Case Study ยท Travel eCommerce

Unifying MMM and MTA to connect online and offline marketing to revenue

How a global travel brand built a single, trustworthy view of marketing performance, and used it to make confident budget decisions for the first time.

Travel COMPANIES MEASURING MARKETING EFFECTIVENESS WITH RULER




Sector
Travel eCommerce
Solution
MTA, MMM, Scenario Planner
Sales model
Online, phone & 3rd party agents
Channels
Organic & Paid Search, Social, CTV, Programmatic
$400M+
Revenue attributed across online and offline channels
8ร—
Blended ROAS across the full channel mix
100wk
Historical data modelled for accuracy
The context

Marketing that’s hard to measure by design

For this travel brand, selling holidays across multiple touchpoints, third-party agents, inbound phone, and its own digital channels, the complexity of measurement had become a genuine strategic blocker.

Campaigns spanned paid search, paid social, CTV, and programmatic display. Bookings came in online, over the phone, and through independent agents. Most analytics tools simply weren’t designed for that level of fragmentation.

They partnered with Ruler to build a unified, data-driven view of performance, combining marketing mix modelling with multi-touch attribution, so the team could make confident decisions and allocate budget with clarity.

“Traditional attribution either ignores offline bookings or misattributes them. The gap between total web leads and net assigned leads was a known problem, it just hadn’t been solvable until now.”

The challenge

Three measurement problems compounding each other

Roughly 60% of business flows through third-party travel agents. Of the 40% that comes direct, only about 10% completes entirely online. The bookings that matter commercially were invisible to marketing.

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Offline bookings were invisible

Customers would engage with ads, visit the site, submit an enquiry, then call a travel agent weeks later. Standard attribution had no idea that booking happened.

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Duplicate lead counting

A single prospect submitting three tour enquiries in one session appeared as three leads. Revenue sat downstream in a CRM, unconnected to any campaign.

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CTV couldn’t be proven

The team had run Connected TV for years with genuine conviction it worked. But when leadership asked for numbers, conviction alone wasn’t enough.

The solution

Bringing everything together with unified measurement

Ruler’s platform provided a unified view from raw channel signals all the way to a single, trustworthy revenue number. Four components worked together to close each gap.

01

Unifying online and offline revenue

Before modelling could begin, revenue data needed to be in one place, a genuine reconciliation of what actually came in and where it originated. The result was a holistic picture of performance across the full funnel, with ROAS calculable for the first time against real, deduplicated revenue.

02

CRM integration for offline and agent revenue

By integrating directly with the CRM, bookings from inbound phone calls and third-party agents were brought into the same attribution framework as online transactions. When an agent completed a booking originating from a paid social click, that journey became trackable for the first time.

03

Marketing mix modelling across all channels

With revenue data unified, MMM was applied across the full channel mix, including channels previously impossible to evaluate. Roughly 100 weeks of historical data fed the model, surfacing seasonality patterns, budget shift effects, and the delayed impact of brand-building activity on eventual conversion.

04

Scenario-based budget planning

The Scenario Planner turned MMM output into something the team could actively use, simulating revenue impact before budget decisions were locked in. During a period of financial pressure, the team could see exactly where diminishing returns were setting in and where spend still drove strong incremental revenue.

The results

What the data now shows

With a single, unified view of marketing performance in place, the team’s decision-making changed significantly.

Before Ruler
  • โœ•CPL-based decisions. Proxies, not revenue
  • โœ•Fragmented attribution across silos
  • โœ•No visibility into offline or agent bookings
  • โœ•Gut-driven budget allocation under pressure
  • โœ•CTV unproven to senior leadership
After Ruler
  • โœ“Revenue-based decisions tied to CRM data
  • โœ“Holistic online & offline attribution
  • โœ“Full CRM integration. Phone & agent revenue
  • โœ“Predictive scenario planning before spend
  • โœ“CTV validated with measurable ROAS
Key outcomes

What changed for the marketing team

For the first time in the company’s marketing history, there is a single view of spend, revenue and return spanning online, offline, and channels previously impossible to measure.

CTV finally validated

Connected TV showed measurable contribution across multiple brands. Seeing it return a positive ROAS, along with meaningful marginal headroom, gave the team evidence they could act on. The optimised scenario view placed CTV in a position of strength rather than uncertainty, changing the tone of conversations with senior leadership entirely.

Meta and Facebook performance confirmed

Both channels performed well in the model, reinforcing something the team had long suspected but struggled to evidence. Their core audience, affluent retirees with time and inclination to scroll, responds well to social advertising. Now that’s a data-backed position, not a hypothesis.

Gross vs net lead problem resolved

Deduplication work addressed the lead inflation issue directly. By building the model on actual revenue rather than aggregated platform conversions, the output reflects what the business genuinely earned, not what each platform claimed credit for.

Budget cuts made with precision

During a period of financial pressure in the travel industry, the team could identify exactly where diminishing returns were setting in. Instead of blanket cuts, spend was reduced where the model showed least incremental impact and protected where it mattered most.

See it in action

See how this process could work for your business

Book a demo with Ruler to explore how unified attribution and marketing mix modelling can connect your online and offline data and give you a revenue-led view of performance across every channel.