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A cool housing market, still-high interest rates, and other economic headwinds have weighed on the home improvement industry this year. But how did category leaders The Home Depot and Lowe’s fare in Q3 2024 – and what lies ahead for them this holiday season?
We dove into the data to find out.
Looking first at the relative positioning of Home Depot and Lowe’s within the wider home improvement sector shows that the two leaders have maintained their dominance, despite the growing popularity of smaller chains like Harbor Freight Tools and Tractor Supply Co.
In Q3 2024, Home Depot accounted for 29.4% of visits to home improvement and furnishing chains nationwide – while Lowe’s accounted for 20.7%. And diving into the data on a statewide level shows that each of the giants holds sway in a different area of the country. Home Depot drew the most visits in much of the Western United States as well as in most of New England. Lowe’s, on the other hand, led parts of the South and Midwest. And in some states, smaller chains like Menards and Ace Hardware dominated the landscape.

Given the challenges faced by the home improvement industry this year, it may come as no surprise that both Home Depot and Lowe’s sustained year-over-year (YoY) visit gaps in Q3 2024 – 3.1% and 4.1%, respectively. But digging deeper into the data suggests that the two chains may still be poised to enjoy a robust holiday season.
Unlike many other categories, visits to home improvement chains tend to peak in spring rather than during the holiday season. Still, Home Depot and Lowe’s do see visit spikes on Q4 retail milestones like Black Friday and Super Saturday. Last year, for example, Home Depot and Lowe’s drew 77.8% and 78.6% more visits, respectively, on Black Friday (Nov. 24th) than on an average day in 2023. Indeed, the big day was Home Depot’s busiest day of 2023 and Lowe’s second-busiest.
And a look at Home Depot and Lowe’s visit performance during Labor Day – another, more recent retail milestone – shows that the two chains continue to excel at attracting visits on key calendar days. On September 4th, 2023 (Labor Day last year), visits to Lowe’s were 23.8% higher than the January to October 2023 daily visit average. And this year, Lowe’s relative Labor Day spike was even more significant – 24.8%. Home Depot, too, saw a slightly more pronounced Labor Day boost this year than last. So even if overall foot traffic to the home improvement leaders remained somewhat below last year’s levels, they may be in for a busy Q4.

The home improvement industry has yet to regain its pandemic-era glory. But analyzing visit trends to category leaders shows that holiday visit spikes may help fuel a successful holiday season this year. How will Lowe’s and Home Depot perform on Black Friday?
Follow Placer.ai’s data-driven retail analyses to find out.

It’s been an eventful week for the QSR Burger category, with much of the focus on this week’s quarterly updates focusing on events that took place after Q3 2024 ended. Let’s start with McDonald’s, where an E.Coli outbreak overshadowed what was largely a positive quarter of visitation gains, where the chain had reversed the visitation declines that it saw during the driven year-over-year visitation increases through its $5 Meal Deal and Collector’s Edition promotion (below).

According to the company, the $5 Meal Deal “continued drawing customers back into our restaurants throughout the quarter, maintaining an average check north of $10 and being profitable for our franchisees.” Importantly, McDonald’s management also called out that the $5 Meal Deal is gaining traction among low-income consumers and that it “successfully [grew] traffic share with this group for the first time in over a year.” Our data indicates this as well. Over the past several months, we’ve looked at McDonald’s cross visitation trends with Aldi as a barometer of its traction with lower-income consumers. The percentage of McDonald’s visitors that also visited an Aldi had been steadily increasing through Q2 2024, but we did see a reversal of this trend in Q3 2024, suggesting that more consumers are finding value at the chain. The company remains committed to having the $5 Meal Deal on its menus until December as it works towards “sustainable guest count-led growth.”

McDonald’s E. Coli outbreak did have a negative impact on visitation trends, but these trends may be short-lived. Our data indicated a 6.5% decline in year-over-year visits nationwide on Wednesday, Oct. 25 (the day after the E. Coli outbreak investigation was announced), 10%-11% declines from Oct. 26-Oct. 28, and 7%-8% declines from Oct 29-30. It’s natural to compare this situation to Chipotle’s E. Coli outbreak in 2015, where visitation trends were severely impacted for many months. However, there are meaningful differences between McDonald’s and Chipotle’s cases. First, McDonald’s was quickly able to identify and communicate the source of the outbreak–slivered onions from a Colorado Springs facility at supplier Taylor Farms, which were immediately removed from the company’s supply chain–while also ruling out its beef patties as a source, which has helped to keep the outbreak relatively contained. Second, in addition to an E. Coli outbreak, Chipotle also faced a norovirus outbreak, calling into question the safety of the chain’s entire supply chain. These differences help to explain why we may already be seeing visitation declines inflect at McDonald’s.

McDonald’s Collector’s Edition was not the only nostalgia-driven promotion driving visits in recent weeks, as Wendy’s Krabby Patty Burger and Pineapple Under the Sea Frosty celebrating SpongeBob's 25th anniversary drove a meaningful lift in visits (below). In fact, this might be the most successful limited-time-offer promotion that we’ve seen across the QSR sector since McDonald’s Adult Happy Meal in October 2022. Importantly, this promotion innovated on existing core menu items without adding complexity. Given the strong visitation lift, we expect more nostalgia-themed promotions in the year ahead.


Affecting everything from merchandise sales to local bars to entire neighborhoods, the economic effect of the Los Angeles Dodgers’ road to the World Series cannot be disputed.
After a comeback from 5-0 to win 7-6 against the New York Yankees, the Dodgers kept everyone on the edge of their seats. With history made by Freddie Freeman’s walk-off grand slam to win Game 1, fans will have moments seared in their memories for decades to come. Dodgers fans are willing to shell out big to celebrate their champions. Fanatics reported that after winning Wednesday night, “the Dodgers set a Fanatics sales record for first-hour sales of a team's merchandise, across any sport, after claiming a championship.” The top five players for merchandise sales were Ohtani, Freeman, Betts, Yamamoto, and Kershaw.
Local bars in various parts of L.A. that featured Dodgers games saw an uptick in year-over-year traffic most weeks, particularly in recent weeks leading up to the National League Championship and the World Series. Spontaneous parades erupted in locations such as Whittier Blvd in East L.A., in Downtown L.A., and near Dodger Stadium in Elysian Park.

We’ve previously written about the Shohei Effect on hotels like the Miyako that features the mural “LA Rising” by Robert Vargas, but now after a World Series championship, the Boys in Blue are set to go even higher into the stratosphere of fandom. We looked at the foot traffic to Dodger Stadium and to Little Tokyo, and no surprise there’s definitely an uptick to the latter on game days, especially on Saturdays. Vargas is currently working on a mural of the late Fernando Valenzuela in Boyle Heights, and Angelenos will likely be flocking in droves to come see “Fernandomania Forever” when it is unveiled.
One interesting finding is that visitation was actually higher during some of the regular season games than for the World Series Games 1 and 2 that took place in LA. One reason may be the sky high prices. Per reseller Ticket IQ, “the average price for a World Series ticket on the secondary market was $3,887, the second most expensive average since it started tracking data in 2010.” For some fans, it was a dream of a lifetime, one that some were willing to “sell a kidney” to attend.


As we enter November, the holiday season is already in full swing across the country. We’re likely to see the consumer’s embrace of seasonal decorations soon, just as we saw in the fall season. The retail industry has already lived through one major promotional event in October, and it’s time to take the temperature on physical retail foot traffic as we head into the busiest part of the season.
One thing that jumped out upon initial review was the foot traffic from department stores, excluding off-price retail. Looking at the four full weeks of October 2024, traffic to full line department stores was flat to last year, compared to the same period last year when traffic was down 8% to 2022 in October (store counts are about even to last year). Visits to luxury department stores show a similar story; traffic in 2023 was down 9% in October and trended down 2% this year. Coming from a sector of retail that has been challenged for years, this slight improvement is worthy of celebration.

Just how important is October’s contribution to holiday shopping visits? For full line department stores, October accounted for 22% of total holiday season visits in both 2022 and 2023; October traffic for luxury department stores was 24% of total holiday traffic in 2022 and 23% in 2023. That means that there’s still almost ¾ of total visitation still left for retailers to capture over the next two months. However, with traffic trending better in 2024 than in 2023 for department stores overall, this year might actually be a proof point for pull forward holiday demand.

Looking at visitation by retailers within the two sectors, Dillard’s, unsurprisingly led the charge for full line department stores in visitation growth. JCPenney also saw a lot of trend improvement compared to last year, as did Macy’s in the back half of the month. The only major retailer that has underperformed 2023 in October was Kohl’s. Through the lens of luxury department stores, Bloomingdale’s and Nordstrom grew traffic in the low to mid-single digits in October, with Neiman Marcus only down slightly to 2023 levels.

Another interesting insight Placer’s data uncovered; department stores are more of a destination for consumers this year. Looking at Macy’s cross-visitation specifically in October, the percent of visitors to Macy’s that traveled home after visiting was almost 50 basis points higher than in 2023. Our data also showed a lower percentage of cross visitation between Macy’s and other department stores this year compared to last October. Department stores may be doing a better job of capturing consumers' attention and better aligning themselves with the needs of their shoppers. This is in contrast of what we're seeing in essential retail categories such as grocery stores and superstores, where consumers are willing to cross shop multiple retailers; this underscores just how different consumer behavior is by category.

What does this signal about the remainder of the “true” holiday season? It’s hard to tell as we stand today, but the trend improvement across department stores this year gives us some optimism about consumers flocking to physical stores this year. But, it’s important to give consumers a reason to visit as many times as possible, especially as retail fatigue sets in from shopping earlier in the season. Value is still going to be the top driver of visitation this year, but unique products, services and experiences are still important to capturing the joy of the season.

If you’ve ever wished you could root for your alma mater from afar, attend a World Series, or blast into space, Cosm may have the solution. This immersive technology company combines state-of-the art stadium experiences with dining and bar service. Think a smaller version of the Sphere, a larger version of an IMAX theater, with the simulation of being at an actual stadium all while enjoying the comforts of a booth with food brought to you.
For fans of large screen immersive experiences, this venue allows you to be enveloped by the aquatic performers of Cirque du Soleil's “O”, feel like you’re on the 50-yard line for the Ohio State versus Penn State football game, or be a pioneering astronaut seeing the earth from space in “Orbital.”
Since it opened at the end of June this year, popular showings have included “Seek,” which takes you on a journey through the cosmos, as well as sports favorites like the New York Jets versus Pittsburgh Steelers game. Game 2 of the World Series had a sell-out crowd as those who chose not to buy tickets for thousands of dollars still had the joy of celebrating in an arena venue with hundreds of other fans, with the feeling of being behind the dugout.

The Los Angeles Times describes Cosm as “part planetarium, part mini-Sphere,” so instead of needing to travel to Griffith Observatory or Las Vegas, one can just jet down the 405 to Inglewood to have a similar experience. So, who’s visiting Cosm? Roughly 3 in 10 (29%) have a hold income (HHI) of $50K-$99.9K. Nearly 1 in 5 (19%) have a HHI of $25K-$49.9K. These two household income segments over index compared to the CA household incomes (shown in gray).

In terms of demographics, per Spatial.ai PersonaLive, Near-Urban Diverse Families, Educated Urbanites, and Melting Pot Families make up the top 3 segments.


Starbucks, the largest coffee chain in the world, and Dutch Bros, one of the fastest growing in the country, are major players in the hot and cold beverage space. With Q3 2024 in the rearview mirror, we took a closer look at the visitation patterns to both chains to see how they are faring – and what might lie ahead for both brands.
Starbucks is one of the most dominant names in coffee across the world, with thousands of stores in the United States alone. Between July 2023 and July 2024, the chain added more than 500 stores to its domestic fleet, bringing its U.S. store count to 16,730. And though Starbucks has faced its share of challenges, these store additions helped keep overall traffic to the coffee leader on par with 2023 levels throughout the summer – though visits dipped somewhat in September as consumers went back to their routines.
But digging deeper into the visit data shows that even as Starbucks saw overall foot traffic growth stall in Q3, the number of short visits to the chain – i.e. those lasting less than 10 minutes – increased. In August and September 2024, the chain drew 8.5% and 4.7% more short visits, respectively, than in the same periods of 2023 – revealing how important these quick stops are for the chain.
In-app ordering, which together with drive-thru orders made up about 70% of sales at the chain as of January 2024, may be contributing to the short visit trend. Still, new CEO Brian Niccol is looking for ways to return the chain to its roots as the third place, and the chain may yet implement shifts to encourage longer visits in the coming months.

Dutch Bros has been one of the most impressive coffee chains to watch over the past few years. The Oregon-based chain has been on an expansion tear – opening more than 150 stores between Q2 2023 and Q2 2024 – and has seen the elevated monthly visits to match. Between June and September 2024, visits to Dutch Bros increased between 13.7% and 16.9%, highlighting the chain’s success at growing its audience.
But like at Starbucks, short visits outperformed longer ones at Dutch Bros – and by a lot. In September 2024, for example, overall visits to the chain grew by 13.7% – but visits lasting less than 10 minutes shot up by 26.6%.
The strength of these short visits, for both Starbucks and Dutch Bros, suggests a shift towards convenience, with both chains utilizing drive-thru services and in-app ordering to accommodate busy consumers.

Digging down deeper into the data shows that for both Starbucks and Dutch Bros, these all-important short visits follow a distinct weekly pattern.
While longer visits (≥10 minutes) to both chains peaked in Q3 2024 on Saturdays, shorter visits were more evenly distributed throughout the week, peaking on Fridays. Overall, 34.1% of long visits to Starbucks, and 37.8% of long visits to Dutch Bros, took place on the weekends in Q3 2024 – compared to 28.1% and and 28.7%, respectively, for shorter visits.
Unsurprisingly, customers may be more likely to grab a quick coffee to go during the work week. And with the return to office still underway, quick visits may be enjoying a boost fueled by commuters in need of a quick cubicle pick-me-up.

As Starbucks works to adapt to shifting consumer preferences, understanding when customers spend more time in-store can help the brand reconnect with its roots as a community hub. And Dutch Bros can continue to enhance the quick-service experience that has fueled its growth. How will the two chains continue to perform in what remains a competitive coffee environment?
Follow Placer.ai for the latest data-driven dining insights.

Sports leagues like the NBA, NFL, and MLB boast billion-dollar revenues – and the venues where these games unfold hold significant commercial potential in their own rights. Many stadiums host concerts and other shows in addition to regularly held sporting matches and can accommodate tens of thousands of spectators at once – creating massive retail, dining, and advertisement opportunities.
This white paper analyzes location intelligence metrics for some of the biggest stadiums across the country to reveal the commercial potential of these venues beyond simple ticketing revenue. Where do visitors of various stadiums like to shop? Do specific sporting and cultural events impact the nearby restaurant scene differently? How can stadium operators, local businesses, and advertisers tailor their offerings to a stadium’s particular audience and make the most of the stadium and the space throughout the year?
We take a closer look below.
The three major sports leagues – the National Basketball League (NBA), Major League Baseball (MLB), and the National Football League (NFL) – play at different points of the year, and the number of games each league holds during the season also varies.
MLB leads in game frequency, with each team playing 162 games during the regular season, which runs approximately from April through September. Basketball season is also around six months – roughly from mid-October to mid-April – but each NBA team plays only 82 games a season. And the NFL has both the shortest season – 18 weeks running from early September to early January (with the pre-season starting in August) – and the fewest number of matches per team. Understanding the monthly visitation patterns for the various types of stadiums can help advertisers, stadium operators, and other stakeholders ensure that they are leveraging the full potential of the venue throughout the year.
Unsurprisingly, the sports arenas serving the different leagues see visit spikes during their leagues’ respective season. But comparing visit numbers throughout the year to the average monthly visit numbers for each category in 2023 reveals that the relative visit increases and decreases during the on- and off-season vary for each type of stadium.
MLB stadiums display the steadiest visit strength during the on-season – perhaps due to MLB’s packed game schedule. MLB tickets also tend to be relatively affordable compared to tickets to pro football or basketball matches, which may also contribute to MLB’s consistently strong visit numbers throughout the season. During the MLB off-season, baseball fields – which tend to be uncovered – are relatively empty.
The seasonal visit spike to NBA arenas is less steady. The beginning and end of the season see strong peaks, and visits slow down slightly during the mid-season months of January and February. Visits then drop during the off-season spring and summer, but the off-season visit dip is not as low as it is for MLB fields – perhaps because the NBA arenas’ indoor nature make them suitable locations for concerts and other non-basketball events.
Meanwhile, NFL stadiums see the least dramatic drop in visits during the NFL off-season, as these venues’ enormous size also make them the ideal location for concerts and other cultural events that draw large crowds. These arenas’ strong almost year-round visitation numbers mean that sponsors and advertisers looking to expand beyond sports fans to reach a diverse audience may have the most success with these venues.
Although MLB offers the most budget-friendly outing, combining STI: Popstats demographic metrics with trade area data reveals that MLB stadium visitors reside in higher-income areas when compared with visitors to NBA or NFL stadiums.
Baseball fans tend to be older than fans of the other sports, which could partially explain MLB stadium visitors’ higher household income (HHI). The combination of lower ticket prices, higher median HHI among fans, and many games per season offers baseball stadiums significant opportunities to engage effectively with their fan bases.
But while NBA and NFL stadium attendees may not come from as high-income areas as do MLB stadium visitors, fans of live basketball and football still reside in trade areas with a higher HHI compared to the nationwide median. So by leveraging stadium space, advertisers and other stakeholders can reach tens of thousands of relatively high-income consumers easily and effectively.
Sports fans are known to be passionate, engaged, and willing to spend money on their team – but stadium visitors also shop for non-sports related goods and services. Retailers and advertisers can draw on location analytics to uncover the consumer preferences of stadium visitors and tailor campaigns, sponsorships, and collaborations accordingly.
Visitation data to the top five most visited MLB stadiums during 2023 showed differences between the apparel and sporting goods shopping preferences of the various stadiums’ attendees. While 39.4% of visitors to Truist Park also visited DICK’s in 2023, only 30.8% of Yankee Stadium visitors stopped by the sporting goods retailer in the same period. Similarly, while 29.9% of visitors to Yankee Stadium frequented Kohl’s, that percentage jumped to 47.3% for Busch Stadium visitors.
Harnessing location intelligence to see the consumer preferences of a stadium’s visitor base can help retailers, stadium operators, and even team managers choose partnerships and merchandising agreements that will yield the most effective results.
Sports and snacks go hand in hand – what would a baseball game be without a hot dog or peanuts? But while every stadium likely provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. And by leveraging location analytics to gain visibility into stadium-goers dining habits, stadium operators and local food businesses can understand how to best serve each arena’s audience.
Mapping where stadium visitors dine before and after games can help stakeholders in the stadium industry reach more fans.
The chart below shows the share of visitors coming to a stadium from a dining venue (on the x-axis) or going to a dining venue after visiting the stadium (on the y-axis). The data reveals a correlation between pre-stadium dining and post-stadium dining – stadiums where many guests visit dining venues before the stadium also tend to have a large share of guests going to dining venues after the event. For example, the AT&T Stadium in Arlington, Texas, saw large shares of visitors grabbing a bite to eat on their journey to or from the stadium, while the M&T Bank Stadium in Baltimore, Maryland saw low rates of pre- and post stadium dining engagement.
These trends present opportunities for both local businesses and stadium stakeholders. For example, venues with high dining engagement can explore partnerships with local restaurants, while those with lower rates can build out their in-house dining options for hungry sports fans.
Stadiums looking to enhance their food offerings – or local entrepreneurs thinking of opening a restaurant near a stadium – can also get inspired by stadium visitors’ dining preferences. For example, psychographic data taken from the Spatial.ai: FollowGraph dataset reveals that visitors to MetLife Stadium in East Rutherford, New Jersey have a much stronger preference for Asian cuisine compared to New Jersey residents overall. With that knowledge, the stadium can enhance the visitor experience by expanding its Asian food offerings.
On the other hand, MetLife Stadium goers seem much less partial to Brewery fare than average New Jerseyans, so the stadium operators and restaurateurs may want to avoid offering too many Brewery-themed dining options. Stadium stakeholders can reserve the craft beers for Caesars Stadium, M&T Bank Stadium, and Soldier Field Stadiums, where visitors seem to enjoy artisanal brews more than the average resident in Louisiana, Maryland, and Illinois, respectively.
All of the stadiums analyzed exhibited unique visitor dining tastes, a reminder that no customer or fan base is alike. Aligning on- or off-site dining options with offerings that align with a given customer base’s preferences can improve overall visitor satisfaction and boost revenues.
Zooming in to look at consumer behavior around individual events reveals further variability in dining preferences even among visitors to the same stadium, with different types of events driving distinct dining behaviors.
State Farm Stadium in Glendale, Arizona, is home to the Arizona Cardinals. The stadium hosted the 2023 Super Bowl, but the NFL stadium also acts as a concert venue for acts ranging from Taylor Swift to Metallica. And location intelligence reveals that the dining preferences of stadium visitors vary based on the events held at the venue.
During the Super Bowl, sports bars such as Yard House and Buffalo Wild Wings saw the largest increase in visits compared to the chains’ daily average. A month later, attendees at Taylor Swift's concert gave fried-chicken leader Raising Cane’s a significant boost.
Local restaurants can leverage location analytics to see what types of events are popular with their visitor base and craft collaborations and advertising campaigns that resonate effectively with their patrons.
Sports stadiums and arenas are not just spaces for sports and music enthusiasts to gather; they also offer significant commercial opportunities for the surrounding communities. Stadium operators and local businesses can fine-tune their offerings by utilizing location analytics to better connect with their visitor bases and uncover new retail opportunities.

The dining industry showcased its agility over the past couple of years as it rapidly adapted to shifts in consumer preference brought on by COVID and rising prices. And with a new year around the corner, the pace of change shows no signs of slowing down.
This white paper harnesses location analytics, including visitation patterns, demographic data, and psychographic insights, to explore the trends that will shape the dining space in 2024. Which dining segments are likely to pull ahead of the pack? How are chains responding to changes in visitor behavior? And where are brands driving dining foot traffic by taking advantage of a new advertising possibility? Read on to find out how dining leaders can tap into emerging trends to stay ahead of the competition in 2024.
Comparing quarterly visits in 2023 and 2022 highlights the impact of the ongoing economic headwinds on the dining industry. The year started off strong, with year-over-year (YoY) dining visits up overall in Q1 2023 – perhaps aided by the comparison to an Omicron-impacted muted Q1 2022. And while overall dining growth stalled in Q2 2023, several segments – including QSR, Fast Casual, and Coffee – continued posting YoY visit increases, likely bolstered by consumers trading down from pricier full-service concepts.
Foot traffic slowed significantly in Q3 2023 as inflation and tighter consumer budgets constrained discretionary spending. Overall dining visits fell 2.4% YoY, and full-service restaurants – with their relatively high price point compared to other dining segments – seemed to be particularly impacted by the wider economic outlook. But the data also revealed some bright spots: Fast Casual still succeeded in maintaining positive YoY visit numbers and Coffee saw its Q3 visit grow an impressive 5.4% YoY. As the return to office continues, a pre-work coffee run or lunchtime foray to a fast-casual chain may continue propelling the two segments forward.
Restaurant visitation patterns have evolved over the past few years. Although an 8 PM seating was once the most coveted slot at fine-dining restaurants, recent visitation data suggests that sitting down to dinner earlier is rising in popularity.
But among the QSR segment, the opposite trend is emerging, with late-night visits rising. Analyzing hourly foot traffic to several major QSR chains reveals that the share of visits between 9 PM and 12 AM increased significantly between Q3 2019 and Q3 2023. Even Taco Bell – already known for its popularity among the late-night crowd – saw a substantial increase in late-night visits YoY – from 15.4% to 20.3%.
Who is driving the late night visit surge? One reason restaurants have been expanding their opening hours is to capture more Gen-Z diners, who tend to seek out nighttime dining options. But location intelligence reveals that younger millennials are also taking advantage of the later QSR closing times.
An analysis of the captured market for trade areas of top locations within one of Taco Bell’s major markets – the Chicago-Naperville-Elgin, IL-IN-WI Metropolitan area – reveals a year-over-four-year (Yo4Y) increase in “Singles & Starters.” The “Singles & Starters” segment is defined by Experian: Mosaic as young singles and starter families living in cities who are typically between 25 and 30 years old. As consumers continue to prioritize experiential entertainment and going out with friends, late-night dining may continue to see increased interest from young city-dwellers.
Millennials and Gen-Z consumers aren’t only heading to their favorite fast food joint for a late-night bite – these audience segments are also helping drive visits on the weekends. Smoothie King is one chain feeling the benefits of young, health-conscious consumers.
The chain, which opened in New Orleans, LA, in 1973 as a health food store, has since grown to over 1,100 locations nationwide and is currently expanding, focusing on the Dallas-Fort Worth CBSA. The area’s Smoothie King venues have seen strong visitation patterns, particularly on the weekends – weekend visits were up 3.4% YoY in Q3 2023. The smoothie brand’s trade areas in the greater Dallas region is also seeing a YoY increase in weekend visits from “Young Professionals” – defined by the Spatial.ai PersonaLive dataset as “well-educated young professionals starting their careers in white-collar or technical jobs.”
While some dining chains are appealing to the late-night or weekend crowd, others are driving visits by appealing to sports lovers. How have recent rule changes around student athletes changed the restaurant game, and how can college football teams drive business in their hometowns?
College sports have long been a major moneymaker, with top-tier teams raking in billions of dollars annually. And as of 2021, college athletes can enjoy a piece of the significant fan following of college sports thanks to the change in the NCAA’s Name, Image, and Likeness (NIL) rules, which now allows student athletes to sign endorsement deals.
Since then, multiple restaurants have jumped on the opportunity to partner with student athletes, some of whom have millions of followers on Instagram and TikTok. Chains like Chipotle, Sweetgreen, Slim Chickens, and Hooters have all signed college athletes to various brand deals.
How can brands ensure they partner with athletes their customers will want to engage with? Analyzing a chain’s audience by looking at the interests of residents in a given chain’s trade area can reveal which type of athlete will be the most attractive to each brand’s customer base. For example, data from Spatial.ai: Followgraph provides insight into the social media activity of consumers in a given trade area and can highlight desirable partnerships.
Examining the trade areas of Chipotle, Sweetgreen, Slim Chickens, and Hooters, for instance, reveals that Sweetgreen’s visitors tended to have the largest share of Women’s Soccer followers. Conversely, Sweetgreen’s trade area had lower-than-average shares of College Football Fans or College Basketball Fans, while residents of the trade areas of the other three chains showed greater-than-average interest in these sports. Leveraging location intelligence can help companies choose brand deals that their customers resonate with and find the ideal athletes to represent the chain.
Finding the right college athlete partnership is one way for dining brands to appeal to college sports enthusiasts. But dining chains and venues located near major college stadiums also benefit from the popularity of their local team by enjoying a major game day visit boost.
One of the country’s most popular college football teams, the Ohio State Buckeyes, can draw millions of TV viewers, and its stadium has a capacity of 102,780 – one of the largest stadiums in the country. And while tailgating is a popular activity for Buckeyes fans, nearby restaurants are some of the biggest beneficiaries of the college football craze. Panera experienced a 235.3% increase on game days as compared to a typical day, Domino’s Pizza visits grew by 283.3%, and Tommy’s Pizza, a local pie shop, saw its visits jump by a whopping 600.9%.
This influx in diners also causes a major shift in game day visitor demographics, as revealed by changes in visitors at dining venues located near stadiums of two of the nation’s best college football teams – the Ohio State Buckeyes and Ole Miss Rebels. Based on Spatial.ai: Personalive data for the captured market of these dining venues, game day visitors tended to come from “Ultra Wealthy Families” when compared to visitors during a typical non-game day in September or October.
The analysis indicates that popular sporting events create a unique opportunity for restaurants near college stadiums to attract high-income customers game day after game day, year after year.
While some spend game day tailgating or visiting a college restaurant, others hold a viewing party – with a six-foot submarine. And the sub’s popularity extends beyond Superbowl Sundays. Sandwich chains including Jersey Mike’s, Firehouse Subs, Jimmy John’s, and Subway (recently purchased by the same company that owns Jimmy John’s) have seen sustained YoY increases in visits and visits per venue in the first three quarters of 2023.
Some of the growth to these chains may be related to their affordability, a draw at all times but especially during a period marked by consumer uncertainty and rising food costs. And subway leaders seem to be seizing the moment and striking while the iron is hot – Jersey Mike’s opened 350 stores in 2023 and still saw its YoY visits per venue grow by 6.6%. And Subway reported ten consecutive quarters of positive sales, a promising sign for its new owner.
The love for a healthy, affordable sandwich extends across all income levels, with all four chains seeing a range in their visitors' median household income (HHI). Out of the four chains analyzed, Jersey Mike’s – which has long prioritized a suburban, middle-income customer – had the highest trade area median household income of the four chains at $77.3K/year. Subway, known for its affordability, had the lowest, with $62.9K/year. The variance in median HHI combined with the strong foot traffic growth shows that when it comes to sandwiches, there’s something for everyone.
Persistent inflation and declining consumer sentiment may pose serious challenges for the dining space, but emerging trends are helping boost some restaurants. Customers seeking out a late-night bite drive visits to QSR chains, and health-conscious diners are boosting foot traffic to smoothie bars and sandwich shops. Meanwhile, sports sponsorships and game-day restaurant visits can provide a boost to dining businesses that take advantage of these opportunities.

“Retail media networks have turned retailers into ad moguls. That’s a huge change and nobody yet understands all the implications of it.”
Constantine von Hoffman, MARTECH
Companies operating consumer-facing brick-and-mortar venues traditionally relied on selling goods and services as their primary revenue stream. But recently, leading retailers such as Walmart and Target have begun to leverage their immense store fleet into a powerful advertising platform.
Online retailers have been tapping into the advertising power of their digital sites for years by relying on various automated tools to show third-party advertisements to relevant consumer segments. But now, retailers with a strong offline presence can also leverage physical marketing impressions and focus their campaigns while reaching consumers at the point of purchase. Retailers have long recognized the intent that drives a store visit, and understanding the full value of leveraging that visit to its full extent is an important new frontier.
Major retailers are continuing to see their physical visits outnumber their online ones.
And in spite of the gloomy predictions regarding the future of brick and mortar retail, major retailers are continuing to see their physical visits outnumber their online ones. Monthly numbers of visitors to Walmart and Target significantly outpace the brands’ online reach, according to web data from Similarweb. So although, up until recently, these brands have focused their media placements on their digital channels, it is becoming increasingly clear that these chains’ physical stores hold powerful – and currently untapped – advertising potential.
Online visitor data source: similarweb.com
And with the recent rise in digital advertising costs, retail media networks are becoming more attractive for companies looking to make the most of their ad budget. Retail media networks can also help brands reach rural communities, elderly Americans, and other consumer segments that are currently underserved by digital advertisers.
This white paper explores several retailers on the cutting edge of the retail media network revolution. Keep reading to find out how advertisers can use retail media networks to promote to hard-to-reach consumers, segment their ad spending, and optimize their campaigns.
Residents of rural areas use the internet less frequently, and have lower levels of technology ownership than their urban and suburban counterparts. As a result, companies that stick to digital advertising may have a harder time reaching rural consumers. Brick and mortar retailers popular in smaller markets can fill in the gaps and help brands promote their products and services to this hard-to-reach audience.
Brick and mortar retailers popular in smaller markets can help brands advertise to hard-to-reach audiences.
Dollar General saw significant success over the pandemic, with the current economic climate continuing to benefit the brand. Between January and August 2022, nationwide visits to Dollar General venues were 35.6% higher than they were between January and August 2019, while the number of visitors increased 25.4% in the same period.Visit numbers aggregate the visits to the chain’s various locations in a given period, while visitor numbers track the number of people who enter the brand’s stores.
The company has also been operating a media network since 2018. The Dollar General Media Network (DGMN) enables advertisers to reach Dollar General consumers across the company’s channels to build awareness both digitally and in physical spaces. Advertisers with DGMN can display in-store bollard, blade, and wipe stand signs, security pedestals, basket bottomers, and shelfAdz to deliver in-store messaging from parking lot to purchase. Recently, Dollar General announced that its ad platform was now working with 21 new advertising partners, including Unilever, General Mills, Hershey’s, and Colgate-Palmolive.
Embracing the Power of the Small Market
Advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Dollar General has been serving rural residents for years, with the majority of the company’s stores located in communities with fewer than 20,00 residents. And while the brand is growing nationwide, Dollar General’s strength is particularly evident in small markets – which means that advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Comparing year-over-three-year (Yo3Y) visit change to Dollar General stores in metropolitan and micropolitan core based statistical areas (CBSAs) highlights the company’s success in smaller markets. According to the United States Office of Management and Budget, metropolitan and micropolitan CBSAs have over and under 50,000 residents, respectively. Since January 2022, monthly Yo3Y visit growth to Dollar General venues in select Texas micropolitans has consistently outpaced foot traffic to nearby metropolitan areas. While the Sherman-Denison metro area saw August 2022 foot traffic hit a solid 24.5% increase over August 2019, the Gainesville, Texas micro area – around 35 miles east of Sherman – saw its foot traffic increase 54.5% in the same period.
Dollar General’s presence across a significant number of smaller markets means that advertising partners can use the growing DGMN to increase awareness and drive purchase consideration among these harder-to-reach consumers.
In the digital space, three tech giants – Alphabet (previously Google), Meta (previously Facebook), and Amazon – enjoy over 60% of the digital ad revenue in the United States. This means that companies are competing for impressions on a small number of platforms – and smaller brands geared at specific consumer segments may need to spend significant advertising budgets to outbid the larger players. Retail media networks create additional advertising platforms, and enable advertisers to diversify their ad spend, increase their (physical) impressions, focus on more specialized channels to better reach their audience, and potentially reach customers at their highest point of intent.
Retail media networks create additional advertising platforms and potentially reach customers at their highest point of intent.
Albertsons launched its retail media network, Albertsons Media Collective, in November 2021 with the goal of delivering “digitally native, shopper-centric and engaging branded content to the company’s ever-growing network of shoppers.” Currently, the grocer’s media network is primarily digital, but Albertsons’ head of retail media products Evan Hovorka recognizes the importance of leveraging in-store assets to deliver a unique advertising experience. The company is testing out smart carts that link with “Albertsons for U” loyalty program to display ads to shoppers – and Albertsons is likely to find more ways to reach in-store consumers as it continues to develop its retail media network.
The chain is also one of the most popular grocers nationwide. With the exception of March and April 2022, when inflation and high gas prices temporarily halted growth, the brand’s monthly visits and visitor numbers have consistently exceeded pre-pandemic levels. Monthly visits for Albertsons in August 2022 were up 5.7% and monthly visitors were up 5.4% on a Yo3Y basis. This means that advertisers with Albertsons can increase their reach and grow their physical ad impressions just by displaying their ads in Albertsons locations and tapping into the chain’s growing visitor base.
Looking beyond Albertsons' nationwide average foot traffic trends reveals some important regional differences. Between January and July 2022, visits to the brands increased 4.6% in Wyoming on a Yo3Y basis, while foot traffic to the brand’s locations in Oregon jumped 18.5% compared to January through July 2019. This means that a brand looking to reach consumers in Oregon can contract with Albertsons’ media network to show its ads to a fast-growing pool of visitors.
A larger visitor count translates to an increase in unique ad impressions, while more visits from fewer visitors can drive repeated exposures.
Diving deeper into the data reveals an additional layer of insight. Some states with only moderate visit growth are seeing a surge in visitor numbers, while other states are seeing a drop in visitor numbers but a rise in visits. A larger visitor count translates to an increase in unique ad impressions and more people exposed to the ads, while more visits from fewer visitors translates to more overall impressions that can drive repeated exposure among a smaller group of visitors. So advertisers can use segmented foot traffic data to decide where to focus their marketing depending on the goal of the campaign.
For example, Wyoming's moderate increase in visits hides a significant spike in visitors, which means that advertisers to Albertsons venues in Wyoming can get their impressions before a large number of different potential consumers. Meanwhile, Oregon's 18.5% increase in visits is the result of just a 9.4% increase in visitors – so Albertsons is cultivating an increasingly loyal following in the Beaver State, and the grocer’s advertising partners can expect that the same visitors will be exposed to their brand repeatedly.
So companies that want to increase unique ad impressions and build awareness can advertise to Albertsons customers in Wyoming, where their ads will be seen by a large number of new people. But in Oregon, companies may want to promote a campaign that focuses on moving Albertsons visitors through their funnel.
In order to accurately assess the ad distribution patterns in each location, brands operating retail media networks need to understand both visits and visitors trends in each region and for the chain as a whole.
Advertisers with retail media networks can use foot traffic data to refine their geographic audience by identifying the consumer preferences of a given brick-and-mortar brand on a store or city level.
In August 2020, CVS Pharmacy launched its media network, the CVS Media Exchange (cMx). The company estimates that 76% of U.S. consumers live within five miles of at least one store, and the cMx allows partners to tap into the chain’s reach by giving advertisers access to CVS’ online and offline channels, including in-store ads.
Although CVS has been closing locations recently, the brand is still one of the strongest players in the brick-and-mortar retail space. Its 2022 visit numbers have consistently exceeded pre-pandemic levels nationwide, and data from CVS locations in leading cities shows that its Yo3Y visits per venue and visitor numbers are even higher.
CVS’s nationally distributed fleet means that the brand’s locations in different regions attract distinct consumer bases.
CVS carries a varied product mix of daily essentials in addition to its healthcare offerings, so the brand attracts a wide range of consumer segments. And the chain’s nationally distributed store fleet means that CVS has locations in different regions that attract distinct consumer bases who do not all have the same lifestyle preferences. By using foot traffic data to understand the regional consumer preferences of CVS consumers beyond the store, advertising partners can refine their market and make the most of the cMx.
Different regions have different fitness cultures. Chains catering to health-conscious consumers can use retail media networks and foot traffic data to focus their efforts on areas where inhabitants exhibit a high demand for regular workouts.
Analyzing cross-visit data from CVS locations across five major urban centers in the U.S. shows that the percentage of those who also visited gyms or fitness studios varied significantly across each DMA. In the New York area, 62.7% of those who visited CVS in Q2 2022 also visited a fitness venue during that period, in contrast with only 38.0% of CVS visitors around Dallas-Ft. Worth, TX in the same period. This information can help advertising partners in the health and wellness space decide where to place their campaigns.
Looking at cross-visit data on a city-wide level can provide a sense of the consumer culture in each area, but advertisers that dive into foot traffic data for individual stores can refine their messaging even further.
On average, 43.8% of CVS visitors in the Chicago DMA also visited a gym in Q2 2022. But drilling down to the top CVS locations in the city reveals that the rate of cross-visits varies significantly from location to location. Both the E 53rd Street and W 103rd Street locations have a relatively high share of visitors who visit fitness locations – 52.5% and 49.2%, respectively. Meanwhile fitness cross-visits were at just 36.6% for the South Stony Island Avenue location. Advertisers promoting health and wellness related products and services may want to focus on the 103rd St. and 53rd St. CVS locations.
Diving into a customer’s behavior and preferences outside the store can help retail media network operators and advertising partners find the areas and locations best suited for each type of ad.
Cross-visit data is one way to identify consumer preferences beyond the physical store. Advertisers can also analyze digital preferences of offline visitors to focus their marketing on the most appropriate locations.
Advertisers can also analyze digital preferences of offline visitors to focus on the most appropriate locations.
Over the past couple of years, Macy’s has been finding ways to reinvent itself and optimize its store fleet – and foot traffic data indicates that the retailer's efforts are paying off. In the first half of 2022, Macy’s exceeded its H1 2021 overall visit and average visits per venue numbers and posted a positive year-over-year (YoY) visitor count. In Q2 2022, despite the wider economic challenges, Macy’s visitors, visits, and average visits per venue saw YoY increases of 3.4%, 4.0% and 9.9% increases.
Like CVS, Macy’s launched its media network in August 2020, and by February 2021 the Macy’s Media Network was already generating $35 million annually. In addition to advertising on the company’s digital channels, Macy’s also offers partners the use of in-store screen displays, package inserts, and the brand’s iconic billboard in New York City’s Herald Square.
Advertisers can optimize their advertising by analyzing the differences in consumer profiles between a chain’s various stores.
Advertisers that understand the differences in consumer profiles between a chain’s various stores can optimize their advertising efforts. While looking at variations in cross-visit trends is one way to identify interested brick-and-mortar consumers, diving into visitor’s digital behavior and online preferences can also provide valuable insights.
Tools such as Spatial.ai’s GeoWeb, which tracks online engagement with various trends and topics by neighborhood, can reveal how offline consumers behave online. An index score of 100 indicates that consumers in an area have an average interest in a given topic, while scores over (or under) 100 indicate that consumers are more (or less) interested in the topic when compared to the national average interest.
We used Spatial.ai’s GeoWeb tool to analyze the online behavior of consumers in the True Trade Areas (TTA) of five Macy’s locations in the Philadelphia, PA DMA – and found that residents of the different TTAs stores showed differing indexes. For example, the Macy’s in the King of Prussia Mall location showed a high index of 161 in “Men’s Business Clothes Shoppers,” while the Cottman Ave. location had an only slightly above average index of 102. This means that advertisers of men’s business apparel may see more results by focussing their advertising on visitors to the King of Prussia location.
Advertisers that use retail media networks do a lot more than just reach in-store shoppers. Stores exist in the physical world, so advertisers can also reach passers-by through physical venues’ windows, blade signs – or in the case of Macy’s, through its Herald Square Billboard. Here too, foot traffic data can reveal the consumer preferences of people walking by the sign.
We looked at the online behavior in the TTA around the traffic pin on the corner where the billboard is located (Broadway/6th Ave and 34th Street in New York) to understand which advertisers might benefit most from a billboard at that location. While the “Men’s Business Clothes Shoppers” category was over-indexed compared to the national average, as would be expected in midtown Manhattan, “Women’s Fashion Brand Shoppers” had an even higher index. “Gen Z Apparel Shoppers” were over-represented, but “Leather Good Shoppers” and ”Athleisure Shoppers” were under-represented. So a brand that carries both elegant wear and athleisure may want to display its less casual clothing lines on the billboard.
Understanding how consumers behave both on and offline can help retail media networks and advertising partners promote their campaigns most effectively.
To transform their physical store fleet into a media network, brands and companies need to analyze the reach of each venue. The same chain operating in multiple regions may be reaching different types of consumers in each area, or even in various neighborhoods of the same city. These distinct audiences may have contrasting products, brands, and shopping preferences.
Retailers that leverage their brick and mortar presence can transform the advertisement space as it exists today.
Retailers can also partner with advertising partners who wish to promote goods and services not carried by the retailer. For this to succeed, the retailer will need to analyze how consumers behave outside of its stores. Understanding what characterizes the overall behavior of consumers in each locations’ trade area will allow the retailer to reach a larger audience and truly compete with the digital giants. And by leveraging their brick and mortar presence, brick and mortar retail can transform the advertisement space as it exists today.
