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Engine Data · Original Research

Every City
Has a
Season

How hotel prices move through the year, and the reason behind every curve.

Authors
Jack Swiatoschik
Jack Swiatoschik Data Analyst · LinkedIn
Alec Hollingsworth
Alec Hollingsworth Growth Lead · LinkedIn
129M
Nightly prices recorded
50
U.S. markets
  • Who we are. Engine is the travel platform companies across the U.S. use to book work travel.
  • Where the data comes from. Every search on Engine records the cheapest public nightly rate each hotel is showing at that moment. We collected 129 million of them across 50 markets.
  • Why it is different. Most price data is what people already paid. This is the shelf price months ahead, while a company is still deciding where and when to send people.
  • Why we ran it. Nobody had a clear picture of how much that timing call is worth. It turns out to be up to 64%.
Illustration of two hotel queen beds
TL;DRKey findings at a glance+
  • 40 of the 50 markets are cheapest between November and February, and 37 bottom out in December or January specifically. The ten exceptions are hot-weather cities that flip to summer.
  • Not one market is cheapest in spring. Zero of the 50 hit their floor in March, April or May, while thirteen hit their most expensive month then.
  • Picking the right month is worth up to 64%. Boston and New York both spread 64% between their cheapest and priciest months, Phoenix 61%, Chicago 60%. The flattest markets move about 10%.
  • Picking the right city is worth up to 6.2x. Oklahoma City in December is $87 a night. New York in the same month is $541.
  • One big event can outprice an entire season. Omaha's College World Series June runs 1.48x its neighboring months, Albuquerque's Balloon Fiesta October 1.43x, and San Diego's Comic-Con July sits about $70 above the months on either side.

Dive Into the Data

Four kinds of city

Almost every market in this data behaves like one of four types. Once you know which one you are booking, you know what to do about it.

Weather

The curve follows the thermometer. Summer or fall is the peak and deep winter is the sale.

Boston runs $166 in January and $458 in October, a 2.75 times difference between months.

Boston, Chicago, Seattle, Milwaukee

Backwards

Same logic, inverted. Everyone wants them when the weather is good, so good weather is the expensive part.

Phoenix peaks at $246 during spring training and falls to $96 in August.

Phoenix, Miami, Tampa, Palm Springs, Orlando

One-week

Flat all year until one event lands and the whole month looks broken. One event is doing all the work.

Omaha sits near $100 until the College World Series takes June to $182.

Omaha, Indianapolis, Albuquerque, New Orleans

Flat

They ignore all of the above. Steady business demand, no season worth planning around.

Los Angeles moves 13% across the entire year. Dallas 19%, El Paso 10%.

Los Angeles, Dallas, El Paso

In a seasonal city the gap between the best and worst month runs 40 to 64%. Nothing else about the trip is that easy to change. Two markets refuse the model altogether: New York, which is expensive in December and September for unrelated reasons, and San Francisco, which answers to a conference calendar instead of the weather.

Pick your city

Fifty markets, twelve months. Pick yours and the rest fade back.

In Boston, January runs 64% cheaper than October. Same market, different month.
Cheapest January · $166/nightPriciest October · $458/nightRate observations 2.1M
Cities

Each faint line is one of the 50 markets. Selected cities are drawn heavier and labelled. Hover any point for the rate. A hollow ring marks a month with a known event behind the spike. Click a row in the table below to load that city here.

Go here, not there

If the dates are locked but the city is not, which is most off-sites, sales kickoffs, and training weeks, this is where to point it.

January01
GoSan Diego$157

At its floor, before the convention calendar starts.

February02
GoLas Vegas$143

Its quiet stretch between the big shows.

March03
GoDallas–Fort Worth$127

Flat market, and close to everyone can get there direct.

April04
GoAustin$169

SXSW is gone and the city has its rooms back.

May05
GoDenver$169

Ahead of the summer peak, and the airport connects to everything.

June06
GoLas Vegas$132

Its yearly floor, and nobody is outside anyway.

July07
GoOrlando$117

The convention capital near its summer floor.

August08
GoWashington, D.C.$179

Congressional recess empties the city.

September09
GoMiami$128

Its floor by a wide margin.

October10
GoPhoenix$159

The heat breaks before the rates catch up.

November11
GoAtlanta$127

The world’s busiest airport, near its yearly floor.

December12
GoSan Francisco$129

Its floor, and the conference calendar is done for the year.

Learnings

Hotel prices in one line

Weather sets the baseline. Events punch holes in it. A few big markets ignore both.

Time the seasonal cities, calendar-check the spikes, and book the flat ones whenever.

01Worse weather, better rates
  • The colder the city, the cheaper the winter. Boston falls to $166 in January and hits $458 in October, a 2.75 times difference between months.
  • The Sun Belt runs it backwards. Phoenix peaks at $246 in spring-training season, then melts to $96 by August, and Miami bottoms out at $128 in September.
02Fall is rush hour, where rooms are already expensive
  • Summer is the more common peak: 22 of the 50 markets top out in June or July. But the eight that peak in October are the pricier ones, averaging a $140 floor against $120 for the summer group.
  • So fall is rush hour in the markets you are most likely to get sent to. Boston tops out at $458 in October, and New York touches $458 in September on its way to $541 in December.
03A few events own the calendar
  • Omaha sits near $100 all year, then jumps to $182 the month the College World Series comes to town, one week wearing a month costume. Albuquerque does it in October for the Balloon Fiesta, San Diego in July for Comic-Con, Indianapolis in May for the 500.
  • When a month looks broken, check the calendar before you blame the city. The months on either side of these spikes sit far closer to the city's baseline than to the spike itself.
04Some cities never move
  • El Paso (10%), Los Angeles (13%) and Dallas (19%) barely budge all year. Steady business demand keeps the curve flat, so book them whenever and spend the effort somewhere else.
  • New York is the loud exception. It swings 64%, holds the highest floor in the dataset at $196, and owns the single priciest cell at $541 in December.
05Timing can be worth half
  • In seasonal cities, picking the right month is worth 40 to 64%. Boston and New York both spread 64%, Phoenix 61%, Chicago 60%.
  • No promo code or negotiation is involved. It is a calendar decision you can make months in advance.

Where timing matters

Every market placed on the map, colored by whether its cheapest month falls in cold weather or warm, sized by the gap between its cheapest and priciest month. Forty of these fifty cities are cheapest somewhere between November and February. The ten that run backwards cluster in the Sun Belt and are marked in red.

Cheapest in a cold month (40) Cheapest in a warm month (10) Dot size = spread between cheapest and priciest month. Click a dot to load it above.

The same fifty markets, filed under whichever month each one bottoms out in. Two thirds land in December or January, and five months of the year are the cheapest month for nobody at all. That is the market's shape, not a gap in the data: winter holidays and late-summer heat set the price floors almost everywhere, so the months in between never get to be anyone's cheapest.

January23
February1
March0
No city in this dataset is cheapest in March
April0
No city in this dataset is cheapest in April
May0
No city in this dataset is cheapest in May
June1
July0
No city in this dataset is cheapest in July
August7
September2
October0
No city in this dataset is cheapest in October
November2
December14
Weather Backwards One-week Flat Click any city to load it in the chart above

The bigger patterns

Four things this dataset says that a national average would hide.

The worst month to visit is the best month to book

Forty of these fifty markets are cheapest in a cold month, and thirty-seven bottom out in December or January specifically. The pattern is consistent enough that the exceptions are worth naming individually: Phoenix, Palm Springs, Miami, Tampa, Orlando, New Orleans, Austin, Las Vegas, Jacksonville and Washington, D.C.

Nine of those ten are hot places where summer does what winter does everywhere else. The tenth is Washington, and its reason has nothing to do with weather at all.

Not one of these 50 markets is cheapest in spring

Across all fifty markets, zero are cheapest in March, April, May, July or October. Every city's floor lands in one of the other seven months, and two thirds of them land in December or January.

Spring is the quiet consensus peak. It is nobody's bargain and it is a lot of cities' most expensive stretch: thirteen markets top out in March, April or May. If a trip has to move, moving it into spring is the one direction that reliably costs more.

Where you go beats when you go

Timing is worth up to 64%. Choosing a different city is worth up to 6.2 times. Oklahoma City in December is $87 a night. New York in December is $541. Same month, different markets.

Put more sharply, thirty of these fifty markets have a most-expensive month that is still cheaper than New York's cheapest month. If the city is genuinely open, that one decision dominates everything else on this page.

The country has no season. Its cities have violent ones

Averaged across all fifty markets, the national curve swings 21%, from $138 in January to $174 in October. That is a mild, unremarkable shape.

It is also almost entirely an artifact. The Sun Belt's summer collapse cancels the Snow Belt's summer peak, and the aggregate comes out nearly flat while individual cities swing 60% and more. A national hotel index will tell you the market is calm. It is not calm anywhere in particular.

City by city, and why

The curves above have reasons behind them. Some are weather, some are one event on a calendar, and a few are neither.

New York$196 floor, $541 peak, 64%

New York holds two records at once: the highest floor in the dataset and the sharpest single-month jump in it. December at $541 is nearly double November's $352 and almost triple January's $196. Most cities run on one calendar. New York runs on three that overlap: a corporate calendar that restarts hard after Labor Day, a leisure calendar that peaks at the holidays, and a short deep-winter lull when both go quiet at once. None of it tracks the weather, which is why the city refuses every category on this page. And its cheapest month is still more expensive than thirty of these fifty cities ever get.

Omaha$95 floor, $182 peak, 48%

Omaha sits between $95 and $126 for eleven months of the year, then hits $182 in June. The College World Series has been played there every June since 1950 and runs about ten days.1 The timing makes the tournament the most plausible driver of the June spike. June comes in at 1.48 times the average of May and July, the second-sharpest jump in the dataset behind New York's December.

Albuquerque$111 floor, $179 peak, 38%

Flat between $111 and $156 for eleven months, then $179 in October. The Albuquerque International Balloon Fiesta runs nine days in early October and is the largest event of its kind in the world.2 Structurally identical to Omaha: one event, one month, 1.43 times its neighbouring months, and eleven ordinary months on either side.

San Diego$156 floor, $292 peak, 47%

San Diego is otherwise a well-behaved coastal market that drifts between $156 and $231. July is $292. Comic-Con International takes place at the San Diego Convention Center for four days in July,3 and July lands about $70 above the months on either side of it.

New Orleans$124 floor, $231 peak, 46%

The only market here with an event peak and a weather peak that never touch. February at $231 overlaps with Mardi Gras season.4 October at $228 coincides with convention season and milder weather. Its floor is August at $124, when the heat and humidity empty the city out. Two separate reasons to avoid it, five months apart.

Indianapolis and Houstonthe same trick, quieter

Indianapolis runs flat and cheap until May, when the Indy 500 arrives near the end of the month.5 Houston does it in March, when the Houston Livestock Show and Rodeo runs for about three weeks.6 Both calendars line up with the spikes, although the pricing data alone cannot prove causation.

Phoenix$96 floor, $246 peak, 61%

The most extreme inversion in the dataset. Two things stack in late winter: Cactus League spring training puts fifteen major league teams across ten Phoenix-area ballparks,7 and the weather is among the mildest in the country. Then it reaches 110 degrees and the city empties. Phoenix in August is $96, the cheapest big-market month in the entire set.

Palm Springs$158 floor, $369 peak, 57%

The purest curve in the set, running almost perfectly opposite to Boston's. Palm Springs is a resort market with very little year-round business demand to flatten it, so it does what the thermometer says and close to nothing else. March is $369. August is $158.

Washington, D.C.$179 floor, $317 peak, 44%

The one backwards city with little connection to heat. D.C. is cheapest in August, 44% below May, while Congress is in an extended district and state work period.8 That calendar is a plausible contributor to the dip, although the pricing data cannot isolate its effect.

Minneapolis$111 floor, $156 peak, 29%

Minneapolis swings less than Seattle or Chicago despite harder winters than either, which looks wrong until you know the city. Jack's read is the right one: downtown is connected by miles of enclosed skyway and the region's largest attraction is an indoor mall. Cold that does not actually stop anyone from doing business does not discount the rooms either.

Seattle$139 floor, $297 peak, 53%

The cleanest weather story in the dataset, with no event driving any of it. July is $297 and January is $139. Nine months of rain, two genuinely excellent ones, and pricing that reflects exactly that with no ambiguity at all.

Boston$166 floor, $458 peak, 64%

Two peaks that nearly tie, for unrelated reasons. May at $390 is graduation: greater Boston has dozens of colleges and commencement weekends stack through the month. October at $458 is leaf season landing on top of conference season. January is $166, and the resulting 64% spread ties New York for the widest here.

Chicago$127 floor, $319 peak, 60%

Unlike Phoenix, Chicago's peak is not only weather. McCormick Place is the largest convention center in North America and its calendar leans heavily on the warm months. Summer in Chicago is the nice season and the working season at once, which is how you get $319 in June against $127 in January.

Honolulu$169 floor, $211 peak, 23%

Never cheap and never really expensive. Honolulu swings only 23%, but its floor is $169, the third highest here. There is no drive-in market and no fast way to add rooms, so the floor stays high and the ceiling stays close to it. It is the one market where booking the cheap month saves you the least actual money.

Las Vegas$132 floor, $180 peak, 27%

Backwards, but not for the usual reason. Vegas is cheapest in June at $132 because of the heat, and most expensive in October at $180 because October is one of the heaviest convention months of the year. A conference market wearing a leisure market's clothes.

Austin$134 floor, $209 peak, 36%

Austin's peak is October, when Austin City Limits runs two weekends in Zilker Park9 and the Formula 1 United States Grand Prix runs at Circuit of the Americas.10 Its floor is August at $134, when it is 100 degrees and SXSW is seven months away in either direction.

Oklahoma City and El Pasothe two ends of boring

Oklahoma City holds the cheapest single cell in the dataset, $87 in December, and never crosses $111 all year. El Paso is the flattest market at 10% top to bottom. Both are steady working markets whose demand does not care what month it is. If you need a room and not a destination, this is what that looks like.

The full dataset

Median nightly rate by city and month of stay. Shading runs cheap to expensive within each row, and the yellow outline is that city’s cheapest month. Click any row to load it in the chart above, or sort by any column.

MarketType & quick take JanFebMarAprMayJunJulAugSepOctNovDec Spread
BostonWeatherWeather city: fall peaks at 2.75× January, winter is the sale.$166$186$267$331$390$368$332$314$434$458$301$18764%
New YorkIts ownIts own genre: swings 64%, and December ($541) is the priciest cell in the set.$196$202$277$335$372$327$268$273$458$429$352$54164%
PhoenixBackwardsInverse-weather: spring training peaks ($246), August melts to $96.$177$246$246$173$131$105$98$96$118$159$161$13761%
ChicagoWeatherWeather city: winter is 60% off; summer–fall is one long peak.$127$139$188$204$305$319$274$280$300$293$208$15460%
Palm SpringsBackwardsThe desert off-site capital: March hits $369, August falls to $158, the purest inverse-weather curve in the set.$241$288$369$359$204$171$161$158$171$198$228$20457%
NorfolkWeatherWeather city, beach edition: summer doubles; winter’s the sale.$96$99$116$129$151$178$216$194$130$123$105$10156%
SeattleWeatherWeather city: July doubles January ($297 vs $139), book Nov–Feb.$139$150$159$169$213$279$297$272$253$212$165$14253%
MiamiBackwardsInverse-weather: February peaks ($267), September is half price ($128).$233$267$258$215$179$157$149$135$128$159$176$23752%
OmahaOne-weekFlat, until the College World Series nearly doubles June ($182 vs ~$100).$98$106$105$110$126$182$120$115$110$111$102$9548%
MilwaukeeWeatherWeather city: summer nearly doubles; December is the sale.$109$108$117$123$132$163$194$158$136$130$114$10347%
San DiegoOne-weekFlat-ish, until Comic-Con punches the July hole ($292 vs ~$190).$157$183$189$194$202$231$292$209$195$195$171$15647%
New OrleansOne-weekEvent town: Mardi Gras February and festival October peak; late summer is the sale ($124).$153$231$198$205$165$134$153$124$138$228$195$15246%
DenverWeatherWeather city: June peaks ($221); deep winter is the floor.$121$139$138$166$169$221$213$194$199$182$135$12145%
NashvilleWeatherWeather plus events: October peaks ($243); deep winter is the play.$136$152$178$197$196$215$185$195$220$243$187$14644%
Washington, D.C.BackwardsSpring peaks ($317 in May); August recess is 44% off ($179).$196$200$303$315$317$287$223$179$290$302$224$18244%
TampaBackwardsInverse-weather: snowbird winter peaks; late summer ~40% less.$199$233$224$212$167$152$143$135$135$152$159$16842%
CharlestonWeatherWeather city: spring peaks; deep winter is the window.$123$145$199$205$208$196$195$173$164$167$152$12341%
AlbuquerqueOne-weekFlat, until Balloon Fiesta punches an October hole ($179 vs ~$120).$111$116$127$131$134$136$131$127$134$179$117$11138%
PhiladelphiaWeatherWeather city: May peaks; winter value.$166$169$203$222$259$244$199$183$212$246$197$16237%
AustinOne-weekEvent town: October (ACL + F1) owns the peak ($209); late summer is the sale.$145$168$190$169$159$150$142$134$166$209$164$14036%
San FranciscoIts ownConference calendar sets it: March and September swing; December’s the deal ($129).$166$166$197$159$168$169$154$152$192$176$147$12935%
HoustonOne-weekFlat, until the Rodeo punches a March hole. December floor.$119$135$174$146$139$141$134$129$131$135$129$11434%
CincinnatiFlatFlat-ish: mild summer peak, December floor.$106$108$118$139$133$152$156$142$135$125$110$10433%
OrlandoBackwardsInverse-weather: convention winter peaks; late summer about a third off.$132$150$143$133$120$130$117$101$101$114$121$12933%
ClevelandWeatherWeather city, mild: July peaks, January floor.$124$124$139$146$158$173$183$173$178$158$141$12832%
IndianapolisOne-weekFlat, until the Indy 500 punches a May hole.$114$107$122$133$158$140$155$125$117$134$122$11232%
PittsburghWeatherWeather city, mild: summer peaks, late-winter floor.$131$131$134$169$180$191$156$158$172$183$150$13531%
LouisvilleFlatFlat-ish: January floor; autumn edges the top.$106$134$144$147$144$127$144$124$149$141$118$11029%
MinneapolisWeatherWeather city, mild: July peak, December discount.$114$114$125$130$137$152$156$144$141$143$122$11129%
Salt Lake CityWeatherGentle summer peak; December is the floor.$125$127$141$151$154$160$143$135$148$136$121$11528%
Las VegasBackwardsRuns backwards: June is the floor ($132), October conferences peak ($180).$158$143$159$151$161$132$135$135$156$180$154$14827%
DetroitFlatFlat-ish with a fall lean; winter is the floor.$168$170$170$188$214$214$218$197$212$228$171$16826%
AtlantaFlatMostly flat; December floor. Book almost whenever.$150$147$154$159$149$155$160$142$139$151$127$12025%
PortlandWeatherWeather city, gentle: July bump, winter floor.$109$118$116$120$127$143$145$139$128$125$114$10925%
Kansas CityWeatherGentle summer bump; January floor.$117$123$132$146$149$153$146$134$142$146$135$12524%
St. LouisWeatherMild summer peak; winter value.$129$136$161$162$161$170$167$154$156$144$142$13124%
BaltimoreWeatherGentle summer bump; winter value.$118$128$127$134$147$152$146$142$144$144$125$11822%
ColumbusFlatSteady; May bump, winter floor.$110$110$119$119$141$128$135$127$127$127$122$11022%
JacksonvilleFlatFlat-ish: spring bump, early-fall floor.$119$126$142$126$127$118$121$113$111$119$118$12122%
Oklahoma CityFlatFlat, with the cheapest floor in the set ($87 in December).$90$90$98$102$108$111$99$97$97$93$93$8722%
SavannahOne-weekMarch (St. Patrick’s) peaks; deep winter is the window.$118$137$152$149$148$148$136$126$138$144$133$12122%
HonoluluFlatIts own model: summer spikes, November is the local low, never truly cheap.$182$193$178$180$180$204$211$198$184$177$169$21120%
Raleigh–DurhamFlatFlat: autumn bump, January floor.$119$125$130$135$140$143$133$130$135$148$135$12920%
San AntonioOne-weekFlat and cheap; small spring (rodeo) bump, January floor.$99$122$124$118$109$122$124$107$107$117$109$10620%
Dallas–Fort WorthFlatFlat market: the smallest big-market swing. Book whenever.$122$123$127$129$124$139$128$121$125$130$119$11219%
SacramentoFlatFlat-ish: July bump, November floor.$140$140$147$148$148$159$168$159$148$166$136$13719%
CharlotteOne-weekFlat, with a small May bump (race week).$120$126$128$133$145$139$132$129$131$137$131$12517%
MemphisFlatFlat and affordable; December floor.$107$112$123$118$124$118$122$117$115$117$119$10317%
Los AngelesFlatFlat market, ignores the model. ~$170 year-round.$157$169$175$169$173$174$176$168$166$181$163$16213%
El PasoFlatFlattest market in the set, 10% top to bottom. Book whenever.$119$123$128$126$121$130$118$123$127$128$127$11710%

Questions people ask

How much does a hotel cost on average?

Across the 50 markets in this data, the median nightly rate business travelers saw ran from $138 in January to $174 in October, a national swing of only 21%. That number hides almost everything that matters. Individual cities swing anywhere from 10% to 64%, because the calm national average is really forty markets moving one way and ten moving the opposite way, canceling each other out.

When is the best time to book a hotel?

It depends entirely on the city, and by “when” we mean which month you stay, not how far ahead you book. Forty of these fifty cities are cheapest sometime between November and February. The other ten, mostly in the Sun Belt, are cheapest in summer instead. Pick your city in the chart above to see its actual pattern rather than guessing from a national rule of thumb.

Where does this data come from?

Every figure on this page comes from real searches on Engine, a travel platform companies use to book work trips. Each time someone searched, we recorded the lowest publicly available nightly rate shown for each hotel. Over two years that added up to 128,536,941 prices across 50 U.S. markets.

Are these the rates companies actually paid?

No. These are public shelf prices, meaning what the market quotes anyone who looks, not the negotiated rate a company pays through a hotel program or a travel platform. Real company rates typically sit below what is shown here, so treat this as a map of the visible market, not a receipt.

Why use the median instead of the average?

A straight average lets one very cheap or very expensive listing pull a whole city’s number around. We used the median, the true middle price across all qualifying searches, and excluded anything below $35 or above $2,000 a night before calculating, so data errors and outlier listings cannot distort a city’s result.

How we did this

To see how hotel prices move through the year in each major U.S. city, we analyzed the 128,536,941 hotel prices that business travelers saw when searching on Engine, a platform companies use to book work trips.

What we measured. Every data point is a real nightly hotel rate shown in a live search on Engine, meaning the prices companies see when planning a trip rather than the rates they ultimately paid. For each search we took the lowest nightly rate shown for a given hotel, so the figures reflect the best publicly available price a traveler would encounter.

Whose trips we looked at. We focused on planned travel, the way a company organizes an off-site or a conference trip rather than a last-minute booking. That means we included only searches made 10 to 180 days before check-in. We limited the data to business accounts and excluded internal, test, and promotional activity so the numbers reflect genuine corporate demand.

How we defined each city. We grouped hotels into metropolitan markets, then tightened each market to its principal city and any immediately relevant surrounding areas, specifically places that make up at least 10% of the market’s searches. This keeps a city’s number true to what people picture when they hear its name. “Denver” reflects Denver, not far-flung parts of its broader region like Aspen or Laramie, while genuinely connected areas are still included (Boston, for instance, includes Cambridge).

How we calculated the typical price. For each city and each month we report the median nightly rate across all qualifying searches, the middle price, rather than the average. The median prevents a handful of ultra-cheap or ultra-expensive listings from distorting the result. To further guard against data errors we excluded rates below $35 or above $2,000 per night before calculating. Seasonal patterns are pooled across multiple years (mid-2024 through mid-2026) to smooth out year-to-year noise.

A few caveats. These are advertised rates, not final booked prices, so they capture what the market looks like rather than any individual company’s negotiated savings. More heavily searched destinations carry proportionally more weight in the data. And because we combine multiple years, an unusually large one-off event can occasionally push a single city-month higher than a typical year. The event explanations on this page describe what sits on the calendar in a given month; they are our reading of why a curve moves, not a separate measurement.

Why we have this data

Every number here started as a real search: a company looking at a city, comparing rates, deciding whether to commit. We are one of the few places that sees the market at that moment rather than after the booking, so we published what it looks like.

Two years of this only covers two years. Some of these curves will hold and some are one unusual conference away from looking different next year. We will keep updating it.

Planning something for a group?

Sources

  1. College World Series of Omaha, official history
  2. Albuquerque International Balloon Fiesta, official FAQ
  3. Comic-Con International, official event page
  4. New Orleans official Mardi Gras guide
  5. Indianapolis Motor Speedway, official Indy 500 schedule
  6. Houston Livestock Show and Rodeo, official dates
  7. Cactus League, official league overview
  8. U.S. Senate, official legislative schedule
  9. Austin City Limits, official event page
  10. Circuit of the Americas, official Formula 1 event page