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Placer.ai Mall Index: April 2024 Recap – Retail Resilience Heading into Spring
Monthly YoY mall visits declined in April – but weekly data paints a very different picture. Dive into location analytics to discover whether shopping center visits are still on an upswing, and how malls were impacted by Easter shopping trends.
Maytal Cohen
May 16, 2024
3 minutes

About the Mall Index: The Index analyzes data from 100 top-tier indoor malls, 100 open-air shopping centers (not including outlet malls) and 100 outlet malls across the country, in both urban and suburban areas. Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the country. 

April Foot Traffic Trends: A Mall Visit Slowdown 

In April 2024, YoY mall visits slowed following two months of positive visit growth. For Indoor Malls, the decline was marginal – and Open-Air Shopping Centers saw visits remain on par with last year’s levels. But Outlet Malls saw a significant drop of 6.5% in visits. 

Although at first glance this slowdown may suggest a resurgence of the retail challenges that plagued much of 2022 and 2023, a deeper dive into weekly visit trends paints a much rosier picture.

Monthly visits to malls - indoor, open-air, and outlet - compared to 2023

April Weekly Visits Show: Mall Foot Traffic Remains Strong

Indoor Malls and Open-Air Shopping Centers experienced robust YoY visit increases every week of April 2024 and into May, with the sole exception of the week of April 8th. This isolated drop appears to be due to a calendar discrepancy: In 2023, Easter fell on April 9th, while in 2024, the holiday fell on March 31st. So the week of April 8th, 2024 is being compared to the week immediately after the holiday (including Easter Monday) when malls likely experienced heightened activity due to gift returns and pent-up demand following holiday store closures. Though Easter Monday isn’t an official holiday in the U.S., many people likely take the day off – giving them more time to hit the stores.

Outlet Malls, which saw a steeper decline during the week of April 8th, appear to have been particularly impacted by the Easter calendar difference – shoppers may be especially likely to make the trek to an outlet mall on a holiday weekend, or on Easter Monday. But Outlet Malls also saw their positive momentum quickly recover. 

The continued rise in weekly YoY mall visits signals continued retail strength into the spring of 2024.

Weekly visits to malls - indoor, open-air, and outlet - compared to 2023

Post-Easter Monday Visits Peak

Holiday retail foot traffic is typically characterized by two main spikes: a pre-holiday visit spike evident in the days preceding the holiday, and a post-holiday uptick driven largely by gift returns and pent-up demand after stores reopen. The Monday after Easter follows this pattern – and comparing this year’s post-Easter visit spike to the one observed in 2023 provides further evidence of the category’s resilience.

On Monday, April 1st, 2024 – the day after Easter – Indoor Malls, Open-Air Shopping Centers, and Outlet Malls all drew significantly more visits than on an average Monday. And this year’s post-Easter visit spikes – ranging from 22.5% to 27.8% – were even more impressive than last year’s. Outlet Malls, which may be more likely to draw visitors on the day after Easter, saw the biggest post-Easter visit spikes.

All three mall types also saw more absolute visits this year on the day after Easter than they did in 2023 – with April 1st, 2024 foot traffic to Indoor Malls, Open-Air Shopping Centers, and Outlet Malls up 8.7%, 12.3%, and 6.7%, respectively, compared to April 10th, 2023. 

YoY changes in visits to malls - indoor, open-air, and outlet - on Monday after easter; visit increase to malls - indoor, open-air, and outdoor - on Monday after Easter compared to Jan - Apr. Monday visit average

Looking Ahead

Weekly YoY visit data and post-Easter foot traffic trends show that malls remain on an upward trajectory. As inflation continues to ease, malls may regain some leverage and can potentially attract crowds more readily than they did in 2023.

For more data-driven retail insights, visit our blog at placer.ai

Article
Off-Price Apparel Chains After Q1 2024: Demographics in the Balance
Off-price apparel chains continue to drive traffic in 2024. We dove into the latest location analytics for four of the largest brands – T.J. Maxx, Marshalls, Ross Dress for Less, and Burlington – to take a closer look at these retailers’ foot traffic growth and evolving visitor bases. 
Ezra Carmel
May 15, 2024
3 minutes

Off-price apparel chains continue to drive traffic in 2024. We dove into the latest location analytics for four of the largest brands – T.J. Maxx, Marshalls, Ross Dress for Less, and Burlington – to take a closer look at these retailers’ foot traffic growth and evolving visitor bases. 

Nothing Off With Off-Price: YoY Growth Continues

The off-price sector started off 2024 strong, with the four off-price leaders – T.J. Maxx, Marshalls (both owned by TJX Companies), Ross Dress for Less, and Burlington – consistently outperforming the wider non-off-price apparel segment. YoY visits to the four brands were also mostly positive for the period analyzed, in part thanks to the companiesongoing expansions.

Monthly visits to off-price apparel retailers & on-off-price retailers compared to previous year

Chains Take Their Pick of Singles and Family Visitors

Diving into the demographic composition of the four chains’ trade areas reveals that there are many formulas for success in the off-price space. And while some companies have found success by attracting families looking to stretch their budgets, others are growing their visits by drawing singles looking to stock up on the latest styles without breaking the bank. 

T.J. Maxx and Marshalls – where YoY Q1 2024 visits grew 8.9% and 7.9%, respectively – both have relatively large shares of one-person households in their trade areas. Members of these one-person households are typically younger – often belonging to the coveted Gen-Z demographic – and TJX C.E.O. Ernie Herrman has emphasized the company’s success among this audience segment as an important growth driver.

Meanwhile, the 1.1% YoY increase in overall visits for Ross Dress for Less in Q1 2024 seems driven by the chain’s popularity among families – 28.4% of the chain’s captured market consists of households with children. And Burlington achieved its Q1 7.6% YoY visit growth by appealing to both demographics. 

It seems, then, that each off-price leader has found a different formula for success by catering to a unique demographic mix.

Demographic characteristics of off-price apparel chains' captured market trade areas, Q1 2024

Sign Off(-Price)

Over the last several months, off-price apparel chains have outperformed traditional apparel retailers in YoY visits as they expand their real estate footprints. Taking on new territory, off-price retailers drive visits from a unique mix of households with children and singles.

For more data-driven retail insights, visit Placer.ai.

Article
Walmart, Target, and Wholesale Clubs Continue to Thrive
As visits to Superstores continue to rise, we analyzed recent foot traffic data for Walmart, Target, Costco Wholesale, Sam’s Club, and BJ’s Wholesale Club and dove into Walmart’s Q1 2024 regional performance.
Shira Petrack
May 14, 2024
3 minutes

As visits to Superstores continue to rise, we analyzed recent foot traffic data for Walmart, Target, Costco Wholesale, Sam’s Club, and BJ’s Wholesale Club and dove into Walmart’s Q1 2024 regional performance.  

Wholesale Club Lead Visit Growth, but Classic Superstores Maintain Overall Visit Edge

Wholesale chains – which receive about 20% of all visits to Walmart, Target, Costco Wholesale, Sam’s Club (owned by Walmart), and BJ’s Wholesale Club – generally outperformed classic superstore banners Target and Walmart during the first four months of the year. Visits to all three wholesale clubs analyzed were up every month on a year-over-year (YoY) basis, with Costco maintaining its lead in the space. Some of the success of wholesale clubs may be due to the makeup of their visitor base – Costco, Sam’s Club, and BJ’s tend to serve a large share of consumers from family households, and these may be opting for more buying in bulk in an effort to stretch budgets. 

But visits to more classic superstores are also heating up – following a muted performance in January, when an arctic blast kept many at home, foot traffic to Target grew YoY in February, March, and April. 

Walmart also experienced visit growth for most of the period, despite the slight dip in April due to calendar shifts: Visits for the superstore giant dropped 8.5% in YoY for the week of April 1st - 8th 2024 compared to the traffic surges of Easter week 2023 (April 3rd - 9th 2023), impacting the overall monthly numbers, but visits returned to growth during the last two weeks of April (4.3% and 4.0% YoY, respectively, for the weeks of April 15th - 21st and 22nd -28th).

Monthly visits compared to previous year, visit share between Jan. '24 & April '24 to Walmart, Target, Costco, Sam's Club, and BJ's Wholesale

Diving into Walmart

And while Walmart’s growth may not be quite as impressive as that of smaller superstores, the company has retained its position as the largest retailer in the U.S. Nationwide, the Walmart banner receives over 60% of all visits to Target, Walmart, Costco, Sam’s Club, and BJ’s, and in most of the south, the superstore’s relative visit share exceeds 70%. In a handful of states – including the retailer’s home state of Arkansas along with Mississippi, Kentucky, West Virginia, and Wyoming – 4 out of every 5 visits to the five superstore chains analyzed go to Walmart.

Share of visits to Walmart out of total visits to Walmart, Target, Costco, Sam's Club, and BJ's Wholesale by state, Q1 2024

Walmart’s Potential to Grow Even Larger 

And even as Walmart optimizes its fleet, analyzing the retailer’s Q1 2024 YoY visit increases by region reveals pockets of major growth throughout the country. In addition to the 2-5% traffic increases across most of the South – where the retailer already dominates the superstore space – Walmart is also posting impressive visit increases in the Northeast, Midwest, and Northwest, with the strongest growth in Minnesota, Wyoming, and the Dakotas. 

As budget-strapped consumers continue looking for bargains, the legacy retail giant may still have room to grow even larger in 2024. 

Visits to Walmart by state, Q1 2024 compared to Q1 2023

Superstores Set to Maintain Their Momentum in 2024

Superstore and wholesale club visits are on the rise as U.S. shoppers continue to defy predictions of a consumer spending slowdown while still looking for ways to stretch their budgets. 

Will these trends continue as the year progresses? 

Visit placer.ai to find out. 

Article
Dollar Stores Still Gaining Momentum
We dove into the data for Dollar General, Dollar Tree, and Family Dollar to understand how these banners are performing and analyze the regional reach of each chain.
Shira Petrack
May 13, 2024
3 minutes

Discount & Dollar Stores have become an important part of the wider retail landscape over the past couple of years, and location intelligence indicates that the category is continuing to gain momentum in 2024. We dove into the data for Dollar General, Dollar Tree, and Family Dollar to understand how these banners are performing and analyze the regional reach of each chain.

Dollar Stores Still on the Rise 

Recent visitation data for the major Discount & Dollar Store banners indicates that the category is still on the rise: Monthly visits to both Dollar General and Dollar Tree grew year-over-year (YoY) between December 2023 and March 2024. Dollar Tree-owned Family Dollar – which recently announced the closure of 1000 stores over the next couple of years – also saw its YoY traffic grow in February and March.

Monthly visits to Dollar General, Dollar Tree, and Family Dollar compared to previous year

April Data Continues to Show Category’s Growth Potential 

With the exception of the week of April 1st 2024 – when the Easter calendar shift caused a regular week in 2024 to be compared to the week of Easter in 2023 – visitation trends remained positive in April, highlighting the ongoing strength of the Discount & Dollar Store category. Even Family Dollar – which has already begun to close stores – saw its numbers remain on par with last year’s visit levels, indicating the ongoing demand for value-priced goods in 2024.

Weekly visits to Dollar General, Dollar Tree, and Family Dollar compared to previous year

Regional Variations in Dollar Store Preferences 

Looking at the Q1 2024 state-by-state relative visit share of the three chains – Dollar General, Dollar Tree, or Family Dollar – reveals some clear regional differences in consumer preferences across states. 

Dollar Tree was more popular in the West, with the Dollar Tree brand leading in most western states and the company’s Family Dollar banner receiving the plurality of visits in Wyoming. Dollar Tree was also the most-visited chain in several states on the East Coast, including Maryland, New Jersey, Connecticut, and Massachusetts. 

Dollar General, meanwhile, received the majority or plurality of the visit share in the rest of the country. 

Share of most visited dollar stores, Q1 2024

Room for Multiple Strong Players in Discount & Dollar Store Space 

But although Dollar General does receive a majority of the combined Dollar General, Dollar Tree, and Family Dollar visit share nationwide, the Discount & Dollar Store category does not conform to a “winner-take-all” model. In many states, Dollar Tree’s visit share is just slightly lower than that of Dollar General. 

In New York, for example, where Dollar General received 44.6% of the combined visit share in Q1 2024, 38.1% of visits in the same period went to Dollar Tree. And in Florida, where 44.2% of the combined visits to the three banners went to Dollar General, 38.2% of visits went to Dollar Tree. It seems, then, that even in states where Dollar General takes the lead, there is plenty of Discount & Dollar Store demand to sustain multiple players in the space. 

Visit distribution by state between Dollar General, Dollar Tree, and Family Dollar - Q1 2024

Early 2024 data suggests that the Discount & Dollar Store sector is not slowing down any time soon. What will the rest of the year have in store for the space? 

Visit placer.ai to find out. 

Article
Equinox: What Price Would You Pay for Increased Longevity?
Caroline Wu
May 10, 2024

Equinox hit the news this week as they rolled out a new $40,000 per year longevity  membership called “Optimize by Equinox.” This program promises to provide a personalized health plan of action that includes personal training, nutrition, sleep coaching, and massage therapy. There will also be biomarker testing in partnership with Function Health and fitness testing. New York City and Highland Park, Texas are the pioneering locations for this program, with more to come. Placer took a look at the Highland Park location as well as one on Greenwich Ave in New York City. The Highland Park location has shown extraordinary year-over-year growth, with each month of the year showing increases compared to the prior year. The New York City location is a bit more mixed but had a strong showing year-over-year last fall and at the beginning of 2024.

A 2023 survey by A/B Consulting and Maveron VC suggested that almost half (46%) of people earning over $250,000 would spend the majority of their discretionary income on trying to improve health and longevity, compared to only 34% of people earning under $50,000. Bryan Johnson is a tech millionaire who is often in the press with his latest experiments at reversing aging. From routine MRIs to frequent sampling of bodily fluids, he is a rare example of what one might do to try to live forever if one had nearly unlimited means to do so. While not all of us have millions to spend on unlocking the secrets to the fountain of youth, there’s no doubt that wellness and longevity are top of mind for many people, be it endeavoring to walk 10,000 steps a day or aiming for a rainbow diet. Looking at Equinox in Highland Park in Dallas, TX we see that indeed, this wealthy enclave is an apt location to pioneer this longevity offering. In the true trade area capturing 70% of visits, more than 3 in 10 have a household income exceeding $200K.  

Equinox HHI on TEMPLATE

The Spatial.ai PersonaLive dataset further cements the fact that the top visitor segments are a group with higher-than-average discretionary incomes, such as Young Professionals, Educated Urbanites, Sunset Boomers, and Ultra Wealthy Families.

Equinox Personalive on TEMPLATE

Additional data from the AGS Behavior & Attitudes dataset indicates that among those living in trade areas comprising 70% of visits to the Highland Park Equinox, many are indeed health-oriented, over-indexing on behaviors such as exercising (index 122), being yoga enthusiasts (index 168), and utilizing mobile app fitness trackers (index 160). However, they tend to under-index on getting regular medical checkups (index 86) - which is exactly where Optimize could fit in with its frequent testing and personalized approach. In addition, this particular location might want to take advantage of the clamor for pedicures (index 137) and manicures (index 147) and consider increased retail media network exposure due to enthusiasm for health info from TV (index 159).

Article
Baby Retail: Kohl’s Betting Big on Babies
Elizabeth Lafontaine
May 10, 2024

Of all the specialty retail sectors, baby has been one of the most interesting to watch over the past few years for a few reasons. The industry is closely tied to a specific consumer life stage, and the CDC recently reported that the birth rate in the United States declined 2% in 2023, reaching the lowest rate recorded. If fewer consumers enter the family formation life stage, or have fewer children, the pool of potential visitors for retailers to draw from slowly dries up. The industry also faced massive disruption over the past year with the bankruptcy of Bed Bath & Beyond and the shuttering of its buybuy Baby chain last summer. The buybuy Baby closure marked the end of the large specialty baby chain sector in the retail industry, with the category facing the bifurcation of sales and traffic between big box retailers + Amazon and small independent specialty retailers.

Still, there have been some signs of life for baby-based retail despite the headwinds. Babylist, a popular online registry tool, launched its first brick-and-mortar outpost in Los Angeles last year. Buybuy Baby’s new owners reopened 11 locations in late 2023, concentrated in New England and the Mid-Atlantic. Then, in March, Kohl’s announced its partnership with WHP Global to bring Babies“R”Us to its stores. The Babies“R”Us shop-in-shop format receives a lot of positive momentum from both the Sephora at Kohl's partnership as well as the Toys“R”Us & Macy’s partnership; both predecessor collaborations have been rolled out to a majority, if not all, doors.

This week, we learned of the 200 initial locations receiving the Babies“R”Us (BRU) concept this summer, which will receive a wide assortment of hardgoods and softgoods, and be positioned next to the children’s apparel department. This new partnership is no doubt a continuation of Kohl’s strategy to attract and retain younger visitors, and the Babies“R”Us model can hopefully help the retailer hold onto Sephora shoppers as they enter the family formation period. Another likely goal is to steal some market share away from the mass merchants dominating in baby and lure some former buybuy Baby shoppers.

According to Placer.ai data, The Babies“R”Us + Kohl’s locations performed similarly to the total Kohl’s chain in 2024, with both chains showing visits down 23% year-over-year. The Babies“R”Us + Kohl’s locations do have a slightly higher visitor median household income of $84k compared to the total chain at $81K, which supports the notion that the Sephora & Babies“R”Us partnerships are meant to bring premium offerings to the typical store.

The partnership launch, as mentioned above, is a clear offensive move to capture some of the former buybuy Baby business in the areas where the locations did not reopen. Using Placer’s location analytics, we compared a national subset of 16 former buybuy Baby locations to the newly announced Babies”R”Us + Kohl’s locations. Looking at the visit demographics between the Kohl’s locations in the first four months of 2024 and the former buybuy Baby locations in 2023, it’s clear that Kohl’s attracts a suburban family and more mature consumer base, as where buybuy Baby locations were a stronghold with young urban singles and young professionals. Kohl’s may have an opportunity to attract new or existing grandparents to the partner stores, but will need to use the Sephora angle to attract younger consumers who may also be looking to start a family in the next few years.

Kohl’s is also betting big on the East Coast, with a number of partnership stores located in New York, New Jersey, Pennsylvania and Massachusetts. A few of these locations are in direct competition with the newly reopened buybuy Baby locations and will create some fascinating local competition. In the Boston metro area, there are both a Kohl’s and buybuy Baby location within 9 miles of each other but have local differences that may benefit Kohl’s entry into the market. Kohl’s has a median household income of about $30k more than visits to buybuy Baby and also captures more loyalty, with more loyal visits than buybuy Baby throughout the first four months of 2024.

This particular Kohl’s location has a smaller disparity to buybuy Baby in attracting young professionals, but it also attracts wealthier and more mature visitors that once again may translate into attracting parents and grandparents. 22% of buybuy Baby’s trade area overlaps with Kohl’s and the two share 11 square miles of overlapping trade area, so it will be interesting to see how Kohl’s can pull visits away from the competition.

As 2024 progresses, Kohl’s opens its partnership locations, baby retail will hopefully find its footing and provide retail solutions for potential and new parents. E-commerce has filled the void for baby registry services, but brick-and-mortar retail still holds a lot of importance for parents.  Baby specialty retail is essential to the success of baby products and brands, and there is a lot of white space opportunity in the category for retailers to emerge to take share. Consumers, even if there are fewer of them, need experiences and solutions provided by retailers, and baby retail is a cautionary, but optimistic tale for other specialty sectors for the remainder of the year.

Reports
INSIDER
Meeting 2024’s Consumer
Dive into the location intelligence data to find out how the retail landscape has shifted over the past five years and understand what characterizes consumers in 2024.
March 14, 2024
11 minutes

Understanding Today’s Shopper

Consumer preferences have shifted over the past five years. COVID-19 and inflation impacted shopping habits and behaviors across the retail space – and while some of the changes were short-lived, others appear to have more staying power. Now, with memories of the lockdowns fading, and as the inflation that plagued much of 2022 and 2023 wanes (hopefully), we analyzed location intelligence data to understand what the retail and dining landscape looks like today. 

This report leverages historical and current foot traffic data and trade area analysis to better understand the current retail and dining landscape and reveal consumer trends likely to shape 2024 and beyond. Which segments have benefited most from the shifts of the past five years? How are legacy brands staying on top of current shopping and dining trends? Where are people shopping and dining in 2024? And what characterizes the modern consumer? 

Slow And Steady Wins: The Changes That Are Here To Stay 

Behavioral Shifts Or New Trends?

One of the major retail stories of the past five years has been the rise of  Discount & Dollar Stores. Category leaders such as Dollar General and Dollar Tree expanded significantly prior to the pandemic, which helped these essential retailers attract large numbers of customers during the initial months of lockdowns. 

During this period, many Discount & Dollar Stores invested in more than just their store count – several leading chains also expanded their grocery selection, allowing these companies to compete more directly for Grocery and Superstore shoppers. As Discount & Dollar Stores continued growing their store fleets – and as the pandemic gave way to inflation concerns – shoppers looking for more affordable consumables options gravitated to this segment. 

Location intelligence shows that the rapidly opening stores and stocking them with fresh groceries is working – since 2019, Discount & Dollar Stores have slowly but steadily grown their visit share relative to the Grocery and Superstore sectors.

In 2019, Discount & Dollar retailers captured 15.1% of the visit share between the three categories analyzed. This number grew by a full percentage point between 2019 and 2020 and the trend has continued, with the category enjoying 16.6% of the relative visit share in 2023. Meanwhile, Superstores’ relative visit share decreased during the same period, dropping from 41.7% in 2019 to 40.0% in 2023, while the relative visit share of Grocery Stores remained mostly stable. 

Still, consumers are not giving up their regular Grocery or Superstore run quite yet – over 80% of combined visits to Grocery Stores, Superstore, and Discount & Dollar Store sectors still go to Grocery Stores and Superstores. But the data does indicate that some shoppers are likely choosing to shop for groceries and other consumables at Discount & Dollar Stores. And CPG companies and category managers looking to reach customers where they shop may want to consider adding Discount & Dollar Stores to their distribution channels. 

The key question that remains is how much of the gained visit share can the Discount & Dollar leaders maintain as the economic environment improves. This metric will be the strongest sign of whether the short term gains made within a favorable context drove long term value.

Superstore Segment Shifts

Superstores’ visit share may be shrinking somewhat in the face of Discount & Dollar Stores’ growth. But diving into the Superstore leaders reveals that these macro-shifts are having a different impact on the various sub-categories within the wider Superstore segment. 

Walmart remains the undisputed Superstore leader thanks to its 61.8% share of overall visits to Walmart, Target, Costco, Sam’s Club, and BJ’s in 2023. But 61.8% is still lower than the 66.3% relative visits share that the Superstore behemoth enjoyed in 2019. Meanwhile, Target grew its relative visit share from 17.3% in 2019 to 19.3% in 2023, while the combined visit share of the three membership club brands increased from 16.5% in 2019 to 18.9% in the same period.

Some of the shift in visit share can be attributed to Walmart closing several locations while Target, Costco Sam's Club, and BJ's expanded their fleet – but other factors are likely at play. 

Costco and Target attract the most affluent clientele of the five chains analyzed, which could explain why these chains have seen significant growth at a time when many consumers are operating with tighter budgets. The success of these companies also suggests that there are enough consumers willing to spend beyond the basics – as shown with Target’s Stanley Cup success (more on that below) – to support a varied product selection that includes higher-priced options. It also speaks to a high upside on a per customer basis for chains that have proven effective at providing higher-end products alongside those with a value orientation. This speaks to a unique capacity to effectively address “the middle” – an audience that is defined neither solely by value-seeking nor by high-end product proclivities.

Sam's Club and BJ’s also give shoppers an opportunity to save by buying in bulk and cutting down on shopping trips – and related gas expenses – which may also have contributed to their success. The increase in the relative visit share of wholesale clubs indicates that today’s consumer might react positively to more options for bulk purchases in non-warehouse club chains as well.

The Evolution of Food Away From Home 

Retail is not the only sector that has seen slow and steady shifts in recent years – the dining space was also significantly impacted by pandemic restrictions of 2020-2021 and the inflation of 2022-2023. Location intelligence reveals shifts in both the types of establishments favored by consumers and in the in-store behaviors of dining consumers.

C-Stores Gaining in the Battle of the Stomach

Convenience stores’ dining options have evolved in recent years, with today’s consumers heading to Wawa for a freshly made specialty hoagie or to Buc-ee’s to enjoy the chain’s variety of specialty snacks.  

Analyzing the visit distribution among C-Stores and other discretionary dining categories (Fast Food and QSR, Restaurants, and Breakfast & Coffee, not including Grocery and Superstores) showcases the growing role of C-Stores in the dining space. Between 2019 and 2023, C-stores' visit share relative to the other discretionary dining categories jumped from 24.2% to 27.1%. The relative visit share of Breakfast, Coffee, Bakeries & Dessert Shops also grew slightly during the period. Meanwhile, Restaurants’ relative visit share dropped from 13.8% to 11.7% and Fast Food & QSR’s dipped from 51.8% to 50.6%. 

Several factors are likely driving this evolution. Most Restaurants shuttered temporarily at the height of the pandemic while C-Stores remained open – and consumers likely took the opportunity to get acquainted with C-Stores’ food-away-from-home options. And many C-Stores expanded their footprint in recent years, while some dining chains downsized, which likely also contributed to the changes in relative visit share between the segments. 

But the continued growth of C-Stores between 2021 and 2022, and again between 2022 and 2023, indicates that many diners are now embracing C-Store food out of choice and not just due to necessity. The rise of the Breakfast, Coffee, Bakeries & Dessert Shops category alongside C-Stores in the past five years may also highlight the current appetite for affordable grab-and-go food options. And with C-Store operators embracing the shifts brought on by the pandemic and actively expanding their food options, diners are increasingly likely to consider C-Stores for their portable meals and packaged snacks. 

Food Preferences of C-Stores Visitors 

C-Store visitors are increasingly receptive to trying new products at their local c-store. So how can C-Store operators and CPG companies determine which products will best appeal to customers? Analyzing the trade areas of seven major chains – 7-Eleven, Wawa, Casey’s, QuikTrip, Cumberland Farms, Plaid Pantry, and Buc-ee’s – using the Spatial.ai: FollowGraph dataset reveals significant variance in food preferences between the chains’ visitor bases. 

For instance, Plaid Pantry visitors were 55% more likely than the nationwide average to fall into the “Asian Food Enthusiasts” segment in 2023, in contrast with Casey’s visitors who are 7% less likely to belong to this psychographic. Residents of the trade areas of QuikTrip and Buc-ee’s rank highest for "Fried Chicken Lovers," while Cumberland Farms and Plaid Pantry visitors register the least interest. C-Store operators, QSR franchisees, packaged food manufacturers, and other stakeholders can leverage these insights to optimize food offerings, identify promising partnership opportunities, and find new venues for product testing.

Shifts In Restaurant Visitor Behavior

While C-Stores stores may be the exciting story of the day, Full-Service Restaurants continue to play a major role in the wider dining landscape. And despite the ongoing economic headwinds, several dining brands and categories are seeing growth – although location intelligence suggests that in-restaurant behavior may be changing as well. 

For example, the hourly visits distribution for leading steakhouse chains has shifted over the past five years: Between 2019 and 2023, Texas Roadhouse, LongHorn Steakhouse, and Outback Steakhouse all saw a jump in the share of visits occurring between 2:00 PM and 6:00 PM – not typical steak eating hours. 

Outback and Texas Roadhouse offer early bird dinner specials while LongHorn  has a happy hour, so some diners may be choosing to visit these restaurant chains earlier in the evening in order to stretch their eating out budget. Other consumers who are still working from home most of the week may also be eating on a more flexible schedule, and these diners may be having more late lunches in 2023 when compared to 2019. Restaurant operators, drink providers, and menu developers may want to adapt their offerings to this emerging mid-afternoon rush.

2024’s Retail Kick-Off and Today’s Consumer 

The data examined above shows changes within key retail and dining segments over the past five years. So what do these shifts reveal about today’s consumer? What are shoppers and diners looking for in 2024? 

YoY Visits Already Up Across Categories 

The beginning of 2024 was marked by an Arctic blast and plunging temperatures. Consumers, unsurprisingly, hunkered down at home – and foot traffic to many retail categories took a dip. But the declines were short-lived, and by the fourth week of January 2024 foot traffic had rebounded across major categories. 

Still, zooming into weekly visit performance for key retail and dining categories for the first eight weeks of the year reveals that the cold did not impact all segments equally – and the subsequent resurgence boosted some sectors more than others. 

Discount & Dollar Stores had the strongest start to 2024, with YoY visits up almost every week since the start of the year, and the category showing even more substantial growth once the cold spell subsided. The Grocery category also succeeded in exceeding 2023 weekly visit levels almost every week, although its visit increases were more subdued than those in the Discount & Dollar Store segment. 

Superstore and C-Store experienced relatively muted YoY declines in early January and saw significant weekly visit growth as Q1 progressed, with C-Stores outperforming Superstores by late January 2024. And Dining – which suffered a particularly heavy blow in early 2024 – also rebounded with gusto, offering another strong indicator of the resilience of today’s consumer.

Quick-Service Restaurants: Weathering The Storm 

Like in the wider Dining industry, weekly YoY visits to the QSR segment quickly rebounded following the unusual cold of the first three weeks of January 2024. And three chains from across the QSR spectrum – legacy chain Wingstop, rapidly expanding Raising Cane’s, and regional cult favorite Whataburger – are seeing particularly strong foot traffic performances. 

Diving deeper into the location intelligence reveals that the three chains’ success may be due in part to their visitor base composition: The trade areas of all three brands included a larger share of four-person households compared to the nationwide average of 24.6%. 

Wingstop, Raising Cane’s, and Whataburger’s menus all include larger orders to create shareable meals. And larger households seem to be particularly receptive to dining options that allow them to save money, which could explain the significant share of 4+ person households that visit these chains. 

The success of these diverse QSR chains also indicates that, although larger households may have more expenses – and might therefore be more impacted by inflation – they can also drive visits to brands that cater to their needs. So dining operators and food manufacturers looking to attract family demographics may consider offering larger meal combos or larger packaging to help larger households splurge on affordable luxuries without breaking the bank.  

Presenting the Winner of the 2024 Stanley Cup… Target 

Perhaps the most significant sign that today’s consumers are still willing to spend money on non-essentials is the recent success of the Starbucks X Stanley “Pink Cup”. The cup has caused such a sensation that re-sellers ask for up to six times the original $50 price – and for those unwilling to shell out the big bucks on the cup, enterprising cup owners offer photo shoots with the product for $5. 

The Starbucks X Stanley “Pink Cup” was released on January 3rd, 2024 and could only be bought at Starbucks kiosks located inside a Target. Viral videos of the release circulated on social media, showing eager crowds lining up early in the morning for the chance to be first to grab their cup. Location intelligence reveals that these early morning visits were significant enough to change Target’s typical hourly visit pattern.

Foot traffic between 7:00 AM and 9:00 AM on January 3rd, 2024 accounted for 4.4% of daily visits, compared to 2.6% of daily visits occurring during that time slot on a typical Wednesday in January or February. And demand for the pink Stanley cup drove a spike in daily visits as well – overall daily visits to Target on January 3rd were 18.7% higher than the average Wednesday visits in January and February 2024.

The visit trends to Target on Pink Cup Day are particularly impressive given the freezing weather in some regions of the country and because consumers were coming off the holiday shopping season. And the success of the cup shows that 2024’s shopper is willing to show up – especially for a viral product. Creating buzzy marketing campaigns, then, may be the key to driving retail success.  

A Strong Start

The retail changes of the past few years have left their mark on how people shop, eat, and spend. And keeping ahead of these changes allows companies and product managers to ensure they can tailor their offerings – whether product selection or marketing campaigns – to the right audience. 

INSIDER
Report
The Return to Office
Dive into the data to uncover the state of office recovery in major cities nationwide – and see how the in-office workforce has evolved since COVID.
March 7, 2024
9 minutes

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.

This white paper includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

A Shifting Landscape

The remote work war is far from over – and as the labor market cools, companies are ramping up efforts to get workers back in the office. But even those employers that are cracking down on WFH aren’t generally insisting that employees come in five days a week – for the most part.

Indeed, a growing consensus seems to posit that though in-person work carries important benefits, plugging in remotely at least part of the time also has its upsides. Nixing the daily commute can put the ever-elusive work/life balance within reach. And there’s evidence to suggest that remote work can enhance productivity – limiting distractions and letting workers lean into their individual biological clocks (so-called “chronoworking”). 

But the precise contours of the new hybrid status-quo are still a work in progress. And to keep up, relevant stakeholders – from employers and workers to municipalities and local businesses – need to keep their fingers on the pulse of how this fast-changing reality is evolving on the ground. 

This white paper dives into the data to explore some of the key trends shaping the office recovery. The analysis is based on Placer.ai’s Nationwide Office Index, which examines foot traffic data from more than 1,000 office buildings across the country. What was the trajectory of the post-COVID office recovery in 2023?  What impact did return-to-office (RTO) mandates have on major cities nationwide, including New York, Dallas, San Francisco, and others? And how has the demographic and psychographic profile of office-goers changed since the pandemic?

Rumors Greatly Exaggerated?

Analyzing office building foot traffic over the past several years suggests that the office recovery story is still very much being written. After plummeting during COVID, nationwide office visits began a slow but steady upward climb in 2021, reaching about 70.0% of January 2019 levels in August 2023. 

Since then, the recovery appears to have stalled – with some observers even proclaiming the death of RTO. But looking back at the office visit trajectory since 2019 shows that the process has been anything but linear, with plenty of jumps, dips, and plateaus along the way. And though office foot traffic tapered somewhat between November 2023 and January 2024, this may be a reflection of holiday work patterns and of January’s unusually cold and stormy weather, rather than of any true reversal of RTO gains. Indeed, if 2024 is anything like last year, office visits may yet experience an additional boost as the year wears on.  

TGIF Vibes

But for now, at least, a full return to pre-COVID work norms doesn’t appear to be in the cards. And like in 2022, last year’s hybrid work week gave off some serious TGIF vibes. 

On Tuesdays, Wednesdays, and Thursdays, office foot traffic was just 33.2% to 35.3% lower than it was pre-COVID. But on Mondays and Fridays, visits were down a whopping 46.0% and 48.9%, respectively. From a Year-over-year (YoY) perspective too, the middle of the week experienced the most pronounced visit recovery, with Tuesday, Wednesday, and Thursday visits up about 27.0% compared to 2022. 

The slower Monday and Friday office recovery may be driven in part by workers seeking to leverage the flexibility of WFH for extended weekend trips. (Indeed, hybrid work even gave rise to a new form of nuptials – the remote-work wedding.) So-called super commuters, many of whom decamped to more remote locales during COVID, may also prefer to concentrate visits mid-week to limit time on the road. And let’s face it – few people would object to easing in and out of the weekend by working in their pajamas. Whatever the motivating factors – and despite employer pushback – the TGIF work week appears poised to remain a fixture of the post-pandemic working world. 

New York and Miami Approach 80.0% Recovery

Analyzing nationwide office visitation patterns can shed important light on evolving work and commuting norms. But to really understand the dynamics of office recovery, it is crucial to zoom in on local trends. RTO in tech-heavy San Francisco doesn’t look the same as it does in New York’s financial districts. And commutes in Dallas are very different than in Chicago or Washington, D.C.

Overall, foot traffic to buildings in Placer.ai’s Nationwide Office Index was down 36.8% in 2023 compared to 2019 – and up 23.6% compared to 2022. But drilling down into the data for seven major markets shows that each one experienced a very different recovery trajectory. 

In New York and Miami, offices drew just 22.5% and 21.9% less visits, respectively, in 2023 than in 2019 – meaning that they recovered nearly 80.0% of their pre-COVID foot traffic. In New York, remote work policy shifts by major employers like Goldman Sachs and JPMorgan appear to have helped set a new tone for the financial sector. And Miami may have benefited from Florida’s early lifting of COVID restrictions in late 2020, as well as from the steady influx of tech companies over the past several years.  

San Francisco, for its part, continued to lag behind the other major cities in 2023, with office building foot traffic still 55.1% below 2019 levels. But on a YoY basis, the northern California hub experienced the greatest visit growth of any analyzed city, indicating that San Francisco’s office recovery is still unfolding.

Financial Sector Helps Drive RTO

To better understand the relationship between employees’ occupational backgrounds and local office recovery trends, we examined the share of Financial, Insurance, and Real Estate sector workers in the captured markets of different cities’ office buildings. (A POI’s captured market is derived by weighting the census block groups (CBGs) in its True Trade Area according to the share of actual visits from each CBG – thus providing a snapshot of the people that actually visit the POI in practice). We then compared this metric to each city’s year-over-four-year (Yo4Y) office visit gap.

The analysis suggests that the finance sector has indeed been an important driver of office recovery. Generally speaking, cities with greater shares of employees from this sector tended to experience greater office recovery than other urban centers. And for New York City in particular, the dominance of the finance industry may go some way towards explaining the city’s emergence as an RTO leader. 

Edging Towards Normalcy

Regional differences notwithstanding, office foot traffic has yet to rebound to pre-COVID levels in any major U.S. market. But counting visits only tells part of the RTO story. Stakeholders seeking to adapt to the new normal also need to understand the evolving characteristics of the in-office crowd. Are office-goers more or less affluent than they were four years ago? And is there a difference in the employee age breakdown?

To explore the evolution of the demographic and psychographic attributes of office-goers since COVID, we analyzed the captured markets of buildings included in the Placer.ai Office Indexes with data from STI (Popstats) and Spatial.ai (PersonaLive). And strikingly, despite stubborn Yo4Y office visit gaps, the profiles of last year’s office visitors largely resembled what they were before COVID – with some marked shifts. This may serve as a further indication that 2023 brought us closer to an emerging new normal.

Rebounding Income Levels – With Regional Variation

The median household income (HHI) of the Office Indexes fell during COVID. But by 2022, the median HHI in the trade areas of the Office Indexes was climbing back nationwide in all cities analyzed, and fell just 0.6% short of 2019 levels in 2023. And in some cities, including San Francisco and Dallas, the median HHI of office-goers is higher now than it was pre-pandemic. 

Better-paid, and more experienced employees often have more access to remote and hybrid work opportunities – and at the height of the pandemic, it was these workers that disproportionately stayed home. But as COVID receded, many of them came back to the office. Now, even if high-income workers – like many other employees – are coming in less frequently, their share of office visitors has very nearly bounced back to what it was before COVID.

Younger Employees Lean In to In-Person Work

Who are the affluent employees driving the median HHI back up? Foot traffic data suggests that much of the HHI rebound may be fueled by “Educated Urbanites” – a segment defined by Spatial.ai PersonaLive as affluent, educated singles between the ages of 24 and 35 living in urban areas. 

For younger employees in particular, fully remote work can come at a significant cost. A lot of learning takes place at the water cooler – and informal interactions with more experienced colleagues can be critical for professional development. Out of sight can also equal out of mind, making it more difficult for younger workers that don’t develop personal bonds with their co-workers and to potentially take other steps to advance their careers. 

Analyzing the trade areas of offices across major markets shows that – while parents were somewhat less likely to visit office buildings in 2023 than in 2019 – affluent young professionals are making in-person attendance a priority. Indeed, in 2023, the share of “Educated Urbanites” in offices’ captured markets exceeded pre-COVID levels in most analyzed cities – although the share of this segment still varied between regions, as did the magnitude of the shift over time. 

Miami and Dallas, both of which feature relatively small shares of this demographic, saw more dramatic increases relative to their 2019 baselines – but smaller jumps in absolute terms. On the other end of the spectrum lay San Francisco, where the share of “Educated Urbanites” jumped from 47.8% in 2019 to a remarkable 50.0% in 2023. New York office buildings, for their parts, saw the share of this segment rise from 28.8% in 2019 to 31.0% in 2023.

Affluent Gen Xers Lead by Example

Other segments’ RTO patterns seem a little more mixed. The share of “Ultra Wealthy Families” – a segment consisting of affluent Gen Xers between the ages of 45 and 54 – is still slightly below pre-COVID levels on a nationwide basis. In 2023, this segment made up 13.0% of the Nationwide Office Index’s captured market – down slightly from 13.3% in 2019. In New York and San Francisco, for example – both of which saw the share of “Educated Urbanites” exceed pre-COVID levels last year – the share of “Ultra Wealthy Families” remained lower in 2023 than in 2019. At the same time, some cities’ Office Indexes, such as Miami, Dallas, and Los Angeles, have seen the share of this segment grow Yo4Y. 

Workers belonging to this demographic tend to be more established in their careers, and may be less likely to be caring for small children. Well-to-do Gen Xers may also be more likely to be executives, called back to the office to lead by example. But employees belonging to this segment may consider the return to in-person work to be a choice rather than a necessity, which could explain this cohort’s more varied pace of RTO.

Negotiations Still Underway

COVID supercharged the WFH revolution, upending traditional commuting patterns and offering employees and companies alike a taste of the advantages of a more flexible approach to work. But as employers and workers seek to negotiate the right balance between at-home and in-person work, the office landscape remains very much in flux. And by keeping abreast of nationwide and regional foot traffic trends – as well as the shifting demographic and psychographic characteristics of today’s office-goers – stakeholders can adapt to this fast-changing reality.

INSIDER
Q4 2023 Quarterly Index
Find out how the Fitness, Beauty & Self Care, Discount & Dollar Stores, Superstores, Grocery Stores, and Dining categories fared during last year’s all-important holiday shopping season.
February 15, 2024
6 minutes

Overview of Categories: Q4 2023 and Yearly Review

Last year ended on a high note for many retailers, with cooling inflation and rebounding consumer confidence contributing to a robust holiday season. Still, 2023 was a year of headwinds for the sector, as consumers traded down and cut back on unnecessary indulgences. 

In the midst of these challenges, some segments thrived. Continued prioritization of health and wellness by consumers drove strong visit growth for the Fitness and Beauty & Self Care segments – which emerged as 2023 winners and enjoyed positive foot traffic growth in Q4. At the same time, price consciousness drove foot traffic to Discount & Dollar Stores and Superstores, both of which made inroads into the affordable grocery space during the year. 

The Grocery category, too, saw a 4.3% jump in visits last year compared to 2022, as well as a slight uptick in Q4 visits. And even the discretionary Dining sector held its own, with a 2.1% year-over-year (YoY) annual increase in foot traffic, and a Q4 quarterly visit gap of just 1.8%.

Fitness: Not Just for New Year’s Resolutions Anymore

Fitness had a particularly strong 2023, buoyed by consumers’ sustained interest in self-care and wellness. Since the pandemic, gym memberships have graduated from a discretionary expense to something of a necessity – an important investment in health and wellbeing. The category has also likely continued to benefit from the post-COVID craving for experiences

And quarterly data shows that the Fitness segment is positively flourishing. Throughout most of Q4 2023, Fitness venues experienced YoY weekly visit growth ranging from 8.8% to 12.2%. (The unusual visit spike and dip during the last two weeks of the quarter are due to calendar discrepancies: The week of December 18th, 2023 is being compared to the week of December 19th, 2022, which included Christmas Day – while the week of December 25th, 2023 is being compared to the week of December 26th, 2022, which did not). 

Budget and Premium Fitness on the Rise

Drilling down into the data for several leading fitness chains shows that there’s plenty of success to go around. Crunch Fitness – ranked by Entrepreneur as 2024’s top fitness franchise – led the pack with a remarkable 28.2% YoY annual increase in visits, partly fueled by the steady expansion of its fleet. And while other value gyms like Planet Fitness also saw robust visit growth, the boost wasn’t limited to budget options. Given the Fitness sector’s already-impressive 2022 performance, the category’s strong YoY showing is especially noteworthy.

Beauty & Self Care: Wellness-Driven Success

Beauty & Self Care was another category to benefit from 2023’s obsession with wellness – as well as the “lipstick effect”, which sees consumers treating themselves to fun, affordable luxuries when money’s tight. Driven in part by the evolving preferences of Gen Z consumers, cosmetics leaders have embraced wellness-focused approaches to cosmetics that prioritize self-care and self-expression. This strategy continues to prove successful: Throughout Q4 2023, Beauty & Self Care chains saw steady YoY weekly visit growth, especially in November and early December – perhaps highlighting Beauty’s growing role in the holiday shopping frenzy. 

Ulta Beauty Stays Ahead of the Pack

One brand leading the cosmetics pack in 2023 was Ulta Beauty – which drew growing crowds with its diverse product selection. Everybody loves makeup, and Ulta makes sure to have something for everyone – from discount fare to more upscale products. Buff City Soap, which now pairs its signature offerings with experiential vibes at some 270 locations across 33 states, also experienced YoY annual visit growth of 14.7%. And Bath & Body Works, which made the Wall Street Journal’s list of best-managed companies for 2023, also saw visit strength, with an overall increase in annual foot traffic, even as Q4 visits saw a slight decline. 

Discount & Dollar Stores: Entering the Mainstream

If wellness was a key retail buzzword in 2023, value was an equally discussed topic. And Discount & Dollar Stores – ideal destinations for cash-strapped consumers seeking bargain merchandise – made the most of this opportunity. Shoppers frequented these chains year-round for everything from groceries to home goods, propelling the category firmly into the mainstream

And in Q4 2023, shoppers flocked to discount chains in droves to snag food items, stocking stuffers, and other holiday fare – fueling near-uniform positive YoY foot traffic growth throughout the quarter. The week of October 30th seems to have kicked off the Discount & Dollar holiday shopping season, perhaps showcasing the segment’s growing role as a Halloween candy and costume hotspot.

Five Below Above the Rest

Every discount chain is somewhat different – and the success of the various Discount & Dollar chains can be attributed to a range of factors. Dollar Tree and Dollar General likely benefited from the broadening and diversification of their grocery selections – while Ollie’s (“Get Good Stuff Cheap!”) solidified its position as a place to find relatively upscale items at a bargain. All three chains – and particularly Dollar General and Ollie’s – also grew their footprints over the past year. Family Dollar (also owned by Dollar Tree) also came out ahead on an annual basis – despite the comparison to a strong 2022. 

Of all the Discount & Dollar chains, Five Below saw the biggest surge in foot traffic, partly as a result of its increasing store count. But the retailer’s offerings – affordable toys, party supplies, and other fun splurges – also appear to have been tailor-made for 2023’s retail vibe. 

Superstores: Capturing the Crowds

During the fourth quarter of the year, Superstores saw a slight YoY increase in visits – including during the all-important week of Black Friday, beginning on November 20th. (This week was compared with the week of November 21st, 2022, which also included Black Friday). Like Discount & Dollar chains, Superstores saw an appreciable YoY visit uptick during the week of Halloween. 

Members Only, Please

On an annual basis, Superstore mainstays Walmart and Target experienced visit increases of 2.8% and 4.7%, respectively. But while all the major category players enjoyed a successful year, membership warehouse chains’ YoY visit numbers were especially strong. As perfect venues for mission-driven shopping expeditions, Costco, Sam’s Club, and BJ’s likely drew shoppers eager to load up on both inexpensive gifts and essentials. 

Grocery Stores: Holding Onto Gains

The traditional Grocery sector also held its own during Q4 2023. Notably, grocery stores saw positive visit growth for most weeks of November and December, a period encompassing the critical Turkey Wednesday milestone – no small feat given the disruptions experienced by the category. 

Value Grocers Lead the Way

Unsurprisingly, it was discount grocery chains that saw some of the greatest YoY visit growth, as shoppers – including higher-income segments – sought to counter inflation with lower-priced food-at-home alternatives. Whether through opportunistic buying models, private label merchandising, or no-frills customer experiences, value supermarkets proved once again that even quality specialty items don’t have to carry high price tags.

Dining: Staying the Course

Eating out can be expensive – and when money’s tight, restaurants and other discretionary categories are often first to feel the crunch. But the Dining category seems to have emerged from 2023 relatively unscathed, with overall yearly visits up 2.1% compared to 2022 despite the modest YoY weekly visit gaps in Q4 2023. And given the myriad challenges out-of-home eateries had to contend with in 2023 – from inflation to labor shortages – even the minor weekly gaps are quite an attainment. (As noted, the last two weeks of the quarter reflect calendar discrepancies).  

Success Across Dining Sub-Categories

Foot traffic data shows that dining success could be found across sub-categories. Wingstop, Shake Shack, and Jersey Mike’s Subs rocked Fast Casual and QSR, with annual YoY visit growth ranging from 11.8% to 20.3%, partly fueled by the chains’ growing footprints. Full-Service Restaurants also had their bright spots, including all-you-can-eat buffet star Golden Corral and two steak venues: Texas Roadhouse and LongHorn Steakhouse. 

And in the Coffee, Breakfast, and Bakeries space, Playa Bowls led the charge. The superfruit bowl chain’s affordable, wellness-oriented treats seem to have been created with 2023 in mind – and during the year Playa Bowls expanded its fleet while also seeing double-digit increases in comparable store sales. Steadily expanding Biggby Coffee and Dutch Bros. Coffee also saw significant YoY foot traffic growth. 

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