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Lila Margalit

Lila Margalit is a former lawyer and current Content Manager at Placer.ai who likes digging into data to uncover surprising trends and turn them into engaging stories. You can find her exploring everything from office visit patterns to coffee shop foot traffic – always with a fresh, analytical perspective – at Placer.ai/anchor.
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Article
Florida Spring Break Break-Up? Travelers Still Love Florida!
Thousands of young people descend on beaches during spring break to soak up the sun, kick back, and enjoy themselves. How do these revelers impact local businesses in key Florida destinations like Miami and Panama City Beach? We take a closer look.
Lila Margalit
Apr 8, 2024
4 minutes

Every year in March and early April, thousands of young people descend on Florida beaches to soak up some sun, kick back with friends, and have a good time. But while the influx of revelers can be a boon to local businesses, some municipalities are pushing back against the mayhem. This year, Miami Beach famously announced its intention to “break up” with spring break (“It’s not us, it’s you”) – instituting a series of restrictive measures, from curfews to elevated parking fees, designed to temper the crowds.  

But what’s happening on the ground? How did this year’s spring break impact local businesses in key Florida destinations like Miami, Key West, Panama City Beach, and Daytona Beach? Which retail segments continued to benefit from the excitement – and who were the visitors driving foot traffic to their venues? 

Key Takeaways 

  • Despite Miami Beach’s intention to break up with spring break, fast-food restaurants, breakfast venues, and coffee shops all experienced significant March visit spikes in Florida spring break destination towns. 
  • Panama City saw the biggest March dining visit surges – but eateries in Miami, Key West, and Daytona Beach also experienced significant foot traffic increases.
  • In March, local Panama City resorts as well as crowd favorites like Starbucks, Dunkin’, Whataburger, and Chick-fil-A saw a larger-than-usual share of college students.  

QSR and Coffee Chains Reap Spring Break Rewards

Florida is home to the most-searched spring break destinations in the United States. And perhaps thanks to the influx of vacationers, location intelligence shows that Quick-Service Restaurants (QSR) and Breakfast, Coffee, Bakeries, & Dessert Shops in Florida spring break hotspots enjoy significant annual visit boosts during March and early April.

The extent of the seasonal boost varies between CBSAs – and though this year’s traffic spikes were slightly lower than last year’s bumps, the two dining segments continued to benefit strongly from spring break-fueled visit bumps in 2024.

Visits to QSR & Fast-Food venues and Breakfast, Coffee, Bakeries, & Dessert Shops in Panama City – known as the spring break capital of the world – were up 57.6% and 56.9%, respectively, during the week of March 11th 2024, compared to an early January 2023 baseline. This represents a minor decline from the comparable period last year (the week of March 13th, 2023), when visits were up a respective 59.2% and 68.6%. 

QSR and coffee and breakfast chains in the Miami-Fort Lauderdale-Pompano Beach, Key West, and Deltona-Daytona Beach-Ormond Beach CBSAs also experienced significant visit spikes during the week of March 11th, 2024. Though the March foot traffic increases in these CBSAs were smaller than those seen in Panama City, they were nearly on par with the visit bumps seen in the comparable period of 2023.

line graphs: spring break in florida hotspots drives visits to QSR and Coffee-breakfast segments

College Students Drive Visits to Panama City Dining Chains

Who are the visitors driving this spring break dining activity? Drilling down into the data for leading Panama City QSR and coffee chains shows that college student influxes are likely a major contributing factor.

In July 2023 – during Panama City’s peak summer season – the captured markets of local Whataburger, Dunkin’, Starbucks, and Chick-fil-A locations were nearly devoid of STI: Landscape’s “Collegian” segment – a category encompassing currently-enrolled college students. But in March 2024, the share of this segment in the brands’ captured markets skyrocketed. 

bar graph: panama city's march dining visit bump is driven in part by college students

Panama City Resorts Go Collegian

Analyzing the audiences of local Panama City resorts reveals a similar pattern. During the month of July, the captured markets of SpringHill Suites and Holiday Inn Resort – two venues popular among spring breakers – included miniscule shares of Collegians. But in March, the share of college students in the resorts’ captured markets jumped to 13.8% and 10.0%, respectively – highlighting the role of undergrads in driving hotel visits during this period. 

bar graph: hotels and resorts in panama city, FL also fill up with college students during spring break. *Psychographics based on data from STI's Landscape. The Collegian segment encompasses neighborhoods home to currently-enrolled college students, on- or off-campus. Captured Market analysis based on Placer.ai's proprietary data.

Spring Break Fever

Spring break is party time – and Florida has traditionally been at the center of it all. 

How will 2024 spring break continue to unfold this year in the Sunshine State? And what other retail categories stand to benefit from the excitement? 

Follow Placer.ai’s data-driven civic and retail analyses to find out. 

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection. 

Article
Texas Suburbs on the Rise
Texas has been a favored destination for Americans relocating from major population centers - but which metro areas are attracting new residents? Are people moving to major cities like Dallas, Houston, Austin, and San Antonio, or are they heading out to the suburbs? We take a closer look.
Lila Margalit
Apr 1, 2024
3 minutes

Since COVID, millions of Americans have relocated from major population centers in California, New York, and Illinois (among others) to other regions of the country. Whether in search of job opportunities, affordable housing, or simply a change of scenery, thousands of people have decamped to places like Tampa, Florida, Bozeman, Montana, and Portland, Maine. And the great state of Texas – with its wide open spaces and relatively affordable cost of living – has emerged as a favored destination.

So with 2024 underway, we dove into the data to explore domestic migration trends in the Lone Star State. How much has the population of Texas grown as a result of domestic migration over the past several years – and which metro areas (CBSAs) are attracting new residents? Are people moving to major cities like Dallas, Houston, Austin, and San Antonio, or are they heading out to the suburbs?

Bigger is Better in the Lone Star State

Between December 2019 and December 2023, Texas’ population grew by 4.3% – with nearly a third of this increase driven by new residents hailing from elsewhere in the U.S. 

Perhaps unsurprisingly, many of these new arrivals made a bee-line to Texas’ four most populous metropolitan areas – Austin-Round Rock-Georgetown, San Antonio-New Braunfels, Dallas-Fort Worth-Arlington, and Houston-The Woodlands-Sugar Land. During this time period, each of these CBSAs experienced positive net migration (meaning that more people moved to these areas than away from them) ranging from 0.4% to 3.4%.

graph: Texas and the state's most populous CBSAs experienced positive net migration since COVID

All Hat and No Cattle?

But a deeper analysis of foot traffic trends reveals that, even as the CBSAs as a whole added new residents, the primary cities anchoring the CBSAs often lost more domestic migrants than they gained. Austin proper lost 6.1% of its population to relocation, while Dallas, Houston, and San Antonio lost 4.2%, 3.9%, and 3.2%, respectively. Only Fort Worth – Texas’ fifth-most-populous city – experienced positive net migration over the past four years.

bar graph of Texas' five biggest cities only fort worth has seen positive domestic migration over the past four years

An Urban / Suburban Divide

Why are major metropolitan areas seeing population influxes, even as their central urban hubs experience outflows? Drilling down even deeper into zip-code level location intelligence provides a striking snapshot of what’s actually happening on the ground. 

In all four CBSAs, zip codes belonging to the metro area’s flagship city were more likely to experience negative net migration – while those in further-away suburbs and towns were more likely to see positive inflow. 

maps: smaller towns and suburbs are attracting inbound domestic migration in leading Texas CBSAs while central hubs lose residents to relocation

The relative growth experienced by Fort Worth can be understood against this backdrop: Fort Worth may be one of Texas’ biggest cities, but it is smaller – and less expensive – than Dallas, which dominates the metro area.

Suburban life offers residents many of the benefits of proximity to major urban centers, without some of the drawbacks – like smaller homes. And with more Americans free today to live further away from the office, many appear to be choosing suburban chill over big-city hassle. 

Key Takeaways

Home to the Alamo, a premier state fair, and arguably one of the cultiest grocery chains in the country (H-E-B, of course), Texas has become a key destination for Americans seeking greener (and cheaper) pastures. And though major metropolitan centers in the Lone Star State have seen significant positive net migration over the past four years – much of that growth has taken place outside of the state’s biggest cities. 

How will Texas’ population continue to evolve over the next months and years? Will big cities make a comeback – or are suburbs and smaller towns poised to remain the main drivers of growth?

Follow Placer.ai’s data-driven domestic migration analyses to find out.

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Article
The St. Patrick’s Day Effect
St. Patrick's Day is a day for bar crawls, green makeup, and drinks with friends. Cities host major celebrations, a draw to their downtown areas. What kind of a lift do bars and pubs get on the big day? And what other retail categories stand to benefit from the occasion? 
Lila Margalit
Mar 27, 2024
3 minutes

St. Patrick’s Day, which falls each year on March 17th, is a day for bar crawls, green makeup, and drinks with friends. Cities like New York and Chicago host major celebrations, drawing big crowds to their downtown areas. And bars and pubs fill up with revelers eager to mark the occasion with a green cocktail or a taste of corned beef and cabbage.

There’s plenty of joy to go around – and towns across the country are getting in on the St. Paddy’s Day action with parades and family-friendly events. What kind of a lift do traditional St. Patrick’s Day destinations like bars and pubs get on the big day? And what other retail categories stand to benefit from the occasion? 

A Lucky Day for Bars and Pubs, of Course

Unsurprisingly, bars and pubs get major boosts on the week of St. Patrick’s Day, as club hoppers and other celebrants converge on their local watering holes for drinks and fun. Chains like The Brass Tap and Bar Louie offer special deals and parties, with everything from green beer to Irish whiskey. And on the week of March 11th, 2024, visits to the two chains were up 15.7% and 21.1%, respectively, compared to an early October baseline – slightly outpacing even the busy Christmas season. 

line graph: bars and pubs fill up on St. Patrick's Day Weekend

Pharmacies and Grocery Stores: Hold my Beer

But St. Patrick’s Day isn’t just for bar crawling. And although the festivities are usually associated with major metropolises like New York City and Chicago, cities like Myrtle Beach, SC, San Antonio, TX. Indianapolis, IN, and Savannah, GA also come to life mid-March with parades and parties rivaling those of their bigger counterparts. 

On Saturday, March 16th 2024 at 11:00 A.M., San Antonio, TX kicked off its annual St. Patrick’s Day festivities with the traditional dyeing of the San Antonio River. Throughout the weekend, parades and celebrations drew crowds to the city’s famed River Walk – and while bars and clubs undoubtedly benefited from the excitement, they weren’t the only ones to do so. San Antonio’s Shops at Rivercenter enjoyed its busiest day since 2019, drawing 61.4% more foot traffic on March 16th than on an average Saturday this year. 

Savannah, GA, North Myrtle Beach, SC, and Indianapolis, IN also hosted big St. Patrick’s Day events, bringing foot traffic – and business – to local retailers. For Savannah, March 16th, 2024 marked the 200th anniversary of the city’s famous St. Patrick’s Day Parade, and the town was positively booming. City Market, the iconic shopping corridor located in the heart of Savannah’s Historic District, was the most crowded it’s been since at least January 2023, with March 17th 2023 (the day of last year’s parade) coming in a close second. 

Malls and shopping districts weren’t the only places to get significant leprechaun-inspired visit bumps. Grocery stores, pharmacies, and eateries located in proximity to the festivities also reaped the benefits of the hubbub, as parade-goers likely dropped in to snag some essentials or fuel up for the long day.

maps: St. Patrick's Day celebrations draw crowds to local malls, grocery stores, eateries, and pharmacies

Leprechauns Have to Sleep Somewhere… Hotels Get a Boost

And it isn’t just locals turning out for all these events. A look at hotel foot traffic patterns nationwide shows that the week of St. Patrick’s Day kicks off the hospitality industry’s spring season – with cities hosting special events seeing even more significant visit spikes. During the week of March 11th, 2024, hotel venues in the analyzed cities drew many more visits than usual, showcasing the power of St. Paddy’s Day to supercharge the tourism sector.  

bar graphs: st patrick's day kicks off spring hotel season driving major visit spikes in regions with special celebrations.

Plenty of Green to Go Around

St. Patrick’s Day is about a lot more than bars and pubs. And in recent years, the popular green-themed holiday has emerged as an important driver of tourism and retail activity across the U.S.

What other local celebrations are fueling foot traffic spikes in cities nationwide? Does your city know the impact of location celebrations on local businesses? Are local businesses prepared for the increase in foot traffic and revenue opportunities during local celebrations?

Follow Placer.ai’s data-driven civic and retail analyses to find out. 

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Article
Dave & Buster’s and Main Event Entertainment: Food and Fun for Everyone
How did Dave & Busters and Main Event Entertainment fare in the final months of 2023 and at the start of 2024? And what lies in store for them in the months ahead? We examine the data to find out.
Lila Margalit
Mar 20, 2024
3 minutes

Last year’s retail vibe was nothing if not experiential. Inflation led consumers to trade down and cut back on discretionary spending –  but people still sought out fun, affordable venues to meet up with friends and let off some steam. 

So with 2023 firmly in the rearview mirror, we dove into the data to check in with Dave & Buster’s Entertainment Inc., owner of eatertainment chain Dave & Buster's, and – since 2022 – Main Event Entertainment. How did the company’s two brands fare in the final months of 2023 and at the start of 2024? And what lies in store for them in the months ahead? 

No Inside Voices, Please

Dave & Buster’s, the sports bar arcade that invites harried grown-ups to cast aside their worries and “unlearn adulthood”, is thriving. With some 160 venues across 42 states, Dave and Buster’s offers the most tightly-wound consumers an inexpensive escape from real life – someplace they can unwind with friends over a beer, some mouthwatering shareables, and a bit of friendly skee-ball. 

Over the past several years, Dave & Buster’s has grown its store count, and in 2022 broadened its portfolio with Main Event Entertainment – the family-oriented eatertainment concept that pairs arcade games with larger format activities such as laser tag and bowling. And since November 2023, both brands have sustained mainly positive year-over-year (YoY) visit growth, disrupted only by January 2024’s inclement weather.

bar graph: Dave & Buster's and Main Event enjoy mostly positive YoY visit growth since November 2023

Reaching Wider Audiences 

Main Event Entertainment’s purchase by Dave & Buster’s appears to have been a natural move on the company’s part. Overlaying foot traffic data with demographics from STI’s PopStats reveals that the two chains’ comparable offerings attract customers with similar income profiles: In 2023, Dave & Buster’s’ and Main Event’s captured markets featured median household incomes (HHIs) of $67.3K and $67.6K, respectively – just under the nationwide baseline of $69.5K. 

But the acquisition of Main Event has also allowed Dave & Buster’s Entertainment, Inc. to broaden its visitor base. Both of the company’s brands attract plenty of singles and families with children. But while Dave & Buster’s young-adult-oriented vibe holds special appeal for people living on their own, Main Event’s child-friendly activities make it a particularly attractive destination for parental households. Together, the two chains offer something for everyone – cementing the company’s role as an eatertainment leader. 

bar graph: dave & Buster's is more likely than Main Event to Draw singles, while Main Event holds special appeal for families with Children.

Gaming the System With Special Promotions

Dave & Buster’s and Main Event also enjoy similar weekly visitation patterns. Unsurprisingly, the two chains are busiest on Saturdays, followed by Sundays and Fridays, and quieter during the rest of the week. But both brands have also found creative ways to boost weekday visits. On Wednesdays, Dave & Buster’s offers a 50%-off deal, letting customers play their favorite games at half the price – and fueling a significant midweek foot traffic spike. Main Event Entertainment, for its part, draws weekday crowds on Mondays with an afternoon all–you-can-play special

bar graph: average share of weekly visits by day of week to dave & buster's and Main Event.

Friends Definitely Let Friends Let Go (Especially During Spring Break!)

Everybody needs to let their hair down sometimes – and with Spring Break right around the corner, both Dave & Buster’s and Main Event are building momentum with seasonal specials aimed at making their offerings even more affordable. 

For both chains, March is an important milestone – in 2023, Dave & Buster’s and Main Event drew 41.0% and 82.9% more traffic during the week of March 13th, respectively, than they did, on average, throughout the rest of year. And if recent visit trends are any indication, the two brands appear poised to enjoy a healthy Spring Break and a strong rest of 2024. 

For more data-driven retail and dining insights, follow Placer.ai.

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Article
Specialty Discount Chains Rock Retail Therapy
In 2023 and early 2024, Five Below, Ollie’s Bargain Outlet, and pOpshelf grew their audiences by offering price-conscious shoppers affordable outlets for retail therapy. But these chains also found success by appealing to different audiences throughout the year.
Lila Margalit
Mar 11, 2024
4 minutes

Discount and dollar stores flourished in 2022 and 2023, as rising prices led many shoppers to trade down and tighten their purse strings. Consumers flocked to dollar stores for everything from essential goods to discretionary items like toys and party supplies. And while some chains – including category leader Dollar General – were buoyed by their growing positioning as low-cost grocery venues, others found success by leaning into the affordable luxury space. Brands like Five Below, Ollie’s Bargain Outlet, and pOpshelf (owned by Dollar General) grew their audiences by offering price-conscious consumers easy access to inexpensive non-necessities. 

But how did these specialty discount retailers fare in the all-important fourth quarter of 2023 – and what does their early 2024 performance portend for the rest of the new year? 

We dove into the data to find out.

Five Below and Ollie’s Bargain Outlet Continue Their Winning Streaks

Five Below, the bargain chain specializing in low-cost, recreational merchandise, wrapped up 2023 with a bang. Between September and December 2023, the brand saw year-over-year (YoY) monthly visit increases ranging from 14.6% to 22.1%. And while Five Below’s expanding store count has likely helped fuel this surge, the indulgence-oriented retailer is also attracting shoppers with a growing selection of “Five Beyond” products, priced above the chain’s traditional $5.00 ceiling. Last year, Five Below further cemented its status as a key holiday shopping destination – another factor driving its impressive Q4 2023 performance. And the discounter continued its winning streak into the new year, with strong performance in January and February 2024. 

Ollie’s Bargain Outlet operates according to a somewhat different strategy – enticing shoppers with a broad selection of highly discounted name-brand merchandise. Ollie’s offerings include lower-ticket items like food and books, but also a wide range of premium products like electronics and home furnishings. And Ollie’s closeout buying model means that shoppers never know exactly what they’re going to find – turning each trip into something of a treasure hunt. Like Five Below, Ollie’s Bargain Outlet has expanded its physical presence in recent years – and the chain’s consistent positive YoY foot traffic growth highlights its continued appeal to today’s consumers. 

bar graph: five below and ollie's bargain outlet with monthly YoY visit gains Sept '23-Feb '24

Rising Visits Highlight pOpshelf’s Value Proposition

Dollar General’s pOpshelf concept – launched in late 2020 with a discretionary-focused product mix aimed at higher income shoppers than the company’s flagship brand – now boasts some 240 locations across 20 states. And as the chain has expanded its footprint, it has also grown its audience. Like other affordable luxury venues, pOpshelf experiences large visit spikes during the fourth quarter of the year, as shoppers seek out inexpensive gifts and other holiday fare. 

As of February 2024, visits to the chain were up 190.1% compared to a March 2022 baseline. Though Dollar General has reined in the pace of pOpshelf’s expansion to account for what remains a challenging retail environment, the company still plans to open more stores this year. And if pOpshelf’s strong visit trajectory is any indication, investing in the concept’s long-term strength may well bear fruit in the months and years ahead.

line chart: popshelf is growing its audience along with its fleet

Something for Everyone

Each of these discount chains has found success by appealing to a different audience. Ollie’s Bargain Outlet, with its constantly-shifting closeout inventory, attracts shoppers from areas with higher shares of singles and fewer families with children. Five Below’s and pOpshelf, on the other hand, feature captured markets with larger shares of parental households than of singles – though pOpshelf’s share of the latter has risen over the past year, as the chain expanded into new markets.

For all three chains, however, the extent of the gap between the two demographic groups varies throughout the year – with the share of singles increasing during the summer and the share of parental households seeing an uptick during the December holiday shopping season. (For pOpshelf, this pattern began to emerge in 2023). Five Below experienced a particularly pronounced version of this trend – with the share of singles frequenting the chain actually outpacing the share of families with children each August. This uptick in the share of singles visiting discount chains – especially Five Below – may be due in part to back-to-school shopping by college students, many of whom load up on dorm supplies towards the end of summer. 

line charts: ollie's attracts more singles while popshelf attracts more families with children. for five below it depends on the season. Based on STI: PopStats dataset and placer.ai captured trade area data

Key Takeaways

Specialty discount chains offer price-conscious shoppers affordable outlets for retail therapy. And in 2023 and early 2024, Five Below, Ollie’s Bargain Outlet, and pOpshelf grew their audiences by appealing to the perennial quest for inexpensive, fun shopping experiences. How will these retailers continue to fare as 2024 wears on? Will cooling inflation put a dent in their gains – or will a revitalized discretionary retail environment propel them forward?

Follow Placer.ai’s data-driven retail analyses to find out.

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

Article
Placer.ai Office Index: February 2024 Recap
Find out how February 2024 office visits compared to 2023 and pre-COVID levels nationwide and across major U.S. cities.
Lila Margalit
Mar 7, 2024
3 minutes

The Placer.ai Nationwide Office Building Index: The office building index analyzes foot traffic data from some 1,000 office buildings across the country. It only includes commercial office buildings, and commercial office buildings with retail offerings on the first floor (like an office building that might include a national coffee chain on the ground floor). It does NOT include mixed-use buildings that are both residential and commercial.

Just when we thought the return-to-office (RTO) debate was finally settled, things are heating up once again. Leading financial institutions like Goldman Sachs are requiring employees to come into the office five days a week (gasp!). And though research shows that remote-capable employees now live twice as far from the office as they did before COVID, some are now being asked to move back closer to the office and show up in person more often

But what impact are these renewed skirmishes having on the ground? Has the office recovery needle begun to move once again? Or is all the talk merely that – talk?

We dove into the data to find out.

A Strong Leap Into 2024

Nationwide, visits to office buildings were down just 31.3% in February 2024 compared to February 2020 – the nation’s last “normal” in-office month before COVID changed everything. This relatively narrow year-over-four-year (Yo4Y) visit gap may be partially due to this year’s February leap day: Last month had 20 working days, compared to just 19 in February 2020 and 2023. (2020 was also a leap year, but the extra day fell on the weekend.)

Still, office visits in February 2024 were also higher than in January 2024, when unusually cold and stormy weather stranded many Americans at home. And year over year (YoY), February 2024 visits were up 18.6% – which, even accounting for the month’s extra day, points towards significant growth.

bar and line charts: the nationwide office recovery held its own in February 2024

Regional Round Robin

Taking a look at city-wide trends shows the persistence of significant regional variation – with Miami and New York continuing to lead the post-COVID office recovery pack, and San Francisco bringing up the rear. Dallas, Atlanta, and Washington, D.C. also outperformed the nationwide Yo4Y baseline of -31.3%. And of the cities that continued to lag behind, Chicago, Boston, and San Francisco all outpaced the national average for YoY visit growth.

Here, too, February 2024’s additional business day did some of the work. Nevertheless, urban centers like Miami and New York – where office visits were down just 9.4% and 14.5%, respectively, compared to February 2020 – are clearly experiencing accelerated recovery. In Miami, an influx of tech companies may be contributing to the narrowing foot traffic gap – while in New York, the finance sector is likely a major driver of visit growth. And though San Francisco continues to lag behind other cities, the tech hub’s impressive YoY foot traffic increases indicate real change on the ground.

bar graph: miami and new york outpace other major cities in office recovery

Key Takeaways

Hybrid work may be here to stay – but February’s office foot traffic data appears to indicate that companies and employees are still feeling out the ideal balance between RTO and WFH. And whether due to growing demands by employers or workers’ own concerns about the possible deleterious effects of fully remote work on their careers, further office recovery may yet be on the table.

How will RTO progress as 2024 gets into full swing? Will New York and Miami close the gap? And what will happen in San Francisco?

Follow Placer.ai’s data-driven office recovery analyses to find out.

This blog includes data from Placer.ai Data Version 2.0, which implements improvements to our extrapolation capabilities, adds short visit monitoring, and enhances visit detection.

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