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With budgets stretched and food inflation lingering, many dining concepts assume that value – specifically, a compelling price-per-food-item ratio – is the key to driving traffic in 2025. And this approach may work: chains like Chili's have shown that an array of deals – such as the 3 For Me and the Triple Dipper Deal – has helped the casual dining brand significantly outpace the wider dining category for more than a year.
But looking at recent QSR traffic trends suggests a more nuanced story. At both McDonald’s and Burger King, the strongest visit lifts in recent months came from experiential promotions and culturally resonant LTOs – not from discounts.
McDonald’s reintroduced its Extra Value Meals on September 8, 2025 – but despite substantial promotional support, the rollout produced only a modest uptick in visits that week. And while traffic improved slightly in the weeks that followed, analyzing recent foot traffic trends highlights that the real inflection points came from experiential activations.
The return of Monopoly, which gave registered app users the chance to win prizes ranging from free food to high-value rewards, sustained elevated visits for weeks through gamification. Boo Buckets sparked a Halloween-season surge driven by nostalgia and collectability and drove a 10.8% increase in weekly visits compared to the January to August weekly visit average. And The Grinch Meal generated the strongest spike of the entire period by tapping into holiday IP and playful packaging. This data highlights that while consumers may appreciate affordability, moments that feel fun, shareable, and culturally relevant may sometimes be more effective at bringing them through the door.
Burger King’s recent performance shows a similar pattern. The rollout of the limited-time Monster Menu generated a stronger visit lift than either Treat Week or Perks Week, both of which focused on giveaways and discounts. The debut of the chain’s nearly $20 Advent Calendar also outperformed Treat Week and Perks Week, underscoring how novelty and excitement may have a greater impact than price-based incentives.
And the strongest surge came with the debut of the SpongeBob Menu, which produced the strongest spike of the entire period and pushed weekly visits well above the January to August average. By pairing a beloved character franchise with themed packaging, kids’ meal tie-ins, and a sense of occasion, Burger King tapped into the same emotional drivers fueling McDonald’s biggest wins.
While price sensitivity will likely continue to influence dining decisions in 2026, recent QSR data underscores an important point: Consumers may be watching their wallets, but price alone doesn’t determine where they choose to eat. Chili’s success shows that a compelling value platform can be a powerful differentiator in full-service dining, where the experience is already baked into the visit. But the same strategy doesn’t automatically translate to the QSR landscape, where affordability is expected and price-based promotions quickly blur together.
Consumers still care about value – but value now spans both price and experience. For full-service restaurants, this means leaning harder into the affordability side of that equation. With ambiance, service, and hospitality already part of the offering, emphasizing everyday value or reliable deal structures may help guests justify dining out more often.
For QSR brands, the calculus is different, and price alone may not be enough to unlock meaningful incremental traffic. Instead, traffic data shows that the strongest results in the QSR space come from experience-driven LTOs, cultural tie-ins, and moments that feel fun, collectible, or social. In other words, fast-food chains may need to focus less on matching grocery-store economics and more on delivering the kind of excitement consumers simply can’t get at home.
As budgets remain tight and expectations continue to evolve, the brands that win won’t be those that chase the lowest price – but those that understand how to deliver the right kind of value for their category: affordability where it matters, and memorable experiences where it counts.
For more data-driven insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Black Friday deals may now be spread throughout the month of November – but for the Citadel Outlet’s most passionate shoppers, nothing beats the rush of standing in line with thousands of other eager customers awaiting the chance to be the first to scoop up deals. This year, the mall opened on Thanksgiving night once again – and the foot-traffic data shows that shoppers responded. While most malls in California and across the country saw visits plunge on the holiday, Citadel Outlets experienced a significant surge in traffic, despite being open for only a limited window.
Citadel Outlet as a whole opened Thanksgiving evening at 8pm, with certain stores opening even earlier at 4pm or 6pm. Black Friday sale hours ran until 11pm on Friday, giving these marathon shoppers 27 hours of continuous shopping. People driving northbound on the 5 freeway post-Thanksgiving dinner would have come across lines of cars visible already waiting to get into the Citadel parking lot to get a start on holiday shopping and burn off that turkey by hitting their step count. Once there, exciting experiences awaited, such as a giant Christmas tree and a gingerbread man scavenger hunt.
A quarter of visits to the Citadel on Thursday/Friday actually took place on the Thursday of Thanksgiving itself.
Value seekers came out in abundance, led by Melting Pot Families, Near-Urban Diverse Families, and City Hopefuls per Spatial.ai’s Personalive.
Angelenos were willing to come from afar, with the Citadel shoppers encompassing a whopping 255.5 mile trade area to score their deals on Black Friday alone. They say shopping is a marathon and it appears that for these dedicated customers, nothing beats the thrill of the chase when it comes to saving money.
Ultimately, Citadel Outlets’ Black Friday performance suggests that immersive experiences, extended hours, and a strong value proposition can still transform holiday shopping into a destination-worthy event.
For more data-driven retail insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
This year’s Candle Day once again drew eager shoppers to Bath & Body Works in search of deeply discounted candles. The in-store portion of the annual sale ran from December 5th through December 7th, 2025, during which traffic increased 266.8% compared to the chain's January to November daily average – a larger boost than that generated by the sale in both 2023 and 2024. This impressive visit surge suggests that shoppers are still willing to invest in affordable, emotionally resonant, or tradition-linked discretionary goods, provided the perceived value is high.
The sale also drove a noticeable spike in morning traffic, with roughly one-fifth of visits occurring before noon during Candle Day – up from the typical 17.1%.
Candle Day's strong showing highlights how brand appeal and strong value can still generate strong consumer interest – even as household budgets remain under pressure.
By pairing compelling pricing with strong brand identity and holiday timing, Bath & Body Works has succeeded in turning a discretionary product into a seasonal ritual that reliably drives engagement. Much like Starbucks’ Pumpkin Spice Latte phenomenon – where limited availability and emotional resonance generate recurring traffic spikes – Candle Day leverages anticipation, tradition, and value to prompt purchases that might otherwise be deprioritized.
For more data-driven insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
As the 2025 holiday season kicks off, Starbucks and Dunkin’ continue to see strong consumer engagement, with both brands outperforming their 2024 traffic levels and capitalizing on early seasonal launches.
Both Starbucks and Dunkin’ outperformed their 2024 traffic levels in Q3 2025. Starbucks visits rose 0.7% year-over-year in Q3, following slight declines in Q1 (-1.0%) and Q2 (-0.2%). Dunkin’ showed a similar trajectory – rebounding from a 1.8% drop in Q1 to a 1.7% increase in both Q2 and Q3.
These gains suggest that both brands have successfully reignited customer visits heading into the critical holiday season, when limited-time drinks and seasonal marketing tend to drive engagement.
The weekly data highlights the impact of seasonal offerings in the coffee space. Starbucks’ Bearista launch – on the same day as the holiday menu rollout – proved to be a major traffic driver, propelling visits up 11.9% year-over-year during the week of its launch. And the strong visit trends continued the following week with a 6.2% YoY increase, helped by an impressive “Red Cup Day” performance and highlighting Starbucks' capacity for generating demand with limited-time offerings.
Meanwhile, Dunkin’s Wicked collab – announced along with its holiday menu rollout – also generated traffic boosts, with visits up 3.5% to 3.6% YoY during the two weeks following the launch.
As competition in the coffee category intensifies, both brands’ early-season success highlights the growing importance of timing and tradition in driving visit growth.
For more data-driven consumer insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
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November 2025 marked the strongest November office attendance since 2019, with average daily visits on working days reaching a five-year high – although regional patterns diverged.
Office visits in November 2025 were 36.3% lower than in November 2019 – marking an improvement over November 2024 but falling slightly behind November 2023.
But monthly totals don’t always reflect true office activity, since the number of working days can vary from year to year. November 2025 began on a Saturday, giving the month five full weekends and the fewest working days of any November from 2019 to 2025. When we shift from looking at total visits to examining average visits per working day compared to November 2019–2024, a different picture emerges: office attendance on working days reached its highest level in five years.
As in recent months, Miami continues to lead the office recovery, pulling ahead of other major markets – including New York City. Many firms relocated to or expanded in Miami in recent years, contributing to the growth of the professional-services sector and boosting demand for office space and in-person work.
Meanwhile, New York City – which had led the nationwide office recovery in July – has been falling increasingly behind Miami. One possible factor is the city’s white collar workforce's reliance on long, transit-heavy commutes: as temperatures drop and weather worsens, many NYC commuters reduce their in-office days, while Miami’s more car-dependent workforce is less affected by seasonal conditions.
Meanwhile, San Francisco is posting some of the strongest year-over-year gains in office visits nationwide. Despite suffering some of the steepest office occupancy declines during the pandemic, the city is now mounting one of the most robust recoveries – perhaps helped by the recent AI boom which has attracted new tech talent to San Francisco.
Other cities with a strong tech scene – including Denver, Chicago, and Boston, have also posted solid YoY gains – although these markets continue to trail the nationwide average when comparing current office visit rates to pre-pandemic.
By contrast, Houston and Washington, D.C. showed YoY declines. Houston's office traffic may be impacted by the slower energy markets, while Washington, D.C. office trends were likely dampened by the government shutdown, which ended on November 12. (Although Placer.ai’s Washington, D.C. office index does not track government buildings, much of the private sector in the city is closely tied to federal agencies, so paused meetings and reduced client activity during the shutdown likely impacted in-office attendance across the board.)
These patterns highlight the growing influence of local dynamics in shaping the future of office work, with Miami’s momentum, San Francisco’s tech revival, and the strength of other innovation hubs revealing how regional conditions drive in-office activity.
For more data-driven insights, visit placer.ai/anchor.
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Dave’s Hot Chicken and Dutch Bros represent two stages of competitive maturity in the dining industry. Dave’s, the rookie powerhouse, is still in its breakout phase – driven by speed, excitement, and growth at any cost. Dutch Bros, on the other hand, is the seasoned veteran entering a more disciplined period of its career, focused on refinement, endurance, and strategic precision.
A snapshot of nationwide foot traffic data clearly shows the difference between the two brands. Between January and October 2025, Dave’s Hot Chicken recorded a remarkable 59.3% increase in total visits, driven by an aggressive pace of new openings. And the average number of visits to each individual store also rose 4.8%, signaling robust and growing demand.
Dutch Bros, meanwhile, experienced a more measured 13.1% growth in total visits, with visits per location holding steady at 0.2%. This stability suggests that while new units continue to perform, many established markets are reaching maturity – a hallmark of a seasoned brand transitioning from rapid expansion to optimization.
The contrast between the two brands becomes even more striking when analyzing major markets. While Dutch Bros’ visit growth reflects slower gains tied to market maturity, Dave’s is posting explosive per-location surges in major DMAs like Chicago (+18.4%), Orlando (+15.5%), and Houston (+15.0%). It’s the classic rookie hot streak – fast, fearless, and full of momentum.
Dutch Bros is now a massive operation with 1,080 locations in 24 states as of September 2025. Though much of the company's early growth was achieved through a franchise system, Dutch Bros stopped selling franchises to operators who didn’t grow up in the company in 2008 – and stopped franchising completely in 2017 to maintain consistency and preserve its distinctive brand and culture.
Today, only about 30% of Dutch Bros locations are franchise-operated. And as illustrated by the map below, while new stores are fueling growth, older markets – particularly in the Pacific Northwest – are reaching maturity. Dutch Bros is no longer just sprinting to open new stores; it’s managing endurance and refining its playbook – optimizing store placement, leveraging data analytics, and deepening engagement through its digital rewards program. This maturity mirrors what Starbucks went through two decades ago: fewer easy wins, but a much higher floor for long-term performance.
Then there’s Dave’s Hot Chicken – fast, fearless, and still in its hyper-growth phase. From a parking-lot pop-up in 2017 to around 300 locations today, Dave’s is scaling at a speed rarely seen in food service.
Like Dutch Bros in its early days, Dave’s still embraces a franchise-first approach. Backed by Roark Capital and celebrity investors including Drake, the brand is leveraging multi-unit operators to plant flags nationwide and abroad. The company aims to open 150 new locations a year and recently signed an 180-unit European deal with Azzurri Group – proof that the rookie’s winning streak is turning into a global phenomenon.
And the map below highlights how Dave’s Hot Chicken is playing offense with no signs of slowing down. The brand’s franchise-first model allows for rapid scaling with lower capital risk, while Roark Capital’s involvement brings big-league operational infrastructure. But like any breakout player, the challenge will be endurance – ensuring franchisees maintain consistency and profitability as the system races toward 1,000+ units.
For operators and investors, the Dutch Bros/Dave’s contrast is a roadmap to growth sequencing. Early-stage brands can learn from Dave’s: Invest in buzz, speed, and market saturation while consumer curiosity is high. Maturing chains, on the other hand, can look to Dutch Bros as proof that disciplined growth, data-led decisions, and cultural integrity are what sustain relevance once expansion slows.
For more data-driven insights, visit placer.ai/anchor
Placer.ai leverages a panel of tens of millions of devices and utilizes machine learning to make estimations for visits to locations across the US. The data is trusted by thousands of industry leaders who leverage Placer.ai for insights into foot traffic, demographic breakdowns, retail sale predictions, migration trends, site selection, and more.
Retail media networks (RMNs) have cemented their roles as the future – and present – of advertising. These networks enable advertisers to promote products and services through a retailer’s online properties and physical stores, when consumers are close to the point-of-purchase and primed to buy.
Today, we take a closer look at two newcomers to the retail media space: Costco Wholesale and Wawa. Both chains have an online presence – but both also excel at in-store experiences, offering unique opportunities for consumer engagement and exposure to new products.
This white paper dives into the data to explore some of the key advantages Costco and Wawa bring to the retail media table – and examine how the retailers’ physical reach can best be leveraged to help advertising partners find new audiences.
Wawa and Costco, the latest additions to the growing number of companies with retail media networks, exhibit significant advertising potential. Both brands boast a wide reach and diverse customer base, and both have access to troves of customer data through membership and loyalty programs.
Foot traffic data confirms the robust offline positioning of the two retailers. In Q1 2024, year-over-year (YoY) visits to Costco and Wawa increased 9.5% and 7.5% respectively – showing that their in-store engagement is on a growth trajectory.
And since consumers tend to spend a lot more time in-store than they do on retailers’ websites, Costco’s and Wawa’s strong brick-and-mortar growth positions them especially well to help advertisers reach new customers. In Q1 2024, the average visits to Costco’s and Wawa’s physical stores lasted 37.4 and 11.4 minutes respectively – compared to just 6.7 and 4.6 minutes for the chains’ websites. These longer in-store dwell times can be harnessed to maximize ad exposure and offer partners more extended opportunities for meaningful interactions with customers. Partners can also analyze the behavior and preferences of the two chains’ growing visitor bases to craft targeted online campaigns.
Costco’s retail media network will tap into the on- and offline shopping habits of its staggering 74.5 million members to inform targeted advertising by partners. And the retailer’s tremendous reach offers a significant opportunity to engage customers in-store.
But while Costco is dominant in some areas of the country, other markets are led by competitors like Sam’s Club and BJ’s Wholesale Club. And advertisers looking to choose between competing RMNs or hone in on the areas where Costco is strongest can analyze Costco's performance and visit share – on a local or national level – to determine where to focus their efforts.
An analysis of the share of visits to wholesalers across the country reveals that Costco is the dominant wholesale membership club in much of the Western United States. But Costco also captures the largest share of wholesale club visits in many other major population centers, including important markets like New York, Chicago, Phoenix, and San Antonio. Costco’s widespread brick-and-mortar dominance offers prospective advertising partners a significant opportunity to connect with regional audiences in a wide array of key markets.
Another one of Costco’s key advantages as a retail media provider lies in its highly loyal and engaged audience. In May 2024, a whopping 41.4% of Costco’s visitors frequented the club at least twice during the month – compared to 36.6% for Sam’s Club and 36.0% for BJ’s Wholesale.
Moreover, Costco led in average visit duration compared to its competitors. In May 2024, customers spent an average of 37.1 minutes at Costco – surpassing even the impressive dwell times at Sam’s Club and BJ’s Wholesale Club.
YoY visits per location to Costco, too, were the highest of the analyzed wholesalers, all three of which saw YoY increases. These metrics further establish the wholesaler’s position as an effective retail media provider.
Even when foot traffic doesn't show a brand’s clear regional dominance, location analytics can reveal other metrics that signal its unique potential. Take the Richmond-Petersburg, VA, designated market area (DMA), for example. In May 2024, BJ’s Wholesale Club led the DMA with 41.2% of wholesale club visits, while Costco was a close second with 37.3% of visits.
But despite BJ’s lead in visit share, Costco's Richmond audience was more affluent. Costco's visitors came from trade areas with a median household income (HHI) of $93.2K/year, compared to $73.1K/year for Sam’s Club and $89.5K/year for BJ’s. Additionally, Costco drew a higher share of weekday visits than its counterparts.
Analyzing shopper habits and preferences across chains on a local level can provide crucial context for strategists working on media campaigns. Advertisers can partner with the brands most likely to attract consumers interested in their offerings, and identify where – and when – to focus their advertising efforts.
Convenience stores, or c-stores, are emerging as destinations in and of themselves – and their rising popularity among a wider-than-ever swath of consumers opens up significant opportunities in the retail advertising space.
Wawa is a relative newcomer to the world of retail media, after other c-stores like 7-Eleven and Casey’s launched their networks in 2022 and 2023. But despite coming a bit late to the party, the potential for Wawa’s Goose Media Network is significant – thanks to a cadre of highly loyal visitors who enjoy the physical shopping experience the c-store chain offers.
In May 2024, Wawa’s share of loyal visitors (defined as those who visited the chain at least twice in a month) was 60.1%. In contrast, other leading c-store chains operating in Wawa’s market area – QuickTrip and 7-Eleven, for example – saw loyalty rates of 56.0% and 47.9%, respectively, for the same period.
Additionally, Wawa visitors browsed the aisles longer than those at other convenience retailers. In May 2024, 39.9% of Wawa visitors stayed in-store for 10 minutes or longer, compared to 29.6% at QuickTrip and 25.7% at 7-Eleven.
Wawa's loyal customer base and longer visit durations make it a strong contender in the retail media space. By harnessing this high level of customer engagement, Wawa can draw in advertisers and develop targeted marketing strategies that resonate with its dedicated shoppers.
Wawa has been on an expansion roll over the past few years, with plans to open at least 280 stores over the next decade in North Carolina, Tennessee, Georgia, Alabama, Ohio, Indiana, and Kentucky. The chain has also been steadily increasing its footprint in Florida – between January 2019 and April 2024, Wawa grew from 167 Sunshine State locations to 280, with more to come.
And analyzing changes in Wawa’s visit share in one of Florida’s biggest markets – the Miami-Ft. Lauderdale DMA – shows how successful the chain’s local expansion has been. Between January 2019 and April 2024, Wawa more than doubled its category-wide visit share in the Miami area (i.e. the portion of total c-store visits in the DMA going to Wawa) – from 19.0% to nearly 40.0%.
A look at changes in Wawa’s Miami-Ft. Lauderdale trade area shows that the chain’s growing visit share has been driven by an expanding market and an increasingly diverse audience.
In April 2019, there were some 55 zip code tabulation areas (ZCTAs) in the Miami-Ft. Lauderdale DMA from which Wawa drew at least 3,000 visits per month. By April 2021, this figure grew to 96 – and by April 2024, it reached 129.
Over the same period, the share of “Family Union” households in Wawa’s local captured market – defined by the Experian: Mosaic dataset as families comprised of middle-income, blue collar workers – nearly doubled, growing from 7.4% in April 2019 to 14.4% in April 2024.
Retail media networks that make it easier to introduce shoppers to products and brands that are closely aligned with their preferences and habits offer a win-win-win for retailers, advertisers, and consumers alike. And Costco and Wawa are extremely well-positioned to make the most of this opportunity.
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.
