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With sales of mountain passes up and eager skiers and snowboarders ready to hit the slopes, let’s take a look at how Backcountry has been performing of late. This brand may be familiar to many, as it has been an online retailer for the past 27 years. Lately, though, the retailer has made a foray into brick-and-mortar stores in areas where they have a strong concentration of online customers, with the store count currently up to 9 nationwide.
The Palo Alto store opened in Spring 2023. Visitation trendlines show that this store at the Stanford Shopping Center has jumped to be neck-and-neck with the Seattle store in Dec 2023.
The majority of Backcountry shoppers come from very high-income households, such as Ultra Wealthy Families, Educated Urbanites, and Sunset Boomers (using PersonaLive data for select store trade areas).
Backcountry opened its first physical store downstairs from its corporate headquarters in Park City, UT in 2021. The impetus for opening a brick-and-mortar store was to “deepen connections with its customers.” In addition to the Palo Alto store, Backcountry also opened its first east coast outpost on 14th St in Washington DC during spring 2023, one of the hot retail corridors we wrote about. The newest entrant is a 23,000 square-foot flagship location open at the Grove in Los Angeles in July, which will provide gear for all sorts of popular outdoor activities, such as hiking, camping, water sports, running and climbing.

The holidays conjure up warm, cozy images of families sitting around artfully-set tables and enjoying delicious home-cooked meals. But for many people, Christmas Day is also a time to eat out. And while many restaurants are closed on December 25th, several national and regional chains keep their doors open for patrons eager to enjoy a nice, stress-free meal with loved ones – without the clean-up.
So with the holiday season in the rearview mirror, we dove into the data to explore nationwide December 25th dining trends – focusing our analysis on more than 100 chains, mostly full-service, with significant national or regional presence. Which brands are most popular on Christmas Day? And what differences can be observed in different regions of the country?
Nationwide, visits to dining chains nationwide were down 59.7% on December 25th, 2023, compared to a Q4 2023 daily average. But digging down deeper into the different areas of the country reveals significant regional differences.
The Pacific states – including California, Washington, Oregon, Alaska, and Hawaii – saw a drop of just 33.8% in dining visits on Christmas Day compared to the region’s Q4 2023 daily average. Next in line were the various regions of the South, where December 25th foot traffic dropped between 51.2% and 56.9%, followed by the Mountain states. And on the other end of the spectrum lay New England, where visits were down 83.3% compared to a Q4 baseline. Other areas of the Northeast and Midwest also experienced foot traffic dips in excess of 70.0% – indicating that residents of these areas are less likely to dine out on the holiday.
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But which chains are most popular on December 25th? Analyzing the distribution of holiday visits among 25 leading Christmas Day restaurant destinations shows that three all-day breakfast chains – Waffle House, IHOP, and Denny’s – dominated the Christmas Day dining market this year.
Together, these 24/7 eateries, which tend to experience significant holiday visit bumps, accounted for an impressive 70.4% of holiday dining foot traffic. After a leisurely morning of presents and hot cocoa, it seems, nothing quite hits the spot like waffles, pancakes, and other breakfast favorites. And with affordable prices, seasonal menus, and special holiday vibes (complete with pajama-clad customers), these restaurants offer plenty of holiday cheer.
But breakfast chains aren’t the only dining venues that draw Christmas Day crowds. Red Lobster, the popular seafood chain, cornered 4.9% of this year’s December 25th dining foot traffic. And Applebee’s, Black Bear Diner, Golden Corral, and TGI Fridays each received between 2.0% and 3.0% of Christmas Day visits.
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Drilling down deeper into the data for holiday visit trends shows that each state has its own favorite Christmas Day destination. In no fewer than 21 states nationwide – including New York, Texas, Michigan, and Florida – IHOP topped the chart. Denny’s and Waffle House, for their parts, each led the charge in 11 states, with Waffle House dominating the Christmas Day scene in much of the South.
But in some places, other chains topped the Christmas Day rankings. In Iowa, Minnesota, and North Dakota, people flocked to Perkins Restaurant & Bakery – the casual-dining chain known for its iconic pies and pancakes. In Wyoming and South Dakota, Red Lobster drew the biggest crowds. And in Oregon, Shari’s – a chain with some 80 locations in the western region of the country – attracted the most holiday visits.
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Foot traffic data also reveals, unsurprisingly, that visitors to the three Christmas Day leaders – Waffle House, IHOP, and Denny’s – spent more time in the restaurants on Christmas Day than they usually do. Some 17.3% of Christmas Day Waffle House visits lasted more than one hour – compared to 14.7% on an average day in 2023. IHOP and Denny’s also saw significant holiday increases in dwell time.
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Though many restaurants are closed on December 25th, chains that do stay open – especially all-day breakfast eateries – draw significant crowds. How will holiday winners like Waffle House, IHOP, and Denny’s continue to fare as people settle back into their post-holiday routines? And how will Christmas Day dining trends evolve nationwide in the years to come?
Follow placer.ai/blog to find out.

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.
Has the remote work war run its course? For a while last year, it seemed like not a day went by without another headline proclaiming the demise of WFH. And as return-to-office mandates continued to pile up (et tu, Zoom?), the debate over offsite work productivity grew ever more rancorous.
But amidst all the noise, a new hybrid reality appears to have taken hold, offering both companies and employees the benefits of a mixed model. Yes, productivity can thrive outside the office – but there is something about the intangible spark that ignites when people interact with one another in person that has proven crucial to business success. So while recent survey data shows a precipitous drop in fully remote work over the past three years, most companies aren’t requiring people to go back to the office full time.
With these trends in mind, we dove into the data to explore the state of office foot traffic as the year drew to a close. How did December 2023 office visits compare to pre-COVID? And what impact did the holiday season have on the demographic profile of the typical office-goer?
Last month, buildings in our Nationwide Office Index received 36.5% fewer visits than they did in December 2019 – reflecting a continuation of the same general holding pattern that has seen foot traffic hovering around 40.0% of pre-COVID levels, with some minor fluctuations.
But delving further into the data for key commercial hubs nationwide highlights the persistence of important regional differences – with New York City emerging as last month’s clear office recovery winner. In December 2023, the Big Apple experienced a year-over-four-year (Yo4Y) visit gap of just 19.2% – the smallest seen by the city in some time. At the other end of the spectrum lay San Francisco, with a Yo4Y visit gap of 53.1%.
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But December is a bit of an outlier, work-wise. It’s the heart of the holiday season – kicked off by Thanksgiving at the end of November, and bookended by New Year’s Eve on the other side. And foot traffic data shows a small but distinct shift in the demographic profiles of office buildings’ captured markets – i.e. the areas their visitors come from – during the last month of the year.
Nationwide, and in major cities like New York and San Francisco, office-goers tend to come from relatively affluent areas with greater-than-average shares of one-person households. But over the final three months of 2023, both of these metrics in office buildings’ captured markets gradually declined. November office visitors were more likely to come from larger and lower-HHI households than October visitors – and December visitors were more likely to come from such households than November ones. This may reflect the greater flexibility of higher-HHI employees to work from home more often during the holiday season. It may also reflect a greater tendency on the part of singles to take extended trips to visit family during the holidays, and plug in from afar.
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Hybrid work may be here to stay, but employees and companies will likely continue to negotiate the exact terms of the new model in the months and years ahead. Are the remote work wars really over? And what will office recovery look like in the new year?
Follow placer.ai/blog to find out.

With their experiential vibes and treasured blends of well-known brands and local gems, high-street retail corridors are experiencing something of a renaissance. Iconic shopping districts like Fifth Avenue and SoHo in New York City, Rodeo Drive in Beverly Hills, and Newbury Street in Boston are seeing steady influxes of luxury and high-end apparel brands. And economic headwinds notwithstanding, consumers continue to flock to these important retail destinations to shop, grab a bite to eat, and take in all the sights and sounds they have to offer.
So with the new year upon us, we dove into the data to see how major urban shopping districts nationwide fared this holiday season. How did visits to these corridors in the final months of 2023 compare to last year? And who are the consumers driving the high-street revival?
Over the past six months, visits to major urban shopping districts have been consistently higher than they were last year. And as the holiday season kicked into gear, the year-over-year (YoY) growth trajectory trended upwards – indicating a robust turnout during this holiday period.
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To examine some of the factors behind this growth, we analyzed the demographic profiles of the captured markets of POIs (points of interest) corresponding to major high-street corridors throughout the country.
The analysis shows that throughout the U.S., high-street shopping districts hold special appeal for affluent audiences – and for consumers belonging to Spatial.ai’s PersonaLive’s “Educated Urbanite” psychographic segment. This segment encompasses well-educated young singles that live in dense urban areas and make relatively high salaries. Given the demographic profile of their visitors, it’s no wonder that high-street corridors are finding success while expanding their luxury and high-end apparel portfolios.
In Q4 2023, the captured markets of Fifth Avenue, SoHo, and Times Square all featured higher median household incomes (HHIs), and greater shares of the “Educated Urbanite” segment than New York’s statewide baselines. Each of these quintessential New York City landmarks, however, drew a somewhat different visitor base.
Fifth Avenue, with its array of museums, luxury high-rises, and expensive department stores, drew the most affluent crowd, with a captured market median HHI of $105.6K – some 35.7% above the statewide median. SoHo, for its part, known for designer apparel stores, trendy cafes, and whimsical tourist attractions (Museum of Ice Cream, anyone?), attracted the largest share of “Educated Urbanites.” And Times Square, a top Big Apple attraction with broad popular appeal, boasted a visitor profile closest to statewide baselines.
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A look at the visitor profiles of major California shopping districts reveals a similar trend. The captured markets of Beverly Hills’ Rodeo Drive, Santa Monica’s 3rd Street Promenade, Hayes Valley in San Francisco, and Abbot Kinney in Los Angeles all had higher median HHIs in Q4 2023 than the statewide median of $85.7K. Of these, the captured market with the highest median HHI was that of Hayes Valley in San Francisco – an unsurprising finding given the relative affluence of the Bay Area. Not far behind was Rodeo Drive, with a median HHI of $113.9K.
Hayes Valley also led the charge for “Educated Urbanites,” with no less than 61.4% of the population of its captured market – nearly two-thirds – belonging to this segment. But all four of the analyzed high-street corridors were significantly over-indexed for this demographic compared to the California baseline of 13.1%.
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Looking at urban shopping districts in other major cities nationwide – including Newbury Street in Boston, Fulton Market in Chicago, and Walnut Street in Philadelphia – shows that the unique draw of these corridors for young, affluent singles isn’t confined to New York and Chicago. In all three corridors, the median HHIs and shares of “Educated Urbanites” in the captured markets
also exceeded statewide baselines – oftentimes by a wide margin.
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Evolving work routines and post-COVID population shifts continue to present municipalities and other civic stakeholders with significant challenges. But the revival of high-street retail corridors shows that cities are up to the task. How will major urban shopping districts fare in the new year? And how will their audiences continue to evolve?
Follow Placer.ai’s data-driven retail foot traffic analyses to find out.

How did the brick-and-mortar divisions of Walmart, Target, and other leading retailers perform this holiday season? Which days drove the most visits, and how did foot traffic performance this year compare to 2022? We dove into the data to find out.
Looking at daily visits to Target, Walmart, mid-tier department stores (including Macy’s, JCPenney, Kohl’s Belk, and Dillard’s), luxury department stores (including Saks Fifth Avenue, Neiman Marcus, Bloomingdale’s, and Nordstrom) and Best Buy reveals several common trends.
In all cases, retail visits began to creep up over the days leading up to Thanksgiving (Monday through Wednesday) as consumers took advantage of early Black Friday discounts. And the visit increase on Black Friday 2023 relative to the Q4 daily average was larger than in 2022 – perhaps thanks to budget-conscious consumers holding out for the steep discounts offered the day after Thanksgiving. The Christmas Eve Eve (December 23rd) and Super Saturday spikes were also particularly pronounced in 2023, likely thanks to the combination of both retail events falling on the same day this year.
All retailers and retail segments analyzed also saw smaller surges on Boxing Day (December 26th) 2023 when compared to 2022, likely due to calendar differences. Christmas fell on a Sunday in 2022, so December 26th was declared a federal holiday in lieu of December 25th, and many private-sector employers likely gave time off as well – giving consumers the opportunity to hit the stores and enjoy after-Christmas sales. But Boxing Day still drove visit peaks across the board in 2023 (albeit not smaller peaks than in 2022) – indicating that Boxing Day is now a U.S. phenomenon as well.
December 27th, 28th, and 29th saw a greater increase relative to the daily Q4 average in 2023 compared to 2022, culminating in a larger New Years Eve Eve (December 30th) spike. The December 30th surge may be because this year’s December 30th fell on a Saturday, which is a major shopping day in its own right. But the increase in the days prior to New Years Eve Eve, when after-Christmas sales were in full force, could indicate that consumers are still particularly attune to sales events.
Still, despite the similarities across retail categories, foot traffic data also reveals some important differences between the segments.
Visits to Target began to increase in November 2023 relative to October as the retailer offered “Four Weeks of Early Black Friday Deals,” starting October 29th. And like the other categories analyzed, Target saw its first small visit peak of the season on the Wednesday before Thanksgiving (also known as Turkey Wednesday thanks to the massive Grocery visit spikes on the day). Visits on the day before Thanksgiving were up by 21.5% and 22.1%, in 2022 and 2023, respectively, despite foot traffic on an average Wednesday tends to be lower than the Q4 daily average – indicating that “Turkey Wednesday” also holds retail significance for grocery-adjacent categories.
Visits then spiked on Black Friday and returned to seasonally normal levels on Saturday. Throughout December, foot traffic continued to swell, with every week exceeding the previous week’s visit performance. The intensity of the visit growth picked up the week before Christmas, with Christmas Eve Eve/Super Saturday seeing a significant jump. Finally, Target visits on Boxing Day and the week following Christmas also exceeded the Q4 daily average as consumers took advantage of end-of-season sales and looked for festive attire for their New Year’s Eve celebrations.

The holiday season visit pattern at Walmart differs from those at Target in several instances. The superstore’s Turkey Visit spike was significantly more pronounced than Target’s, likely thanks to Walmart’s more extensive grocery offerings. Walmart also saw smaller spikes on Black Friday – perhaps due to the retailer’s famous “everyday low prices,” which may reduce the appeal of specific sales events. The Christmas Eve Eve/Super Saturday surge were also lower than for Target, but the Super Saturday increase relative to Black Friday spike was more pronounced, with some consumers probably visiting Walmart for last-minute groceries ahead of their Christmas dinners.
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Visits to luxury department stores (Saks Fifth Avenue, Neiman Marcus, Nordstrom, and Bloomingdale’s) followed the general retail foot traffic trends, with larger peaks on Black Friday and on Christmas Eve Eve/Super Saturday in 2023 compared to 2022. Boxing Day 2023 drove a smaller visit spike relative to last year, but foot traffic was still 98.2% higher than the Q4 2023 daily average – indicating that the day is still emerging as an important retail milestone, especially for pricier segments.
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Mid-tier department stores (Macy’s, Kohl’s, JCPenney, Belk, and Dillard’s) saw more significant spikes on Black Friday and Christmas Eve Eve/Super Saturday, and smaller spikes on Boxing Day. Luxury’s department stores’ biggest post-Christmas visit peak was on Boxing Day, but mid-tier department stores experienced their largest end-of-year increase on New Year’s Eve Eve (December 30th).
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Best Buy saw the strongest Q4 visit spike on Black Friday out of all the retailers and retail segments analyzed, with foot traffic up a whopping 510.9% compared to its Q4 2023 daily average. The electronics leader also had the largest Christmas Eve Eve/Super Saturday bump – with visits up 188.1% – and Boxing Day boost, with traffic up 112.9% compared to the Q4 daily average. The visit surges over the holiday season’s retail milestones indicate that demand for electronics remains strong – even as some consumers may be putting off large purchases due to economic headwinds.
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The holiday season drove significant retail foot traffic across categories, with every segment displaying its own unique Q4 visitation pattern. How will these sectors perform in the year ahead?
Visit placer.ai/blog to find out.

2023 was a year that forced restaurant operators to stay agile. Inflation was top-of-mind for most consumers throughout the year, resulting in a trade-down to value-oriented restaurants (or trading out to value grocery chains, dollar stores, and convenience stores). That said, value wasn’t the only factor driving visits, as new menu innovations (Taco Bell was a standout) or marketing partnerships (McDonald’s Famous Orders and “adult” happy meals helping the chain to outperform from a visitation perspective). While we’ve seen visitation trends for the morning daypart improve due to a steady recovery in return to office trends, we continue to see visits during late morning and early afternoon for coffee and QSR chains due to changes in consumer routines (not to mention a resurgence in late night dining). This has also prompted several chains to refine their approach to drive-thrus and pick-up windows (Shake Shack, Chipotle, Taco Bell, among several others). On top of these trends, we’ve seen massive changes in restaurant trade areas, driving many chains to rethink their expansion plans (including an emphasis on South and Southeast, which have seen population growth due to migration).
McDonald’s new exploratory restaurant concept CosMc’s sits at the intersection of several of these trends. The smaller-format (approximately 2,800 square feet, compared to 4,000-4,500 square feet for the average McDonald’s), drive-thru only concept opened its doors last month in Bolingbrook, IL, and is part of a “limited test run”. Its menu heavily focuses on beverages, including four “Signature Galactic Boosts” (featuring Sour Cherry Energy Boost and Island Pick-Me-Up Punch drinks), iced teas and lemonades (such as a Tropical Spiceade and Blackberry Mist Green Tea), slushes and frappes (including a Chai Frappe Burst and Popping Pear Slush), and coffee-based products (highlighted by the S’Mores Cold Brew and Turmeric Spiced Latte). While beverages are the focal point, there are also a variety of breakfast and snack food options, including a Spicy Queso and Creamy Avocado Tomatillo breakfast sandwiches, McPops (filled doughnuts), Savory Hash Brown Bites, and Pretzel Bites. In addition to the experimental fare, the menu also features a host of traditional breakfast sandwiches and beverage offerings.
Given the early buzz, we decided to check out the concept for ourselves this week. It was immediately apparent how much interest CosMc’s was drawing, as the drive-thru lane spanned roughly 80 vehicles upon arrival (which required use of a separate parking lot at the Maple Park Place shopping center, which also features Burlington, Ross Dress for Less, Dollar Tree, Aldi, and Best Buy stores).

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While its unique menu has rightfully generated a significant amount of attention, it’s also clear that McDonald’s is also using CosMc’s as a test for other potential drive-thru only locations in the future. Customers order from dynamic menu boards and cashless payment devices are used to expedite the payment process. Visitors wait at the menu board until their order is ready, and then pickup windows are assigned when the order is ready.
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Admittedly, it’s tough to make definitive conclusions about CosMc’s with the location being open for only a few weeks. Placer’s data suggests that CosMc’s saw more than double the number of visits that a typical McDonald’s saw chainwide during December 2023 (despite being open only since Dec. 7) and more than triple the number of visits per square foot (given CosMc’s smaller, roughly 2,500 square feet footprint). However, it’s also worth noting that CosMc’s visitation numbers would likely have been much higher if the location had additional capacity to satisfy the overwhelming demand.
Still, Placer offers some other ways to evaluate CosMc’s early trends. Based on 2019 Census Block Group data, CosMc’s trade area size (using a 70% of visit threshold) was just over 155 square miles during December 2023 (below). This is roughly 2.5 times the size of the trade area for the average McDonald’s location during December 2023 (62 miles) and significantly larger than the average trade area for most coffee brands (25-35 miles for more urban focused brands to 50-60 miles for more suburban/secondary market brands). In fact, the closest recent comparison we could find for CosMc’s was Raising Cane’s Post Malone and Dallas Cowboys restaurant collaboration, which had an impressive 264-mile trade area during its initial month of opening (though also helped by cross-traffic from Dallas Cowboys home game visitors from across the state of Texas). In some ways, there were also similarities between CosMc's and the Hello Kitty Cafe Trucks, which the Placer.ai Blog team wrote about last September.
Given that McDonald’s also appears to be targeting a younger demographic with CosMc’s, we thought we’d also look at the age breakdown for the potential market trade area (the population living within the trade area for the CosMc’s store). McDonald’s collective potential market trade area largely mirrors U.S. trends given its reach (the company has previously stated that 85% of the population in its top five markets–the U.S., France, the U.K., Germany and Canada–are within three miles of a McDonald’s location), it’s interesting that the potential market trade area for CosMc’s does skew to a younger audience, particularly the 22–29-year-old cohort.
By the end of 2024, McDonald’s plans to open an additional 10 CosMc’s test units, including locations in the Dallas-Fort Worth and San Antonio markets (notably some of the fastest growing markets in the U.S.). Does CosMc’s have the potential to be something more than a 10-unit test over a longer horizon? McDonald's has attempted to differentiate its coffee business in the past with its McCafe menu and standalone McCafe locations in international markets, but competition with Starbucks and others made it difficult for the company to distinguish McCafe as a standalone retail brand in the U.S. CosMc's is interesting from this perspective, as it may allow the company to build a brand more naturally and stand out with a younger audience (which appears to be working). It’s unlikely that future CosMc’s will look or operate like the pilot location in Bolingbrook. Nevertheless, the excitement around new products, an expansive trade area, and potential to connect with younger audience make it a worthwhile test (especially with 2024 shaping up to be a strong year for unit growth within the coffee category).

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?
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.
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.
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.
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.
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.
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.
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?
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.
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.
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.
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.

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.
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?
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.
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.
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.
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.
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.
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.
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.
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.

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 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).
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 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.
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.
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.
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.
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.
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.
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.
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.
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).
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.
