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Americans have a love affair with stuff, and one of the hallmarks of this is the enduring strength of self-storage units. Public Storage takes the lead in overall visits, with Extra Space Storage not far behind. Looking at the Public Storage visits data, we see a clear spike in visits near the end of the month. This is due be due to housing transitions that also tend to occur with this pattern, as people prepare to move out at month’s end or conversely to pick up items for move-in at the beginning of a month.

Compared to last year, visits are generally up across most of these chains (which is partly the result of the industry consolidation trend we examined last year). The highest variance is seen with Prime Storage, a company largely based on the East Coast, but with a presence in the Midwest as well. StorageMart bought Manhattan Mini Storage in 2021 and has over 250 locations now.


In just a few months, we will be coming on the 5-year anniversary of COVID-19. During that time, we hunkered down, bought tons of athleisure, and stared at our forlorn office clothing sitting unworn in our closets. Fast forward a few years to present day and much like bootcut jeans are back in style, the pendulum is starting to veer back towards a more tailored style. This time around, the suits may not be as constricting, but there is certainly more structure to fall’s fashion than the cozy comfy sweatpants and leggings that the whole world came to embrace upon working from home. Among locations that are not multi-story or in enclosed malls, we see that Ann Taylor increased traffic to its locations in March, June, and August compared to last year, and that Polo Ralph Lauren has also seen increases in the past few months. This particular grouping of brands all has at least 30 or more locations each tracked by Placer and tend to be ubiquitous at many malls or as standalone boutiques. A recent visit to Banana Republic indicated a merchandising assortment that appeared to be more than 50% office wear in the women’s section, with blazers and tailored pants, silky shirts, and dresses ready to be accessorized with heels and some statement jewelry.

However, we are seeing even larger increases in year-over-year traffic at some of the more specialized/high-end brands, particularly in women’s contemporary that offer sharp-looking items that look just as polished at the boardroom or the PTA meeting, like the blazers at Veronica Beard or the “Effortless Pant” from Aritzia that is a smash hit on social media. The majority of this next grouping of brands got their start at department stores or specialty retailers, but with increased success, many are launching their own brick-and-mortar boutiques. Clearly, having a holy grail item that is on the fashion editors’ favorites list gives a boost to store traffic. One of the trends we are seeing is the continuation of the love for comfort everyone adopted during Covid mixed with a slightly more structured but still understated minimalist but luxe aesthetic, like COS. Theory, a wardrobe staple with its neutral color palette and streamlined silhouettes, has been generating positive year-over-year traffic during the back-to-school and fall season. Vince, also featuring rather understated and neutral basics, also saw its traffic lift for the fall season. Eileen Fisher is another interesting brand. Once regarded as clothing adapted to your mom’s generation, Gen Z is also starting to embrace it for its softness and sustainability, and it is one of the more popular brands to buy secondhand. In April of this year, Guess and WHP Global completed the acquisition of rag & bone, which has long been hailed for their on-trend jeans and boots. Time will tell what direction they will take the brand, or if they will stick with its tried-and-true New York roots.

Another brand to keep an eye on that we’re already familiar with from prestige department stores like Nordstrom, Bloomingdale’s, and Saks Fifth Avenue is L’Agence. This brand goes seamlessly from day to night with classics like tweed blazers, satiny tank tops, and perfectly-fitting jeans. They’ve now expanded to more stand-alone stores, including Southern California shopping meccas like Malibu and Beverly Hills. While the Malibu one just opened in late fall 2023, its traffic has been growing steadily upwards, even overtaking that of the Beverly Hills outpost of late.

One interesting thing to note is that the Malibu location attracts a higher proportion of its audience during the morning hours, whereas the Beverly Hills location gets the evening crowd. This information would be useful for staffing purposes or for knowing when to hold events.


In a dining segment that has faced more than its fair share of headwinds, The Cheesecake Factory and BJ's Restaurant & Brewhouse have emerged as bright spots. We took a closer look at how the two chains have performed over the past year, and dove into some of the factors driving their success.
The full-service dining segment has seen turbulence since the pandemic, with many consumers embracing lower-cost meal options and redirecting their discretionary dollars. But the Cheesecake Factory – marked as a chain to watch this year – is one FSR that’s been particularly adept at weathering the storm. During the third quarter of 2024, visits to the chain were up 2.0% YoY, even as the wider FSR segment experienced a minor visit decline. And by continuing to offer a consistent, high-quality dining experience – while investing in staff retention to keep customer satisfaction higher than ever – the brand appears poised to continue growing its customer base.
BJ’s Restaurant & Brewhouse is another FSR chain that has been outperforming the wider segment. Like its cheesecake counterpart, BJ’s offers an especially varied menu – including its famous Pizookie dessert and a massive selection of craft beers. And after seeing a minor 1.7% YoY visit decline in Q2 2024, the chain finished out Q3 with an impressive 4.2% YoY uptick.
What’s driving the resilience of these two chains while others in the category struggle? We explored two factors driving this foot traffic success.

One factor that may be helping The Cheesecake Factory and BJ’s Restaurant drive traffic is their ability to harness the power of annual dining milestones. Special calendar days can be powerful drivers of foot traffic at restaurants, offering chains a prime opportunity to grow visits – and sales.
But the two chains experience these milestones somewhat differently. For BJ’s Restaurant, the weeks of Mother’s Day (week of May 6th) and Father’s Day (week of June 10th) drew the most traffic during the last twelve months, with visits during these holidays rising 18.2% and 14.1%, respectively, compared to an October ‘23 - September ‘24 weekly visit average.
But for The Cheesecake Factory, it was the period right after Christmas that drew the biggest crowds. During the week of December 25th, 2023, visits were up 24.5% compared to the chain’s weekly average – likely driven in part by customers eager to redeem holiday gift cards. (Last year, the chain offered a special holiday gift card promotion, which went into effect in late November). Other calendar days, like Mother’s Day, Valentine’s Day, and National Cheesecake Day (week of July 29th), also provided the restaurant with substantial visit boosts.

Another factor that may be contributing to both brands’ better-than-average performance is their appeal among higher-income consumers. Using the Experian: Mosaic dataset to analyze The Cheesecake Factory and BJ’s trade areas reveals that both chains see higher shares of wealthy families in their captured markets than in their potential markets. (A chain’s potential market is obtained by weighting each Census Block Group (CBG) in its trade area according to population size, thus reflecting the overall makeup of the chain’s trade area. A business’ captured market, on the other hand, is obtained by weighting each CBG according to its share of visits to the chain in question – and thus represents the profile of its actual visitor base.)
Between January and September 2024, the shares of “Flourishing Families” in the Cheesecake Factory and BJ’s captured markets stood at 9.5% and 10.9%, respectively – outpacing their potential market shares. Similarly, the “Booming with Confidence” segment – wealthy, established couples living in suburban areas – was overrepresented in both restaurants’ captured markets.
These metrics highlight the two chains' success in attracting high-income family segments – groups who may be more resilient to the impacts of rising prices. For this consumer group, these restaurants strike a balance between quality and cost-effectiveness, making them a compelling choice for dining out in an uncertain economic landscape.

The Cheesecake Factory and BJ’s have found ways to thrive in a challenging dining environment, keeping foot traffic up and tapping into a receptive customer base.
With the holiday season around the corner, can these two chains maintain their foot traffic growth? Will The Cheesecake Factory see another major holiday season visit spike?
Visit Placer.ai to keep up to date with the latest data-driven dining news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

2024 has been a tough year for quick-service restaurants (QSRs), with rising costs, inflation, and changing consumer preferences putting pressure on the industry. And as if these challenges weren’t enough, incursions into the convenient meal space by c-stores, fast-casual restaurants, and even grocery chains have forced QSRs to contend with increased competition.
But visit data shows that despite these headwinds, fast food leaders like McDonald’s and Wendy’s are holding their ground. During the first three quarters of 2024, both McDonald’s and Wendy’s experienced visit levels generally on par with those seen last year, with minimal year-over-year (YoY) variation. Despite a minor dip for McDonald's in Q2, when visits dropped by 2.2% compared to 2023, the overall difference in visit levels for both chains was less than 1% across the remaining quarters.
This stability highlights the ability of both brands to retain a steady flow of traffic despite competitive pressures and economic challenges.

One strategy QSRs have successfully deployed to entice hungry customers has been the introduction of discounted limited-time offers (LTOs). And following summer LTOs that garnered plenty of excitement, McDonald’s and Wendy’s are back in the limited-time game. On October 8th, 2024, Wendy's launched its Krabby Patty Kollab, celebrating the 25th anniversary of SpongeBob SquarePants with two limited-time items. Meanwhile, McDonald’s introduced the Chicken Big Mac on October 10th, expanding its menu with an item that had already gained global recognition.
While both launches positively impacted visitation, Wendy's limited-time menu had a more pronounced effect. Wendy’s saw a dramatic surge in visits in the wake of the Kollab, with an increase of 26.4% on the Tuesday of the Krabby Patty launch, compared to a year-to-date (YTD) Tuesday average. The following Wednesday and Thursday also saw increases of 20.7% and 23.9%, respectively, compared to the YTD daily average for those days of the week.
And though the response to McDonald’s menu addition was somewhat more restrained, the limited-time chicken offering also generated a visit increase: On the Thursday of the launch, McDonald’s saw visits jump by 7.9% compared to the chain’s YTD Thursday visit average – showing the power of limited-time items to generate excitement and urgency among consumers.

In addition to new menu items, McDonald’s has placed a strong emphasis on its breakfast offerings – a strategic focus that has grown more pronounced throughout 2024. By expanding its breakfast menu, offering healthier alternatives, and promoting limited-time deals, McDonald’s has successfully driven morning traffic. The introduction of CosMc's, a new McCafé spinoff, further boosts the company’s breakfast and coffee offerings, appealing to a broader audience seeking affordable beverages and quick meals.
And McDonald’s breakfast strategy appears to be paying off. In 2024, 24.8% of McDonald’s daily visits occurred between 5:00 AM and 11:00 AM – compared to just 8.5% for Wendy’s. Wendy’s, for its part, had a stronger foothold in the lunchtime segment, with the 11:00 AM - 2:00 PM time slot accounting for 27.5% of visits, compared to 21.2% for McDonald’s.

Both McDonald’s and Wendy’s have displayed resilience in maintaining steady customer visits, with menu innovations and breakfast strategies playing a significant role in shaping their traffic patterns in 2024.
How will the two quick-service giants sign off this year?
Follow our blog at Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Sprouts Farmers Market, the Phoenix, Arizona-based natural foods chain with some 419 locations across 23 states – up from 391 in July 2023 – is firmly in expansion mode. The chain reported a strong Q2 2024, including a 6.7% increase in comparable store sales.
But how did Sprouts perform in Q3? We dove into the data to find out.
Given its rapidly-growing footprint, Sprouts’ strong year-over-year (YoY) foot traffic growth – 8.1% in Q3 2024, far above the industry average of 1.6% – may seem unremarkable. After all, a bigger fleet means more locations to contribute to the chain’s overall visit count. But for Sprouts, expansion is just part of the story. Throughout Q3 and most of Q2, the average number of visits to each of Sprouts Farmers Market’s locations also increased YoY, showing that the chain’s growing store count is meeting robust demand. And though the wider grocery space also saw a YoY uptick in visits per location, the increase was significantly lower (1.0% in Q3 for the segment as a whole, compared to 2.6% for Sprouts).

What can Sprouts expect this holiday season? In the past, location analytics have shown that while Turkey Wednesday – the day before Thanksgiving – is a major milestone for traditional grocery stores, specialty grocers like Trader Joe’s see smaller visit peaks on the big day.
But though Sprouts Farmers Market is certainly positioned as a specialty grocer, it is somewhat more akin to a traditional supermarket than key competitors like Trader Joe’s. For one thing, Sprouts boasts a wider array of merchandise than Trader Joe’s – including a huge selection of fresh, organic fruits and vegetables. And while Sprouts has been leaning heavily into its growing portfolio of private-label products, they still account for a minority of the chain’s revenue (In Q2 2024, just about 20% of Sprouts’ revenue came from private-label items – while at Trader Joe’s, some 80% of products sold are own-label.)
Perhaps as a result of these differences, consumers interact with Sprouts in some ways as they would with a traditional supermarket – including during the holidays. On November 22nd, 2023, for example (last year’s Turkey Wednesday), visits to Sprouts were up 61.3% compared to the chain’s daily average for the 12-month period ending September 30th, 2024 – making it Sprouts’ busiest day of the year by far. Though this jump was smaller than the 79.2% visit spike seen by the wider grocery store category, it was significantly larger than the 41.8% boost experienced by Trader Joe’s – which draws more traffic on the day before Mother’s Day. (December 23rd was the second-busiest day of the year for all three.)

Additionally, like traditional grocery stores, Sprouts Farmers Market attracts more parental households, and fewer singles, than Trader Joe’s – another reason, perhaps, why it’s so busy on Turkey Wednesday.
Over the past twelve months, the share of families with children in Sprouts’ captured market stood at 27.8% – higher than Trader Joe’s 25.4% and in line with the industry-wide average of 27.4%. On the flip side, the share of one-person households in Sprouts’ captured market was 26.2%, lower than Trader Joe’s 29.5%, and once again more closely aligned with the somewhat-higher 27.7% observed for the grocery category as a whole. As a family-friendly chain that caters to parents on the hunt for healthy food items, Sprouts will likely be a key destination this year for households seeking to load up on ingredients for the holidays.
*Captured market analysis weights each census block group (CBG) feeding visits to the chain according to its share in the chain’s overall foot traffic – thus reflecting the profile of the chain’s actual visitor base.

Sprouts Farmers Market is a specialty grocer– but one that is often treated like a traditional supermarket. With stellar YoY visit and visit-per-location performance under its belt, Sprouts appears poised to be a stand-out beneficiary of both Turkey Wednesday and the day before Christmas Eve (December 23rd) this year. What else lies in store for Sprouts this year?
Follow Placer.ai’s data driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Fast-casual dining chain CAVA has had a great few years. The restaurant chain, which serves up health and flavor-forward Mediterranean fare, has increased its footprint massively over the past few years, and shows no signs of slowing down.
We took a closer look at the location intelligence data to understand what is driving success for the fast-casual dining chain.
CAVA, which has been opening restaurants at a rapid clip, is firmly in expansion mode. The restaurant chain featured 341 restaurants at the end of Q2 2024 – up from roughly 300 at the end of 2023 – and has set its sights on operating 1,000 locations by 2032.
Partly as a result of its growing footprint, CAVA’s foot traffic – already elevated in 2023 – has continued to surge throughout 2024. The chain achieved double-digit year-over-year (YoY) visit growth during every month of the year so far, with September visits up 24.9% YoY. By comparison, the broader fast-casual dining sector – which is also thriving – saw more modest YoY visit growth over the same period, as well as some minor YoY declines in January and September.

Still, though much of CAVA’s YoY foot traffic growth may be attributed to its rapid expansion – after all, more restaurants mean more opportunities for diners to try a lemon chicken or harissa avocado bowl – CAVA’s individual locations are also drawing more traffic. In all but one month of 2024 – January, when inclement weather led to a retail slowdown nationwide – the average number of visits to each CAVA restaurant also rose significantly. And in August and September 2024, visits per location grew by 15.0% and 9.9% YoY, respectively.
These trends suggest that CAVA’s expansion strategy is leaning into robust demand – and has succeeded in generating excitement and visit growth in both new and existing markets.

One factor that may be helping CAVA drive traffic is the growing diversity of its customer base. Analyzing changes in CAVA’s captured market over time with demographics from STI: PopStats shows that the median household income (HHI) of the brand’s visitor base has dropped over the past few years. (A chain’s captured market is obtained by weighting each census block group (CBG) in its trade area according to its share of visits to the chain in question – and thus represents the profile of the business’ actual visitor base.) In Q3 2021, the median HHI of CAVA’s captured market was $107.5k – much higher than the nationwide median of $76.1K. But as the chain has expanded, the median HHI of its visitor base has steadily declined, reaching $92.3K by Q3 2024.
Similarly, using the Spatial.ai: PersonaLive dataset to look at the psychographic makeup of CAVA’s trade areas reveals that the share of “Ultra-Wealthy Families” in the chain’s captured market has also declined – from 22.9% 2021 to 17.1% in 2024. At the same time, the share of “Young Urban Singles” grew from 5.4% to 7.3%.
This shift suggests that as CAVA expands, it is welcoming a broader and more diverse customer base – positioning it for continued growth as it opens new locations.

CAVA continues to exceed expectations, opening stores at a rapid clip while maintaining visit numbers and appealing to an ever-growing range of customers.
What might the final quarter of the year hold in store for the fast-casual chain?
Visit Placer.ai to keep up to date with the latest data-driven dining insights.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Everybody loves coffee. And with some 75% of American adults indulging in a cup of joe at least once a week, it’s no wonder the industry is constantly on an upswing.
In early 2024, year-over-year (YoY) visits to coffee chains increased nationwide – with every state in the continental U.S. experiencing year-over-year (YoY) coffee visit growth.
The most substantial foot traffic boosts were seen in smaller markets like Oklahoma (19.4%), Wyoming (19.3%), and Arkansas (16.9%), where expansions may have a more substantial impact on statewide industry growth. But the nation’s largest coffee markets, including Texas (10.9%), California (4.2%), Florida (4.2%), and New York (3.5%), also experienced significant YoY upticks.
The nation’s coffee visit growth is being fueled, in large part, by chain expansions: Major coffee players are leaning into growing demand by steadily increasing their footprints. And a look at per-location foot traffic trends shows that by and large, they are doing so without significantly diluting visitation to existing stores.
On an industry-wide level, visits to coffee chains increased 5.1% YoY during the first five months of 2024. And over the same period, the average number of visits to each individual coffee location declined just slightly by 0.6% – meaning that individual stores drew just about the same amount of foot traffic as they did in 2023.
Drilling down into chain-level data shows some variation between brands. Dutch Bros., BIGGBY COFFEE and Dunkin’ all saw significant chain-wide visit boosts, accompanied by minor increases in their average number of visits per location.
Starbucks, for its part, which reported a YoY decline in U.S. sales for Q2 2024, maintained a small lag in visits per location. But given the coffee leader’s massive footprint – some 16,600 stores nationwide – its ability to expand while avoiding more significant dilution of individual store performance shows that Starbucks’ growth is meeting robust demand.
What is driving the coffee industry’s remarkable category-wide growth? And who are the customers behind it? This white paper dives into the data to explore key factors driving foot traffic to leading coffee chains in early 2024. The report explores the demographic and psychographic characteristics of visitors to major players in the coffee space and examines strategies brands can use to make the most of the opportunity presented by a thriving industry.
One factor shaping the surge in coffee visit growth is the slow-but-sure return-to-office (RTO). Hybrid work may be the post-COVID new normal – but RTO mandates and WFH fatigue have led to steady increases in office foot traffic over the past year. And in some major hubs – including New York and Miami – office visits are back to more than 80.0% of what they were pre-pandemic.
A look at shifting Starbucks visitation patterns shows that customer journeys and behavior increasingly reflect those of office-goers. In April and May 2022, for example, 18.6% of Starbucks visitors proceeded to their workplace immediately following their coffee stop – but by 2024, this share shot up to 21.0%.
Over the same period, the percentage of early morning (7:00 to 10:00 AM) Starbucks visits lasting less than 10 minutes also increased significantly – from 64.3% in 2022 to 68.7% in 2024. More customers are picking up their coffee on the go – many of them on the way to work – rather than settling down to enjoy it on-site.
Dunkin’ is another chain that is benefiting from consumers on the go. Examining the coffee giant’s performance across major regional markets – those where the chain maintains a significant presence – reveals a strong correlation between the share of Dunkin’ visits in each state lasting less than five minutes and the chain’s local YoY trajectory.
In Wisconsin, for example, 50.9% of visits to Dunkin’ between January and May 2024 lasted less than five minutes. And Wisconsin also saw the most impressive YoY visit growth (5.9%). Illinois, Ohio, Maine, and Connecticut followed similar patterns, with high shares of very short visits and strong YoY showings.
On the other end of the spectrum lay Tennessee, Alabama, and Florida, where very short visits accounted for a low share of the chain’s statewide total – under 40.% – and where visits declined YoY.
Dunkin’s success with very short visits may be driven in part by its popular app, which makes it easy for harried customers to place their order online and save time in-store. And this is good news indeed for the coffee leader – since customers using the app also tend to generate bigger tickets.
Dutch Bros.’ meteoric rise has been fueled, in part, by its appeal to younger audiences. Recently ranked as Gen Z’s favorite quick-service restaurant, the rapidly-expanding coffee chain sets itself apart with a strong brand identity built on cultivating a positive, friendly customer experience.
And Dutch Bros.’ people-centered approach is resonating especially well with singles – including young adults living alone – who may particularly appreciate the chain’s community atmosphere.
Analyzing the relative performance of Dutch Bros.’ locations across metro areas – focusing on regions where the chain has a strong local presence – shows that it performs best in areas with plenty of singles. Indeed, the share of one-person households in Dutch Bros.’ local captured markets is very strongly correlated with the coffee brand’s CBSA-level YoY per-location visit performance. Areas with higher concentrations of one-person households saw significantly more YoY visit growth in the first part of 2024. (A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice).
The share of one-person households in Dutch Bros.’ Tucson, AZ captured market, for example, stands at 33.4% – well above the nationwide baseline of 27.5%. And between January and May 2024, Tucson-area Dutch Bros. saw a 6.0% increase in the average number of visits per location. Tulsa, OK, Medford, OR, and Oklahoma City, OK – which also feature high shares of one-person households (over 30.0%) – similarly saw per-location visit increases ranging from 3.6% - 7.0%. On the flip side, Fresno, CA, Las Vegas-Henderson-Paradise, NV, and San Antonio-New Braunfels, TX, which feature lower-than-average shares of single-person households, saw YoY per-location visit declines ranging from 1.5%-9.5%.
As Dutch Bros. forges ahead with its planned expansions, it may benefit from doubling down on this trends and focusing its development efforts on markets with higher-than-average shares of one-person households – such as university towns or urban areas with lots of young professionals.
Michigan-based BIGGBY COFFEE is another java winner in expansion mode. With a growth strategy focused on emerging markets with less brand saturation, BIGGBY has been setting its sights on small towns and rural areas throughout the Midwest and South. Though the chain does have locations in bigger cities like Detroit and Cincinnati, some of its most significant markets are in smaller population centers.
And a look at the captured markets of BIGGBY’s 20 top-performing locations in early 2024 shows that they are significantly over-indexed for suburban consumers – both compared to BIGGBY as a whole and compared to nationwide baselines. (Top-performing locations are defined as those that experienced the greatest YoY visit growth between January and May 2024).
“Suburban Boomers”, for example – a Spatial.ai: PersonaLive segment encompassing middle-class empty-nesters living in suburbs – comprised 10.6% of BIGGBY’s top captured markets in early 2024, compared to just 6.6% for BIGGBY’s overall. (The nationwide baseline for Suburban Boomers is even lower – 4.4%.) And Upper Diverse Suburban Families – a segment made up of upper-middle-class suburbanites – accounted for 9.6% of the captured markets of BIGGBY’s 20 top locations, compared to just 7.2% for BIGGBY’s as a whole, and 8.3% nationwide.
Coffee has long been one of America’s favorite beverages. And java chains that offer consumers an enjoyable, affordable way to splurge are expanding both their footprints and their audiences. By leaning into shifting work routines and catering to customers’ varying habits and preferences, major coffee players like Starbucks, Dunkin’, Dutch Bros., and BIGGBY COFFEE are continuing to thrive.
Note: This report is based on an analysis of visitation patterns for regional and nationwide grocery chains and does not include single-location stores.
Grocery stores, superstores, and dollar stores all carry food products – and American consumers buy groceries at all three. But even in today’s crowded food retail environment, traditional grocery chains have a special role to play. With their primary focus on stocking a wide variety of fresh foods, these chains serve a critical function in offering consumers access to healthy options.
But visualizing the footprints of major grocery chains across the continental U.S. – alongside those of discount & dollar stores – shows that the geographical distribution of grocery chains remains uneven.
In some areas, including parts of the Northeast, Midwest, South Atlantic, and Pacific regions, grocery chains are plentiful. But in others – some with population centers large enough to feature a robust dollar store presence – they remain in short supply.
And though many superstore locations also provide a full array of grocery offerings, they, too, are often sparsely represented in areas with low concentrations of grocery chains.
For grocery chain operators seeking to expand, these underserved grocery markets can present a significant opportunity. And for civic stakeholders looking to broaden access to healthy food across communities, these areas highlight a policy challenge. For both groups, identifying underserved markets with significant untapped demand can be a critical first step in deciding where to focus grocery development initiatives.
This white paper dives into the location analytics to examine grocery store availability across the United States – and harnesses these insights to explore potential demand in some underserved markets. The report focuses on locations belonging to regional or nationwide grocery chains, rather than single-location stores.
Last year, grocery chains accounted for 43.4% of nationwide visits to food retailers – including grocery chains, superstores, and discount & dollar stores. But drilling down into the data for different areas of the country reveals striking regional variation – offering a glimpse into the variability of grocery store access throughout the U.S. In some states, grocery stores attract the majority of visit share to food retailers, while in others, dollar stores or superstores dominate the scene.
The ten states where residents were most likely to visit grocery chains in early 2024 – Oregon, Vermont, Washington, Massachusetts, California, Maryland, New Hampshire, Connecticut, New Jersey, and Rhode Island – were all on the East or West Coasts. In these states, as well as in Nevada and New York, grocery chain visits accounted for 50.0% or more of food retail visits between January and April 2024.
Meanwhile, residents of many West North Central and South Central states were much less likely to do their food shopping at grocery chains. In North Dakota, for example, grocery chain visits accounted for just 11.7% of visits to food retailers over the analyzed period. And in Mississippi, Oklahoma, and Arkansas, too, grocery stores drew less than 20.0% of the overall food retail foot traffic.
But low grocery store visit share does not necessarily indicate a lack of consumer interest or ability to support such stores. And in some of these underserved regions, existing grocery chains are seeing outsize visit growth – indicating growing demand for their offerings.
North Dakota, the state with the smallest share of visits going to grocery chains in early 2024, experienced a 9.1% year-over-year (YoY) increase in grocery visits during the same period – nearly double the nationwide baseline of 5.7%. Other states with low grocery visit share, including Nebraska, Arkansas, Alabama, Mississippi, and New Mexico, also experienced higher-than-average YoY grocery chain visit growth. This suggests significant untapped potential for grocery stores and a market that is hungry for more.
Alabama is one state where grocery chains accounted for a relatively small share of overall food retail foot traffic in early 2024 (just 28.9%) – but where YoY visit growth outperformed the nationwide average. And digging down even further into local grocery store visitation trends provides further evidence that at least in some places, low grocery visit share may be due to inadequate supply, rather than insufficient demand.
In Central Alabama, for example, many residents drive at least 10 miles to reach a local grocery chain. And several parts of the state, both rural and urban, feature clusters of grocery stores that draw customers from relatively far away.
But zooming in on YoY visitation data for local grocery chain locations shows that at least some of these areas likely harbor untapped demand. Take for example the Camden, Butler, Thomasville, and Gilbertown areas (circled in the map above). The Piggly Wiggly location in Butler, AL, drew 40.1% of visits from 10 or more miles away. The same store experienced a 23.3% YoY increase in visits in early 2024 – far above the statewide baseline of 6.6%. Meanwhile, the Super Foods location in Thomasville, AL, which drew 52.8% of visits from at least 10 miles away – experienced YoY visit growth of 12.3%. The Piggly Wiggly locations in Camden, AL and Gilbertown, AL saw similar trends.
At the same time, trade area analysis of the four locations reveals that the grocery stores had little to no trade area overlap during the analyzed period. Each store served specific areas, with minimal cannibalization among customer bases.
These metrics appear to highlight robust demand for grocery stores in the region – grocery visits are growing at a stronger rate than those in the overall state, people are willing to make the drive to these stores, and each one has little to no competition from the others.
While significant opportunity exists across the country, many communities still face considerable challenges in supporting large grocery stores. Though South Carolina has a significant number of grocery chain locations, for example, certain areas within the state have low access to food shopping opportunities. And one local government – Greenville County – is considering offering tax breaks to grocery stores that set up shop in the area, to improve local fresh food accessibility.
Placer.ai migration and visitation data shows that Greenville County is ripe for such initiatives: the county’s population grew by 4.8% over the past four years – with much of that increase a result of positive net migration. And YoY visits to Greenville County Grocery Stores have consistently outperformed state averages: In April 2024, grocery visits in the county grew by 6.1% YoY, while overall visits to grocery stores in South Carolina grew by 4.2%. This growth – both in terms of grocery visits and population – points to rising demand for grocery stores in Greenville County.
Analyzing the Greenville County grocery store trade areas with Spatial.ai’s FollowGraph dataset – which looks at the social media activity of a given audience – offers further insight into local grocery shoppers’ particular demand and preferences.
Consumers in Greenville-area grocery store trade areas, for example, are more likely to be interested in “Mid-Range Grocery Stores” (including brands like Aldi, Kroger, and Lidl) than residents of grocery store trade areas in the state as a whole. This metric provides further evidence of local demand for grocery chains – and offers a glimpse into the kinds of specific grocery offerings likely to succeed in the area.
Grocery stores remain essential services for many consumers, providing a place to pick up fresh produce, meat, and other healthy food options. And many areas in the country are ripe for expansion, with eager customer bases and growing demand. Identifying such areas with location analytics can help both grocery store operators and municipal stakeholders provide their communities and customer bases with an enhanced grocery shopping experience that caters to local preferences.
Following COVID-era highs, domestic migration levels have begun to taper off – with the number of Americans moving within the U.S. hitting an all-time low, according to some sources, in 2023.
To be sure, some popular COVID-era destinations – including Idaho, the Carolinas, and Utah – saw their net domestic migration continue to rise, albeit at a slower pace. But other states which had been relocation hotspots between February 2020 and February 2023, such as Wyoming and Texas, experienced negative net migration between February 2023 and February 2024.
Analyzing CBSA-level migration data reveals differences and similarities between last year’s migration patterns and COVID-era trends.
Between February 2020 and February 2023, seven out of the ten CBSAs posting the largest population increases due to inbound domestic migration were located in Florida. But between February 2023 and February 2024, the top 10 CBSAs with the largest net migrated percent of the population were significantly more diverse. Only four out of the ten CBSAs were located in Florida, and several new metro areas – including Provo-Orem, UT, Kingsport-Bristol, TN-VA, and Boulder, CO – joined the list.
This white paper leverages a variety of location intelligence tools – including Placer.ai’s Migration Report, Niche Neighborhood Grades, and ACS Census Data location intelligence – to analyze two migration hotspots. Specifically, the report focuses on Daytona Beach, FL, which already appeared on the February 2020 to February 2023 list and has continued to see steady growth, and Boulder, CO, which has emerged as a new top destination. The data highlights the potential of CBSAs with unique value propositions to continue to attract newcomers despite ongoing housing headwinds.
The Boulder, CO CBSA has emerged as a domestic migration hotspot: The net influx of population between February 2023 and February 2024 (i.e. the total number of people that moved to Boulder from elsewhere in the U.S., minus those that left) constituted 3.1% of the CBSA’s February 2024 population.
The strong migration is partially due to the University of Colorado, Boulder’s growing popularity. But the metro area has also emerged as a flourishing tech hub, with Google, Apple, and Amazon all setting up shop in town, along with a wealth of smaller start ups.
Most domestic relocators tend to remain within state lines – so unsurprisingly, many of the recent newcomers to Boulder moved from other CBSAs in Colorado. But perhaps due to Boulder’s robust tech ecosystem, many of the new residents also came from Los Angeles, CA (6.6%) and San Francisco, CA (3.4%) – other CBSAs known for their thriving tech scenes.
At the same time, looking at the other CBSAs feeding migration to the area indicates that tech is likely not the only draw attracting people to Boulder: A significant share of relocators came from the CBSAs of Chicago, IL (6.1%), Dallas , TX (4.9%), and New York, NY (3.9%). The move from these relatively urbanized CBSAs to scenic Boulder indicates that some of the domestic migration to the area is likely driven by people looking for better access to nature or a general lifestyle change.
According to the U.S. News & World Report, Boulder ranked in second place in terms of U.S. cities with the best quality of life. Using Niche Neighborhood Grades to compare quality of life attributes in the Boulder CBSA and in the areas of origin dataset highlights some of the draw factors attracting newcomers to Boulder beyond the thriving tech scene.
The Boulder CBSA ranked higher than the metro areas of origin for “Public Schools,” “Health & Fitness,” “Fit for Families,” and “Access to Outdoor Activities.” These migration draw factors are likely helping Boulder attract more senior executives alongside younger tech workers – and can also explain why relocators from more urban metro areas may be choosing to make Boulder their home.
Boulder’s strong inbound migration numbers over the past year – likely driven by its flourishing tech scene and beautiful natural surroundings – reveal the growth potential of certain CBSAs regardless of wider housing market headwinds.
Florida experienced a population boom during the pandemic, and several CBSAs in the state – including the Deltona-Daytona Beach-Ormond Beach, FL CBSA – have continued to welcome domestic relocators in high numbers. The CBSA’s anchor city, Daytona Beach – known for its Bike Week and NASCAR’s Daytona 500 – has also seen positive net migration between February 2023 and February 2024.
Americans planning for retirement or retirees operating on a fixed income are likely particularly interested in optimizing their living expenses. And given Daytona’s relative affordability, it’s no surprise that the median age in the areas of origin feeding migration to Daytona Beach tends to be on the older side.
According to the 2021 Census ACS 5-Year Projection data, the median age in Daytona Beach was 39.0. Meanwhile, the weighted median age in the areas of migration origin was 42.6, indicating that those moving to Daytona Beach may be older than the current residents of the city.
Zooming into the migration data on a zip code level also highlights Daytona Beach’s appeal to older Americans: The zip code welcoming the highest rates of domestic migration was 32124, home to both Jimmy Buffet’s Latitude Margaritaville’s 55+ community and the LPGA International Golf Club, host of the LPGA Tour. The median age in this zip code is also older than in Daytona Beach as a whole, and the weighted age in the zip codes of origin was even higher – suggesting that older Americans and retirees may be driving much of the migration to the area.
Looking at the migration draw factors for Daytona Beach also suggests that the city is particularly appealing to retirees, with the city scoring an A grade for its “Fit for Retirees.” But the city of Daytona Beach is also an attractive destination for anyone looking to elevate their leisure time, with the city scoring higher than Daytona Beach’s cities of migration origin for “Weather,” “Access to Restaurants,” or “Access to Nightlife.”
Like Boulder, Daytona’s scenery – including its famous beaches – is likely attracting newcomers looking to spend more time outdoors and improve their work-life balance. And like Boulder and its tech scene, Daytona Beach also has an extra pull factor – its affordability and fit for older Americans – that is likely helping the area continue to attract new residents, even as domestic migration slows down nationwide.
Although the overall pace of domestic migration has slowed, analyzing location intelligence data reveals several migration hotspots amidst the overall cooldown. Boulder and Daytona Beach each have a set of unique draw factors that seem to attract different populations – and the success of these regions highlights the many paths to migration growth in 2024.
