From black-box attribution to full data ownership across web, app and marketing
Client
Service Points
Industry
Service platform
The questions that shaped the project
We want our own attribution definitions
We want to own our data
We want to measure the full journey from web to app
We want to activate data back into marketing platforms
We want transparency beyond black-box tools
We want to maximize ROAS using first-party signals
The Challenge
Service Points has a growing customer base and heavy reliance on paid marketing, but no data ownership. All attribution lived inside third-party tools, limiting transparency, flexibility, and the ability to activate data back into marketing platforms.
The Goal
Build complete data ownership with custom attribution, measure the full customer journey from web to app, and send enriched first-party data back to marketing platforms to maximize ROAS.
My Approach
1 / 6Step 1
Measurement Plan
Define what matters before collecting anything.
We define measurement around user intent, not tools or events.
The See–Think–Do–Care framework ensures every KPI serves a decision.
See
Awareness
"I'm exploring a problem space or solution category."
See
Awareness
"I'm exploring a problem space or solution category."
Think
Consideration
"I'm comparing options and evaluating whether this solution fits my needs."
Do
Action
"I'm ready to take action."
Care
Retention
"I'm an active user customer."
Step 2
Data Collection
Create a single source of truth.
Once measurement is clear, we centralize all data sources into one warehouse — eliminating silos and enabling cross-channel visibility.
We unified:
- Web analytics across 5 domains
- App platforms
- Marketing data from 9 channels
Step 3
Identity Stitching
Connect the dots across every touchpoint.
With data centralized, we linked user identities across web, app, and marketing — creating a complete picture of the customer journey.
This enabled:
- Cross-domain tracking
- Cross-device recognition
- Cross-platform attribution
- 3 attribution models
Step 4
Data Activation
Turn insights into action.
Owning data is powerful — activating it is where value is created.
We closed the loop by feeding enriched first-party signals back to marketing platforms.
This improved:
- Bidding algorithm performance
- Audience targeting precision
- Return on ad spend (ROAS)
Step 5
Governance
Build for scale, not just today.
Every transformation was designed to be reproducible, transparent, and easy to extend — no black boxes, no tribal knowledge.
We established:
- Version-controlled SQL transformations
- Automated orchestration with Dataform
- Complete documentation
Step 6
Visualization
Make decisions, not just reports.
The final layer: a performance dashboard built for daily decision-making—not just monthly reporting.


Results
"We had a complex question and used Laurens's expertise to guide us. Delivers on time and would recommend to others."
Robin
Founder, Service Points
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