Christopher Blakey Full Stack Engineer
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Product case study / Analytics / Data integrations

NorthbeamMarketing measurement workspace

Bring attribution, media mix modeling, and marketing performance into one measurement workspace.

Data integrationsAttributionAnalytics

Relevant technical skills

  • SQL
  • ETL pipelines
  • API integration
  • Data modeling
  • Data visualization
  • Attribution analysis
  • Event deduplication
  • Data quality checks

These skills describe a proposed engineering approach. They are not a verified list of the company’s internal technologies.

01 / The problem

Context

Marketing teams need a consistent way to compare performance across channels. Northbeam presents attribution, incrementality, and media mix modeling as parts of its measurement suite.

02 / The experience

A connected product workflow

The public product connects marketing data with dashboards and measurement models. This case focuses on the distinction between collecting events and interpreting what those events mean.

  1. 01Connect channels
  2. 02Normalize events
  3. 03Apply model
  4. 04Review measurement

03 / Technical perspective

Engineering approach

A proposed analytics pipeline should document source freshness, attribution windows, and identity rules. Dashboards should expose uncertainty and avoid treating every reported measure as directly comparable.

This section outlines a proposed approach, rather than the company’s verified internal implementation.

04 / Reliability

Testing priorities

Reconcile source totals, test delayed events and identity changes, and verify time zone boundaries. A changed model or attribution window should be visible when interpreting historical comparisons.

05 / Source & attribution

Explore the product

This independent study is based on the company’s public website. The gallery contains imagery sourced from the company’s official website and public product resources. Images belong to their respective owners. This study does not claim a personal role in building the product.

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