutes.
Customers at DSW may be more likely to know in advance what they’re looking for, making a bee-line for the discounted footwear they’ve been waiting to get their hands on. Visitors to Boot Barn, on the other hand, may spend more time browsing the brand’s wider selection of merchandise.
The difference in visitor dwell times may also be partially due to Boot Barn’s firmer positioning as a weekend destination: Over the past twelve months (October 2023 - September 2024), 59.5% of visits to Boot Barn took place between Fridays and Sundays, compared to 56.3% for DSW.
Still, visitors to both chains tend to remain in-store for more than half an hour – revealing a highly engaged customer base eager to explore the brands’ varied offerings.

With a strong Q3 2024 under their belts, what can DSW and Boot Barn expect this holiday season?
Looking at weekly fluctuations in visits to Boot Barn and DSW in 2022 and 2023 – compared to yearly weekly averages – reveals another striking difference between the two chains: Visits to Boot Barn peak in November and December each year, as customers descend upon the chain to purchase western-themed gifts for loved ones. DSW, on the other hand, sees greater visit boosts in spring, perhaps buoyed by shoppers updating their wardrobes in anticipation of warmer weather.

But zooming in on the two chains’ busiest days of the year tells a somewhat different story. Even though DSW experiences a more muted holiday shopping season, the shoe leader – like Boot Barn – draws its biggest crowds of the year on Black Friday. On November 24th, 2023, visits to DSW jumped 134.5% compared to the chain’s daily average for the 12-month period from October 2023 to September 2024 – a smaller spike than that seen by Boot Barn, but significant nonetheless.
After that, however, the chain’s visitation patterns diverged. For DSW, the next eight busiest days of the year were all Saturdays in Spring – including the Saturday before Mother’s Day (May 11th) and the Saturday before Easter (March 30th). For Boot Barn, on the other hand, December shopping days – including Super Saturday (December 23rd) – drove the biggest foot traffic spikes.

With holiday shopping just around the corner, DSW and Boot Barn both appear poised to enjoy a healthy Q4 – each in their own way. Which other footwear and apparel brands are likely to succeed this holiday season?
Follow Placer.ai's data-driven retail 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.

Holiday shopping creep is upon us once again. Though Black Friday is still several weeks away, a shorter holiday shopping window (just 27 days between Thanksgiving and Christmas) has many retailers more eager than ever to get the ball rolling. And with Amazon’s October Prime Big Deal Days the focus of much consumer excitement, major brick-and-mortar players like Walmart, Target, and Best Buy have launched important fall sales events of their own.
Among these pre-holiday promotions, Target’s October Circle Week stands out as a favorite, offering millions of shoppers deep discounts across a wide range of categories, from household essentials to early holiday gifts. What can location analytics tell us about how this year’s Circle Week (October 6th-12th) resonated with consumers? We dove into the data to find out.
Looking first at weekly year-over-year (YoY) visits to Target shows the power of this major sales event to get shoppers moving. Following a successful back-to-school shopping season, visits began to taper off in September. But during the week of October 7th, which included most of Circle Week, visits began to trend back upwards – perhaps signaling consumer responsiveness to early holiday discounts.

A more direct comparison between this year’s fall Target Circle Week and the one held in October 2023 (October 1st to 7th of last year) shows foot traffic up 0.7% YoY, further highlighting consumer resilience in 2024. Though the increase is a modest one, it is no small feat in a retail environment still characterized by high prices and cautious consumer sentiment.
Drilling down deeper into the data for different regions of the country paints a somewhat more nuanced picture. While in some areas of the country – particularly the Midwest and Northeast – Target Circle Week drew fewer visits this year than last (in most cases a decline of less than 3.0%), in others foot traffic increased substantially. In major southern markets like Texas and Florida, visits rose 4.2% and 3.8%, respectively. South Carolina, which has emerged as a major domestic migration hotspot in recent years, saw traffic jump an impressive 12.6%. And in California, Target’s biggest market, visits increased 1.0% YoY.

But consumer behavior during Target Circle Week doesn’t just vary across regions – it also changes throughout the week-long sale period.
In both 2023 and 2024, Target’s October Circle Week started with a bang, as eager customers flocked to the chain to get first dibs on special sale items. Visits on launch day increased 5.0% in 2023 and 4.6% in 2024, compared to a January 1st to October 13th daily visit average. Activity then tapered off during the work week, with Monday - Thursday visits hovering just below daily visit averages for those days of the week. But on Friday and Saturday, foot traffic picked up again as shoppers utilized their time off to hit the sales.

Early October holiday sales are quickly becoming de rigueur – and an important bellwether of overall Q4 performance. Target’s successful Circle Week this fall signals consumer resilience in the face of headwinds – though engagement levels varied throughout the country. How will the all-important Q4 continue to play out for brick-and-mortar retailers this year?
Follow Placer.ai’s data-driven retail 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.

Chipotle, Wingstop, and Shake Shack have emerged as restaurant leaders, thriving and outperforming the wider fast-casual and quick-service restaurant (QSR) categories. How did these chains perform in Q3 2024? We dove into the data to find out.
Chipotle, Wingstop, and Shake Shack have become some of the most popular dining chains in the nation, each within its own respective niche: Chipotle excels at health-focused Tex-Mex meals, Wingstop serves up chicken wings and other game-day style dishes, and Shake Shack is known for its burgers and frozen custards. All three chains are leaning into growing demand for their offerings by adding new restaurants at a brisk clip. And for all three, the investment in fleet expansion is paying off, driving double-digit YoY visit growth.
Of the three chains, Wingstop enjoyed the strongest YoY growth between June and September of this year, with visits rising 16.5% to 33.5% throughout the analyzed period. Shake Shack, for its part, saw visits increase between 12.4% and 25.9%. Meanwhile, Chipotle, continuing several years of visit growth, posted 10.0% to 12.9% YoY boosts. In contrast, the overall quick-service and fast-casual restaurant segments saw much more muted performance, with QSR visits hovering at or slightly below 2023 levels and fast-casual segments seeing modest visit upticks.

One key driver behind the significant foot traffic growth for these three chains is their aggressive expansion. Wingstop, which saw the largest year-over-year (YoY) increase in foot traffic, opened some 138 new restaurants in 2024 alone, and hopes to open around 300 by year’s end. Chipotle has also been expanding rapidly, with around 52 new stores in 2024 so far and more on the way. Shake Shack, aiming to open 80 new locations this year, is similarly focused on growth.
A closer look at shifts in the average number of visits to the chains’ individual locations shows that this expansion is being met with strong demand. Chipotle and Wingstop saw monthly YoY visit-per-location increases throughout the analyzed period, while Shake Shack saw increases between June and August and experienced just a minor dip in September.
These foot traffic trends – both across the chains and at individual locations – indicate that the new stores are successfully attracting steady customer interest.

Another key factor driving success for the three chains is their pivot towards convenient takeaway options. Chipotle has focused on expanding its Chipotlane drive-thru service, while Wingstop has invested in an in-store digital platform meant to streamline the ordering process. And despite Shake Shack’s “anti fast-food” identity, the chain has also embraced drive-thrus and ordering kiosks to speed up service.
The data suggests that consumers appreciate the increased convenience of these quicker options: In Q3 2024, short visits (10 minutes or less) to Chipotle, Wingstop, and Shake Shack surged between 17.0% and 25.5% compared to Q3 2023.
For Chipotle and Shake Shack, short visits increased significantly more than extended ones in Q3, likely due in part to the brands’ intense focus on drive-thrus: Of the 271 restaurants opened by Chipotle in 2023, 238 included Chipotlanes. And since adding its first drive-thru in 2022, Shake Shack has expanded this option to more than thirty locations. For Wingstop, longer visits increased somewhat more YoY than shorter ones – but in the wake of the chain’s rapid expansion, short and long visits both increased more than 20% YoY.

Chipotle, Wingstop, and Shake Shack are succeeding, consistently increasing foot traffic and visits per location. Through strategic expansion and the adoption of drive-through and online ordering, these brands have firmly established their presence in the fast-casual and quick-service dining landscape.
Will the three restaurants continue to drive visit growth? Visit 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.

With Q3 2024 in the rearview mirror, we dove into the data to check in with two smoothie and bowl spots that are firmly in expansion mode – Playa Bowls and Tropical Smoothie Cafe. What lies behind their smashing success? And what awaits them in Q4?
We dove into the data to find out.
Looking first at quarterly YoY visit trends shows both Playa Bowls and Tropical Smoothie Cafe experiencing substantial year-over-year visit growth during the first three quarters of 2024 – driven in part by their rapidly growing fleets. In Q1 2024, Playa Bowls – recently acquired by Sycamore Partners – saw a YoY foot traffic jump of 8.7%. And Tropical Smoothie Cafe, acquired by Blackstone this year, saw a YoY visit boost of 8.7%. For both chains, this positive trajectory continued, though at a more moderate pace, through Q3 2024.

What's behind the fast expansion and visit growth of these smoothie leaders? With high food prices still weighing on consumers, and health still top of mind for many, brands that provide nutritious, affordable indulgences are poised to win. Those that do so while meeting the rising demand for quick and convenient dining options are especially well-positioned to thrive.
And drilling down deeper into the data for Playa Bowls and Tropical Smoothie Cafe shows that the two chains’ outsize success is being fueled, in large part, by customers dropping by for a quick pick-me-up on the go, rather than a sit-down meal.
In Q3 2024, the number of short visits to Playa Bowls (i.e. those lasting less than 10 minutes) increased 9.4% YoY, while longer visits increased just 4.5%. (In Q3 2024, short visits accounted for 31.2% of visits to Playa Bowls, compared with 30.3% in Q3 2023). This suggests that robust demand for off-premises dining has emerged as a major driver of growth for the brand.
A similar trend emerged at Tropical Smoothie Cafe, where nearly half of all Q3 2024 visits (48.4%) lasted less than 10 minutes – likely due to the chain’s ubiquitous drive-thrus. Short visits to Tropical Smoothie Cafe increased 6.0% YoY in Q3, while more extended visits increased 3.3%.

Playa Bowls and Tropical Smoothie Cafe have also fueled success by marking special calendar days with limited-time promotions.
For Playa Bowls, for example, the busiest day of 2024 so far was April 6th – National Acai Day – when the juice bar offered rewards members $5 off any acai bowl. The promotion was wildly successful, fueling a remarkable 122.7% visit surge compared to a year-to-date (January to September) daily average.
For Tropical Smoothie Cafe, it was National Flip Flop Day (yes, that’s a thing) that drew major crowds this year. On May 29th, 2024, the brand marked the occasion with free Island Punch Smoothies for guests who visited participating locations while wearing flip flops. And the promotion was a hit, generating enough excitement to drive a 94.0% visit spike for the brand.

Successful harnessing of the growing demand for convenient, healthy, and affordable off-premises dining options together with unbeatable limited-time promotions have helped propel growth for both Playa Bowls and Tropical Smoothie Cafe.
Will visits to the two chains continue to surge in the months ahead?
Follow Placer.ai’s data driven dining analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
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.
