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DPAI logoDPAI
A DPAI Data Story
Aviation & Tourism Intelligence

From Signals
to Service

Using alternative data, Data Cloud, and AI to reveal aviation and tourism trends — before they show up in the traditional numbers.

Alternative DataData CloudAI
www.getDPAI.com
DPAI logoDPAI
A DPAI Data Story
Aviation & Tourism Intelligence

From Signals
to Service

Using alternative data, Data Cloud, and AI to reveal aviation and tourism trends — before they show up in the traditional numbers.

Alternative DataData CloudAI
www.getDPAI.com
From Signals to Story

Live data.
Living story.

Built on searches, movement, fares, and events — billions of signals connected into one living story, revealing patterns and relationships that were previously impossible to see.

1.3B
Traveler Signals Analyzed
4
Connected Signal Sources
1
Interactive Story
Beyond Traditional Aviation Data

Reveal the signal planning is missing

Traditional indicators stop early — leaving planners to make today's decisions with an incomplete view of tomorrow's demand.

−90 DaysToday+9 Months+18 Months
Decision Planning WindowForecast horizon
Supply SignalsSchedules · capacity
Demand SignalsFrom lagging to leading
Traditional DemandGovernment data · MIDT
Location IntelligenceMobility
Shopping IntelligenceOTA search · booking
Lagging Indicators

Historical measures, limited foresight

Leading Indicators

Earlier visibility into emerging demand

The Role of Data Cloud + AI

The challenge is no longer access to data — it's integration, orchestration & interpretation.

What stakeholders see is only the surface. The real value lives beneath the waterline.

Answers
Code
Architecture
Business logic
Orchestration
What You See
What Makes It Work
Visible output
Data Cloud + AI foundation
Signals in Action

Three postcards, one signal engine

Each story fuses several alternative data sources inside the Data Cloud, and each surfaces an answer no single dataset could deliver on its own.

Greetings from Cancún & Tulum postcard
CUN ✈ TQORiviera Maya
Use Case 01 · Destination Duel

Cancún vs. Tulum

Did Tulum's new airport create a brand-new demand pool or reshape Cancún's role as the gateway?

Signals Combined
OTA searchBookingsSeat capacityNew vs. shifted demand
Greetings from Florida amusement parks postcard
MCO · FLTheme Parks
Use Case 02 · Shared Visitors

Disney vs. Universal

Device movement reveals the shared visitor set: which parks travelers pair, where overlap concentrates, and how affinity differs by origin.

Signals Combined
Mobile locationPark visitationOrigin marketsCross-park affinity
Greetings from Chicago hub war postcard
ORD · CHIHub War
Use Case 03 · Hub Battle

United vs. American @ ORD

Schedule changes expose the Chicago hub battle route by route — where each carrier adds or trims capacity and defends position.

Signals Combined
SchedulesSeats & frequencyCompetitive playbook
Use Case 01 · Riviera Maya Airports

Cancún vs. Tulum

What the data actually says about the Riviera Maya's airports — did TQO create a new demand pool, or redraw the map of demand that already existed?

Greetings from Cancún & Tulum postcard
Discussion Prompt

A new airport opened on the same tourism corridor. Did it stimulate demand, capture existing demand, or reveal the limits of geography alone?

CUN incumbent scale · TQO new entrant
Use Case 01 · A Natural Experiment

Did Tulum's airport create a real demand shift?

For years, Cancún served as the primary gateway to the Riviera Maya. When Tulum International opened in December 2023, it created a natural experiment: would travelers keep arriving through Cancún — or would a closer airport redirect demand?

Key Finding · Before TQO Opened
~10%

of travelers arriving through Cancún continued south, toward destinations closer to Tulum.

That established a measurable demand pool that could potentially shift to the new airport.

The Corridor

Three gateways, one tourism corridor

CUN · Incumbent gateway
TQO · New entrant (Dec 2023)
CZM · Island gateway
Source: DPAI location intelligence study (2023) · pre-opening Cancún travel patterns
Use Case 01 · OTA Search Intelligence · Consideration Rate

Cancún is the default choice. Tulum is the specialized alternative.

Of everyone who searched a destination, what share also searched each alternative? Nearly half of Tulum searchers also consider Cancún — Cancún searchers rarely look back.

When travelers search Tulum · TQO
47%

of Tulum searchers also search Cancún — the most-considered alternative in every market.

When travelers search Cancún · CUN
4%

of Cancún searchers also search Tulum — it ranks #15 among their alternatives.

1.3M
OTA searches analyzed

Combined Cancún + Tulum search sessions in this market.

Alternative Destination Searches

What else do they search?

Searching TQO · Tulum → also searched
1CUNCancún46.9%
2MEXMexico City14.0%
3MIAMiami13.1%
4SJUSan Juan9.7%
5NYCNew York9.3%
6LAXLos Angeles8.3%
7PUJPunta Cana7.7%
8LASLas Vegas7.6%
Searching CUN · Cancún → also searched
1MEXMexico City10.4%
2MIAMiami10.2%
3SJUSan Juan8.3%
4NYCNew York8.0%
5LAXLos Angeles7.4%
6LASLas Vegas7.4%
7PUJPunta Cana6.6%
···
15TQOTulum4.1%
Source: DPAI OTA search intelligence · alternative destination searches for CUN & TQO · % of each destination's own distinct search sessions
Use Case 01 · Traveler Home Markets

Tulum didn't open new markets. It reallocated existing demand.

Traveler origin data reveals substantial overlap between the markets feeding Cancún and Tulum. Most TQO air service overlaps origin markets that already had established connectivity to Cancún.

Home-Market Overlap · H3 Grid
99%

of Tulum's travelers come from home markets that were already feeding Cancún.

Route-Network Overlap
25/25

TQO nonstop markets already had scheduled service to Cancún when Tulum's flights began.

Traveler Home Markets · H3 Grid

One demand pool, two gateways

Cancún-only home market
Shared — feeds CUN and TQO
Tulum-only home market
Brightness = traveler volume · hover any hex
Drag to pan · Scroll to zoom · Basemap © Esri
Source: DPAI device home-location panel (H3 r3–r4) · published CUN & TQO route schedules · Oct 2023 – present
Use Case 01 · A Market, Measured Twice

Demand shifted toward Tulum after opening

Same H3 grid, two eras — cell by cell across the Riviera Maya.

After Opening · New TQO Catchment
53

origin cells now route travelers through Tulum — every one of them flowed 100% through Cancún before opening.

Southern Riviera Maya · Strongest Shift
9%

of arrivals in the southern corridor now enter through TQO — versus under 0.1% in the cells north of Cancún.

Traveler Origin Cells · H3 r5

Same grid, two eras

Color — gateway mix, gold (CUN) → blue (TQO)
Opacity — share of travelers in this view
Hover a cell · Basemap © Esri
Source: DPAI location panel · traveler path cells, Riviera Maya (H3 r5) · CUN & TQO arrivals · Jan 2023 – Mar 2026 · TQO opened Dec 2023
Use Case 02 · Theme Park & Destination Intelligence

Competitive Destination Affinity

“What else do visitors consider?” Movement and tourism behavior reveal the competitive set that traditional demand data misses.

Greetings from Florida amusement parks postcard
Discussion Prompt

When a visitor chooses Orlando, which parks, regions, and side-trips are really in the same decision set?

Cross-shopping · Unconstrained demand · Visitor movement
Use Case 02 · How Visitors Enter the Market

Before visitors choose a park, they choose a gateway

Thanksgiving 2025 gave a high-volume view of Orlando tourism across seven Disney and Universal parks. Despite multiple airport options across Florida, nearly all observed theme park visitors arrived through Orlando International.

Key Insight · One Dominant Gateway
93.4%

of observed out-of-state theme park visitors arrived through Orlando International (MCO).

Air Travelers in the Panel
17.1%

of observed out-of-state theme park visitors were also seen at a Florida airport.

Gateway Share · Thanksgiving 2025

Which airport carried the visitors?

Out-of-state air travelers
share of total observed per airport
MCOOrlando International
93.4%
SFBOrlando Sanford
3.2%
TPATampa International
1.7%
MIAMiami International
1.1%
FLLFort Lauderdale
0.9%
OtherPIE · RSW · PBI · MLB
0.7%
Multi-airport behavior is rare — 1.1% of air travelers were seen at more than one Florida airport, so shares total slightly over 100%.
Source: DPAI device panel · seven Disney & Universal parks · Thanksgiving week 2025 · out-of-state visitor panel · Florida airport visits matched anonymously
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