Hafsa Saleh
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Articles

Notes on marketing analytics, ETL and attribution — mostly things I wished someone had written down before I had to work them out.

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  • 26 Aug 2026

    Drowning in Data, Starving for a Decision

    Why more dashboards make decisions slower — and how the practices that move fast replaced five conflicting reports with one number they'd bet on.

    data-governancereportingdecision-makingservice-businesses
  • 24 Aug 2026

    Clicks Don't Pay the Bills

    Why cost per lead is a trap — and how connecting online ad data to offline revenue reveals which channel actually produces paying clients.

    attributionpaid-mediamarketing-analyticsservice-businesses
  • 22 Aug 2026

    You're Filling a Leaky Bucket

    The cheapest growth you have is keeping the clients you're quietly losing — and the signal that predicts who's about to lapse is already sitting in your data.

    churnretentionpredictive-modellingservice-businesses
  • 20 Aug 2026

    You're Not Short on Leads — You're Short on Answers

    Why connecting your platforms is now the difference between guessing and growing — for law firms, medspas, clinics, dental practices and real estate teams.

    attributionmarketing-analyticsservice-businessesdashboards
  • 18 Aug 2026

    A model nobody deploys is a hobby

    Why I care more about the gap between technically correct and actually used — and what I plan to write about here.

    analyticsattributionwriting

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