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Paradox Machines
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Consumer / E-commerceCase Study

FabFitFun

A mid-market consumer e-commerce company lost its head of data. Paradox Machines stepped in with fractional leadership and hands-on engineering to stabilize the team and modernize the stack.

Days, not months
First-ever
data roadmap
Days, not months
to step in and lead
Zero
full-time hires required

The challenge

When FabFitFun’s head of data departed, the team lost the strategic direction needed to unify around a coherent roadmap. Work shifted toward ad hoc deliverables, and the value being created was hard to quantify without a clear framework. The underlying infrastructure — a mix of SaaS tools and homegrown legacy systems — kept the data model running, but wasn’t built for where the business needed to go next. Leadership needed a fast, credible way to restore direction without committing to a lengthy executive search.

What we did

Rather than deploying a platform, Paradox embedded as fractional data leadership with hands-on engineering support:

  • Developed the company’s first data roadmap, shifting the team from firefighting to higher-value projects
  • Onboarded dbt and trained the data engineering team on modern practices, including medallion-architecture pipeline design
  • Assessed the ingestion stack and initiated a migration from managed ETL tooling to self-hosted alternatives, reducing long-term platform costs
  • Took over day-to-day management of the data team, up-leveled engineers, and gave executives a single accountable owner for data

How we did it

The engagement prioritized stabilization first, then modernization:

  1. 1

    Assess

    mapped the existing Snowflake, Tableau, and Airflow environment and the legacy pipelines holding it together

  2. 2

    Lead

    stepped into the leadership gap immediately, setting priorities and restoring team direction

  3. 3

    Train

    introduced dbt and modern data engineering practices so improvements persist beyond the engagement

  4. 4

    Modernize

    roadmapped infrastructure changes that reduce cost and fragility over time

The results

  • A team with direction — the first-ever data roadmap has the team focused on high-value deliverables instead of ad hoc requests and firefighting
  • A modernized foundation — dbt adoption and medallion-architecture pipelines replace fragile legacy patterns
  • Executive peace of mind — leadership no longer worries about the data function day to day, freeing focus for other priorities

Best fit

Mid-market companies that lose senior data leadership and need someone who can step in fast — bringing strategy, hands-on engineering depth, and team management without the cost or timeline of a full-time executive hire.

Want results like these?

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