BMW
Marketing Operations

Marketing Attribution and Lead Performance Framework

Connecting Paid Media to Vehicle Sales Across the Full Funnel

BMW received conversion numbers from the agency and GA4, but those numbers stopped at the form fill. No one could see whether a lead became a sale. I built the integration that connected paid media source data across Enquiry Manager and the Keyloop Autoline dealer system, creating full-funnel visibility from channel to invoiced.

Attribution StrategyMarketing OperationsFull-Funnel Measurement
Marketing attribution and lead performance framework

The Challenge

Conversions That Stopped at the Form Fill

BMW tracked impressions, clicks, CTR, and CPC, and received conversion counts from the agency and GA4. But conversions were only form fills. Once a prospect submitted an enquiry or test drive request, the media source was lost as the lead moved into the dealer system. There was no way to connect a paid channel to an actual vehicle sale.

Source Lost in Handoff

Leads moved from Enquiry Manager into the Keyloop Autoline DMS without the media source attached.

No Line to Sales

Reporting ended at the form fill, so no channel could be tied to showroom visits, test drives, or invoiced sales.

Blind Budget Decisions

Paid spend could not be judged on real sales outcomes, only on upper-funnel conversion counts.

The Integration

Carrying the Source Across Every System

I closed the gap by making the media source travel with the lead across all three systems, from the moment the form is submitted to the moment the car is invoiced.

Step 1

Enquiry Manager (Upgraded)

Reads the UTM parameters on each form submission and assigns the originating paid source to the lead, for example Instagram or Facebook.

Step 2

Lead Bridge

Passes the assigned source from Enquiry Manager into the dealer system, preserving attribution through the handoff.

Step 3

Keyloop Autoline DMS

Stores the lead with its media source attached, so the dealer record now shows which paid channel drove it.

GA4 and agency reporting captured the front end. This integration extended visibility past the form fill, all the way to the sale.

Full-Funnel Visibility

From Channel to Invoiced

With the source attached to every lead, a single prospect can be followed across the entire funnel and tied back to the paid channel that started the journey.

01

Channel

02

Prospect

03

Lead

04

Showroom Visit

05

Test Drive

06

Invoiced

Example

A lead originates on Instagram, becomes a prospect, registers as a lead, visits the showroom, completes a test drive, and is invoiced. Every step traces back to the original paid channel.

My Role

Designing and Delivering the Framework

01

System Upgrade

Defined and led the Enquiry Manager upgrade to capture UTM source data on every form submission.

02

Lead Bridge Integration

Built the bridge connecting Enquiry Manager source data into the Keyloop Autoline dealer DMS.

03

Stakeholder Alignment

Aligned BMW Middle East, the BMW importer team, the media agency, and dealer CRM teams on a shared data structure and naming taxonomy.

04

Full-Funnel Reporting

Designed reporting that connects paid channels to showroom visits, test drives, and invoiced sales across regional markets.

Business Impact

From Form Fills to Real Sales Attribution

Before: Disconnected and Reactive

Conversions measured only at the form fill

Media source lost in the dealer handoff

No link between paid channels and sales

Budget judged on upper-funnel counts

No cross-market sales attribution

After: Unified and Full-Funnel

Paid source attached to every lead

Source preserved across all three systems

Channels tied to invoiced vehicle sales

Budget decisions based on real sales outcomes

Consistent attribution across regional markets

Key Outcomes Delivered

Full-funnel attribution from paid channel to invoiced sale

Clear view of which channels drive qualified leads that convert

Budget reallocation based on actual sales, not form fills

A shared attribution standard adopted across markets and dealers

Capabilities Demonstrated

Capabilities Demonstrated Through This Project

Marketing Operations

Attribution StrategyMarketing AnalyticsMartech IntegrationData Governance

Commercial Marketing

Marketing EffectivenessBudget OptimizationChannel EvaluationSales Attribution

Leadership

Stakeholder ManagementCross-Functional CollaborationProcess DesignExecutive Reporting

I connected paid media to vehicle sales across three disconnected systems, giving BMW full-funnel visibility from channel to invoiced and turning budget decisions into a question of real sales outcomes.