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It’s that time of year again. On August 22nd, Starbucks launched its much-vaunted autumn menu, including the iconic Pumpkin Spice Latte (PSL). We dove into the data to see what happened on the big day – and how Starbucks visitation patterns were impacted by the much-anticipated release.
Last year, Starbucks broke with tradition to move its PSL launch from Tuesday to Thursday. And perhaps due to Thursday’s proximity to the weekend (especially in the age of the TGIF work week), the step has proven advantageous – generating a sustained visit spike lasting through the weekend.
On Thursday, August 22nd, 2024, foot traffic to Starbucks surged 24.1% higher than the coffee giant’s daily average for the previous eight Thursdays. And the PSL effect worked its magic throughout the weekend, with visits to Starbucks on the following Friday, Saturday, and Sunday significantly elevated compared to recent daily averages for those days of the week.
Since its debut in 2003, Starbucks’ PSL has become part of the cultural landscape. Each year, the beverage’s release generates a social media frenzy. And between 2021 and 2023, the number of people visiting Starbucks on Pumpkin Spice Latte launch day increased steadily.
Last year, the PSL visit spike reached new heights, with foot traffic 27.1% higher than on August 27th, 2019 – the last pre-pandemic PSL launch. And despite Starbucks’ recent challenges, visits on PSL day held steady this year, maintaining last year’s impressive gains.
Comparing visits on August 22nd, 2024 to recent Thursday visit averages across the continental U.S. highlights the broad appeal enjoyed by Starbucks’ fall menu. Every analyzed state enjoyed a visit bump – though the extent of the boost varied considerably between regions.
Many southern states – including Alabama, Louisiana, and Mississippi, saw only slight foot traffic bumps, perhaps due in part to the region’s warmer weather, which may render the early autumn launch less compelling. (Mississippi in particular, it seems, really couldn’t care less about Pumpkin Spice.) But in other areas, led by North Dakota (45.5%), Kansas (42.6%), Utah (42.2%), Iowa (41.3%), and Pennsylvania (39.5%), visits skyrocketed.
Starbucks’ successful PSL launch shows that even as consumers count their pennies, people are finding room in their budgets for sweet, cozy indulgences that don’t break the bank. What does the winning release portend for the upcoming winter season?
Follow Placer.ai’s data-driven dining and retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Back-to-school shopping is a major driver of retail visits and sales – and this year, spending on the upcoming school year was set to be the second-highest on record. So with the frenzy winding down, we took a look at how several key retail categories and chains performed during this important season.
Overall, retail rallied throughout July and August, with weekly visits to major back-to-school categories – including superstores, department stores, and other apparel retailers – mainly outperforming last year’s visit levels. Though department stores and apparel chains saw very slight YoY declines in late July, all the analyzed categories enjoyed YoY boosts beginning the week of August 5th. And since the back-to-school season is traditionally a high-traffic period, the ability of these categories to sustain YoY growth is particularly impressive.
Digging deeper into individual brands reveals substantial visit boosts at superstores Target and Walmart and warehouse membership club Costco.
Target, already enjoying positive momentum from summer sales events, drove visits even higher with steep discounts on essential back-to-school items. In addition to attracting parents on the hunt for kids’ school supplies, Target has emerged as a favorite destination for college students seeking to load up on dorm decor and other collegian necessities. And between the weeks of July 9th, 2024 and August 19th, 2024, the retailer saw weekly visits jump a remarkable 9.7% to 20.8% compared to a year-to-date (YTD) weekly average. Walmart and Costco, too, saw significant visit boosts in July August, as they drew crowds with discount and bulk offerings.
The strong performance of these retailers during the back-to-school season bodes well as they head into the critical holiday shopping period. With momentum on their side, Target, Walmart, and Costco are poised to capitalize on their competitive pricing and value offerings, potentially driving another period of robust growth.
Back-to-school often means outfitting kids and teens with new clothing, and off-price retailers – including Burlington, Marshalls, Ross, and T.J. Maxx – are reaping the benefits. With a reputation for low prices and everything from apparel to backpacks, these chains are popular choices for the back-to-school crowd. And this year, weekly visits to these retailers got a significant boost, with August 19th foot traffic up 11.0% at Burlington, 13.9% at Marshalls, 6.0% at Ross, and 15.8% at T.J. Maxx, compared to a YTD weekly average.
Superstores, department stores, and apparel retailers aren’t the only ones to benefit from the back-to-school craze – office supply stores, predictably, also experience major boosts. While weekly visits to Office Depot, OfficeMax (both owned by The ODP Corporation), and Staples had lagged behind the chains’ year-to-date (YTD) weekly visit averages during April and May, they began to recover in early July. By August, visits were surging, with the week of August 19th showing increases of 24.4% for Office Depot, 32.7% for OfficeMax, and 39.2% for Staples.
Getting a pair of new shoes for school is another time-honored tradition – and DICK’s Sporting Goods has heeded the call with massive markdowns. The chain drew back-to-school shoe and apparel shoppers with a major 50%-off sale, and visits jumped significantly – peaking during the week of August 12th at 40.5% above a January 1st, 2024 baseline.
Hibbett, meanwhile, supercharged its back-to-school campaign with discounts and free children’s haircuts, offered between July 28th and August 25th at different locations. And the events boosted foot traffic dramatically, with the week of July 29th seeing a whopping 76.1% visit increase compared to a January 1st, 2024 baseline. Though visits to both sporting goods chains began to taper off as August wore on, they remained elevated – serving as a reminder of the power of back-to-school shopping and sales.
Back-to-school season remains one of the most important shopping periods of the year, with significant consumer demand drawing visit growth across major retail categories.
Can these retailers continue drawing on this momentum into the holiday season?
Visit Placer.ai to keep up with the latest data-driven retail news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

In July & August 2024, Placer.ai released multiple white papers: Los Angeles Office Trends in 2024, Q2 2024 – Retail & Restaurant Review, Domestic Tourism Trends in NYC and LA, 2024 Hotel Visit Trends, Emerging Trends for CRE in 2024, and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge.
Below is a taste of our findings from two white papers: 2024 Hotel Visit Trends and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge. The two white papers take a look at the visitation data to explore how leading hotel chains are driving visits in 2024, as well as exploring how Walmart, Costco, and Target are maintaining their success.
The pandemic and economic headwinds that marked the past few years presented the multi-billion dollar hotel industry with significant challenges. But five years later, the industry is rallying – and some hotel segments are showing significant growth.
Overall, visits to hotels were 4.3% lower in Q2 2024 than in Q2 2019 (pre-pandemic). But this metric only tells part of the story. A deeper dive into the data shows that each hotel tier has been on a more nuanced recovery trajectory.
Economy chains – those offering the most basic accommodations at the lowest prices – saw visits down 24.6% in Q2 2024 compared to pre-pandemic – likely due in part to hotel closures that have plagued the tier in recent years. Though these chains were initially less impacted by the pandemic, they were dealt a significant blow by inflation – and have seen visits decline over the past three years. As hotels that cater to the most price-sensitive guests, these chains are particularly vulnerable to rising costs, and the first to suffer when consumer confidence takes a hit.
Luxury Hotels, on the other hand, have seen accelerated visit growth over the past year – and have succeeded in closing their pre-pandemic visit gap. Upscale chains, too, saw Q2 2024 visits on par with Q2 2019 levels. As tiers that serve wealthier guests with more disposable income, Luxury and Upscale Hotels are continuing to thrive in the face of headwinds.
But it is the Upper Midscale level – a tier that includes brands like Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton – that has experienced the most robust visit growth compared to pre-pandemic. In Q2 2024, Upper Midscale Hotels drew 3.5% more visits than in Q2 2019. And during last year’s peak season (Q3 2023), Upper Midscale hotels saw the biggest visit boost of any analyzed tier.
Analyzing the captured markets* of Upper Midscale chains Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton with demographics from STI: Popstats (2023) shows variance in the relative affluence of their visitor bases.
Fairfield by Marriott drew visitors from areas with a median household income (HHI) of $84.0K in H1 2024, well above the nationwide average of $76.1K. Hampton by Hilton and Trademark Collection by Wyndham, for their parts, drew guests from areas with respective HHIs of $79.6K and $78.5K – just above the nationwide average. Meanwhile, Holiday Inn Express by IHG Hotels & Resorts drew visitors from areas below the nationwide average.
But all four brands saw increases in the median HHIs of their captured markets over the past five years. This provides a further indication that it is wealthier consumers – those who have had to cut back less in the face of inflation – who are driving hotel recovery in 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.)
Walmart, Target, and Costco are three of the country’s most popular retailers, drawing millions of shoppers each day. Each has distinct strengths that cater to their unique customer bases, helping them thrive in a competitive market.
Costco’s wholesale club model led the way in H1 2024, with consistent year-over-year (YoY) visit growth ranging from 6.1% in January 2024 to 13.3% in June. Walmart followed closely, with YoY foot traffic growth during all but two months. Target had a slower start, with visits below 2023 levels from January to April, and a 3.7% decline in YoY comparable sales. However, visits rebounded in May (2.5%), June (8.9%), and July (4.7%). This renewed growth bodes well for Target, especially as the back-to-school season ramps up.
For all three chains, Q2 2024’s visit success was likely bolstered by summer deals and intensifying price wars aimed at attracting inflation-weary consumers back to the store.
While inflation is cooling, prices remain high, and discount and dollar stores are increasingly challenging Walmart, Target, and Costco. Many customers, especially those of more modest means, are drawn to the rock-bottom prices at dollar stores.
Analysis of cross-shopping patterns shows that a growing share of Walmart, Target, and Costco visitors also frequent Dollar Tree regularly. In Q2 2019, between 9.8% and 13.7% of visitors to these retailers visited Dollar Tree at least three times, but by Q2 2024, that share rose to 16.7%-21.6%.
Dollar Tree is capitalizing on this interest. Over the past year, it added 350 Dollar Tree locations while closing nearly 400 Family Dollar stores. The chain also acquired leases for 170 99 Cents Only Stores, gaining access to customers who buy everything from groceries to household goods. As Dollar Tree expands its footprint and food offerings, it poses a growing challenge to Walmart, Target, and Costco.
Read the full reports to discover more hotel and superstore insights. For more data-driven consumer research, visit our resource library.

Big Lots – the big-box discount store offering everything from snacks to higher-ticket items like furniture and mattresses – recently announced a major rightsizing initiative. Against the backdrop of declining sales, the company disclosed its intention to shutter up to 315 stores in coming months.
We dove into the data to explore some of the factors that may be impacting Big Lots’ store closure decisions – and to see which chains stand to benefit the most from Big Lots’ big move.
Store closures mean major markdowns – and the some 280 Big Lots locations already slated to close are drawing crowds with big sales. Analyzing monthly visit fluctuations at Big Lots shows that the shuttering locations experienced an impressive 19.2% month-over-month (MoM) visit spike in July 2024, even as the chain as a whole saw just a 1.9% uptick. Customers, it seems, are flocking to the stores on the chopping block to snag high-ticket items at even steeper discounts.

Rightsizing is all about fleet optimization – trimming underperforming locations and retaining those stores best equipped to meet the needs of a chain’s evolving customer base. And identifying common denominators among stores slated for closure can shed light on the considerations informing a retailer’s rightsizing strategy.
Analyzing the median household incomes (HHIs) of Big Lots’ closing locations' captured markets shows that the retailer is shuttering stores that serve more affluent consumers than the chain as a whole. Nationwide, for example, Big Lots drew visitors from areas with a median HHI of $65.5K in H1 2024. But the Big Lots slated for closure drew shoppers from areas with a median HHI of $73.5K. This pattern repeated itself across major markets where Big Lots is reducing its footprint – including Ohio, Florida, Washington, California, and Arizona.
Big Lots has noted a revitalization strategy focused on value and even more extreme bargain offerings. And the decision to shutter stores in more affluent areas may reflect a move by the retailer to lean into its core audience of price-conscious shoppers – though higher HHI customers can still benefit from the chain’s value offerings.
As Big Lots reduces its fleet, shoppers will naturally seek out alternatives. But which chains are best poised to reap the benefits? Cross-shopping data shows, unsurprisingly, that the vast majority of Big Lots visitors also frequent superstores – especially Walmart. In Q2 2024, a whopping 92.3% of Big Lots visitors nationwide stopped by a Walmart – compared to 52.7% for Target and just 20.8% for Costco.
But shopping behaviors vary significantly between regions. And zooming in on California, where Big Lots plans to close a majority of its 109 locations, paints a different picture. Golden State Big Lots shoppers, to be sure, also visit Walmart in high numbers (74.6% in Q2 2024). But they are much more likely than nationwide visitors to the chain to frequent Target and Costco. Given Big Lots’ significant fleet reduction in California, these two chains appear well-positioned to acquire some of this new regional business.

And drilling down even deeper into the habits of California shoppers at Big Lots, Walmart, Target, and Costco shows that of the three retail giants, Costco may be especially well-positioned to benefit from Big Lots’ Golden State closures.
Like Big Lots, Costco draws a high share of visits during the mornings and afternoons – with just over 50.0% of 10:00 AM - 8:00 PM visits taking place between 10:00 AM and 3:00 PM. As Big Lots’ California footprint contracts, some of these mid-day shoppers may hop over to Costco, which is also bustling during these hours.

Rightsizing creates opportunities – both for chains taking proactive steps to optimize their fleets, and for competitors seeking to pick up extra business. How will Big Lots’ big rightsizing move continue to play out in the months ahead?
Follow Placer.ai’s data-driven retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.

Dave & Buster's and Main Event, two leading chains in the eatertainment industry, offer a unique mix of dining, arcade games, and immersive experiences, successfully drawing crowds seeking more than just a meal out.
We took a closer look at the two chains – both of them owned by parent company Dave & Busters Entertainment, Inc. – to see how they are faring as summer winds down.
Dave & Buster’s and Main Event have plenty of games for children – but with extensive drinks menus, they also decidedly cater to adults, offering both groups a much-needed opportunity to kick back, play some games, and enjoy a meal out with friends.
And recent foot traffic data shows that despite challenges, both chains are seeing overall YoY visit increases – partially driven by the chains’ fleet expansions. On a quarterly basis, foot traffic to Dave & Buster’s and Main Event has remained elevated year over year (YoY) since Q3 2023, finishing out Q2 2024 with respective visit boosts of 6.9% and 4.7%.

As prime eatertainment destinations, Dave & Buster’s and Main Event are busiest on weekends – with Saturday evening between 7:00 to 10:00 PM drawing the biggest crowds to both chains.
Between August 2023 and July 2024, 11.9% of visits to Dave & Buster’s and 9.4% of visits to Main Event took place during the Saturday evening time slot. Friday and Sunday also experienced increased foot traffic, with hourly fluctuations reflecting the rhythms of weekend activities: Friday visits picked up between 7:00 and 10:00 PM, as people likely wrapped up their work weeks and headed out to unwind with a drink and some skee ball. Sunday visits followed the opposite pattern, with stronger foot traffic earlier in the day that tapered off towards evening, as people put down their pool cues and got ready for the upcoming week.
But Dave & Buster’s and Main Event are both adept at harnessing special promotions to drive visits on off-peak, weekday hours. Dave & Buster’s famous Wednesdays half-off deals fueled significant visit upticks throughout the analyzed period – so it may come as no surprise that the chain recently stepped up its off-peak offerings with a new all-you-can-eat weekday wings deal. And Main Event, which has long offered a Monday Night Madness promotions, also unveiled a “Summer Season Pass” to encourage weekday visits among its customers.

Visitor behavior to Dave and Buster’s and Main Event also changes throughout the week. Analyzing the average driving distances of visitors to the two chains shows, unsurprisingly, that people drive further distances to visit the venues on the weekends – when they have more time on their hands.
Between August 2023 and July 2024, 43.9% of weekend visits (Friday to Sunday) to Dave & Buster’s, and 49.7% of weekend visits to Main Event were made by people traveling 10 miles or less to reach the restaurant. On Weekdays (Monday to Thursday), these numbers increased to 49.4% and 55.3%, respectively – indicating that on weekdays, the eatertainment chains are particularly appealing to locals looking for a convenient night out.
But interestingly, it was on weekdays that visitors to the two chains were most likely to come from more than 100 miles away, suggesting that these customers may be on vacation away from home – the perfect time to pop into an arcade mid-week and “unlearn adulthood.”

Dave & Buster's and Main Event Entertainment continue to flourish, attracting weekend crowds and drawing visitors from near and far. Can the two eatertainment chains continue to draw crowds as summer draws to a close?
Visit Placer.ai to keep up with the latest data-driven dining and entertainment trends.

The last several years have seen many Americans relocate to states like Texas, Florida, Montana, and Maine. We checked in with another region of the country that’s become a domestic migration hotspot in recent years – South Carolina – to explore what’s attracting movers to the state.
Analyzing domestic migration trends throughout the United States between June 2020 and June 2024 reveals several regions of the country that have attracted new residents over the past four years. Idaho led the charge with positive domestic net migration of 4.5%, meaning that the total number of people that moved to Idaho from elsewhere in the U.S., minus those that left, constituted 4.5% of the state’s June 2024 population.
And South Carolina – with a thriving economy, a robust job market, and plenty of affordable living – came in a close second, with a net domestic migration increase of 3.5%. Several other Southeastern states also saw a net inflow of relocators – including Tennessee (2.0%), Alabama (0.7%), Georgia (0.5%), Florida (2.4%), and North Carolina (2.1%).

To uncover local trends driving South Carolina’s net migration growth we analyzed the quarterly cumulative migration to several of the state’s largest CBSAs, focusing on the period between Q1 2020 and Q2 2024.
Of the CBSAs analyzed, Myrtle Beach-Conway-North Myrtle Beach saw the most significant influx of new residents – with a whopping 12.9% cumulative net migration as of Q2 2024. With a low cost of living, a vibrant job market, and plenty of access to the outdoors, it may come as no surprise that Myrtle Beach has become the nation’s fastest-growing city and most popular relocation hotspot. The CBSA is also home to The Grand Strand – a collection of unique communities spanning 60 miles of pristine beaches.
The Charleston-North Charleston metro area also experienced substantial cumulative migration between early 2020 and Q2 2024 (4.7%). The CBSA’s primary municipality, Charleston, has been acclaimed as a top destination for relocators, due in part to its rich history, culture, and sense of community. And like Myrtle Beach, Charleston is also on the coast.

And diving deeper into population growth patterns in South Carolina’s Myrtle Beach-Conway-North Myrtle Beach metro area showcases the unique lifestyle that is attracting many new residents. In many regions of the country, suburban areas are experiencing the most substantial population growth. But in Myrtle Beach – and in South Carolina more generally – it is urban areas that are on the rise.
Between June 2020 and June 2024, South Carolina’s urban population grew by 4.3%, compared to 3.3% for suburban communities, and 2.3% for rural ones. Over the same period, urban areas in the Myrtle Beach-Conway-North Myrtle Beach metro area saw a remarkable 9.9% population increase, likely driven by the popularity of hubs like Myrtle Beach and North Myrtle Beach – coveted by lovers of the year-round beach lifestyle. Still, the CBSA’s suburban and rural communities also experienced significant population growth, outperforming statewide baselines.

South Carolina is home to several metro areas seeing positive net migration, and its coastline is one of the most popular regions for new residents. Will these areas continue to see population growth? Which other parts of the country are popular for those taking on relocation?
Visit Placer.ai to find out.
Return-to-office (RTO) trends have been closely watched over the past few years, with relevant stakeholders trying to puzzle out the impact remote and hybrid work have had on business operations and worker performance. And while visits to office buildings, overall, remain below pre-pandemic levels, office recovery varies from city to city – reflecting the complex and nuanced nature of regional economic trends, workforce preferences, and industry-specific needs.
This white paper harnesses location analytics to explore office recovery in the country’s second-largest economy – Los Angeles. The first part of the report is based on an analysis of foot traffic data from Placer.ai’s Los Angeles Office Index – an index comprising 100 office buildings in LA (including several in the greater metro area). The second part of the report broadens the lens to analyze visits by local employees to points of interest (POIs) corresponding to four major LA-area office districts: Century City, Downtown LA, Santa Monica, and Culver City. The white paper examines the impact that return-to-work mandates have had on visits to office buildings, discovers which demographic groups are driving the RTO, and explores the connection between commute time and return-to-office rates.
The return to office in Los Angeles has consistently lagged behind other major cities, underperforming nationwide recovery levels since the pandemic ground in-office work to a virtual halt. Still, the city’s office buildings are seeing a steady increase in visits, with foot traffic tending to spike at the beginning of each year. This indicates that even though office visits in LA are still below national averages, they are on a steady growth trajectory – a promising sign for stakeholders in the city.
A closer examination of Los Angeles office buildings also shows that despite the overall lag, some top-performing buildings in the LA metro area are defying the odds. Visits to the 20 local office buildings with the narrowest Q2 2024 post-COVID visit gaps were down just 8.7% in June 2024 compared to January 2019 – significantly outperforming the nationwide average.
So while overall office recovery in the city is still behind nationwide trends, these top-performing buildings indicate an optimistic outlook for the city’s office spaces.
Diving into the demographics of visitors to LA’s top-performing office buildings reveals an important insight: these buildings are attracting younger workers. This cohort has shown a stronger preference for in-person work compared to their older colleagues.
Analyzing the buildings’ captured markets with psychographics from AGS: Panorama reveals that these buildings are attracting visitors from areas with larger shares of "Emerging Leaders" and "Young Coastal Technocrats" than the broader metro area.
"Emerging Leaders'' – upper-middle-class professionals in early stages of their careers – make up 20.3% of households in the trade areas feeding visits to these top-performing buildings, compared to 14.9% in the broader LA CBSA. Similarly, "Young Coastal Technocrats," young and highly educated professionals in tech and professional services, account for 14.7% of households driving visits to the top-performing buildings, compared to only 12.1% in the broader area.
The trend suggests that companies in these high-performing office buildings employ many early-career professionals eager to accelerate their careers and work in-person with colleagues and mentors. This is a positive sign for the future of the office market in the LA metro area, indicating that it is attractive to key demographic groups that are likely to drive future growth and innovation.
Over the past few years, the debate regarding return-to-office mandates has been a heated one. Will employees follow return-to-office requirements? Can companies enforce the return to office after offering remote and hybrid work options? Recent location analytics data suggests that, at least in the Los Angeles metro area, some return-to-office mandates have been effective.
Three major tech companies – Activision Blizzard, TikTok, and SNAP Inc. – recently made their return-to-office policies stricter. Activision mandated a full return to the office in January 2024. TikTok has also intensified its return-to-office policy while seeking to expand its office presence in the greater Los Angeles area. And SNAP Inc. required employees to return to the office earlier this year as a condition of continued employment.
Visitation patterns at each of these companies' respective headquarters suggest that their policies have directly impacted visit frequency. Since the beginning of the year, the share of repeat office visits (defined as two or more visits per week) has increased for all three locations. Activision saw its share of repeat office visits grow from 52.1% in H1 2023 to 61.4% in the same period of 2024. TikTok’s repeat visits grew from 49.5% to 61.0%, and SNAP’s repeat visits increased from 36.6% to 42.8%.
These numbers highlight how return-to-office policies can lead to noticeable changes in office visit patterns and offer a blueprint to other businesses looking to foster a stronger in-office workforce.
Los Angeles is the second-largest metro area in the country, with several distinct business districts across its sprawling landscape. And a closer look at four major office hubs in the greater LA area – Century City, Downtown LA, Santa Monica, and Culver City – highlights how the office recovery can vary, not just by city or demographic, but on a neighborhood level.
Weekday visits by local employees to all four analyzed business districts have rebounded significantly since 2020 – though each area has followed its own particular trajectory.
Culver City, home to major businesses including Sony Pictures and Disney Digital Network, saw the least pronounced drop in employee visits during the early days of the pandemic. And in Q2 2024, weekday visits by local workers were down just 18.4% compared to Q1 2019.
Century City, on the other hand, saw the most marked drop in local employee foot traffic as the pandemic set in. But the district’s recovery trajectory has also been the most dramatic – with a Q2 2024 visit gap of just 28.5%, smaller than Downtown LA’s 29.7% visit gap. Perhaps capitalizing on this momentum, Century City is expanding its business district with the addition of a major new office building, set to be completed in 2026 and serve as the headquarters for Creative Artists Agency. Santa Monica, for its part, finished off Q2 2024 with a 23.3% visit gap.
Century City stands out within the Los Angeles metropolitan area for its dramatic decline and subsequent resurgence in local employee foot traffic. And looking at another metric of office recovery – employee commute distance – further underscores the district’s remarkable comeback.
The share of employees commuting to Century City from three to seven miles away has nearly returned to pre-COVID levels – suggesting a normalization of commuting patterns by local workers living in the area. In H1 2019, 33.5% of workers in Century City commuted between 3 and 7 miles to work; in 2022, that number had dropped to 29.8%. But by 2024, the share of visitors making that commute had grown to 32.5% – much closer to pre-COVID numbers.
Similarly, the region’s trade area size, which had contracted significantly in the wake of the pandemic, bounced back significantly in 2024. This serves as another indication of Century City’s rebound, cementing Century City’s status as a key business hub within the Los Angeles metropolitan area.
Five years after the upheaval caused by the pandemic, office spaces are still changing. Although the Los Angeles area has taken longer to recover than other major cities, analyzing local visitation data shows significant potential for the city’s business areas. With young employees leading the return-to-office charge, the city is poised to keep driving its strong economy and adjust to an evolving office environment.
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.
