Pipeline GurusAli Yousef Task

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Q4 2025 versus Q3 2025. An increase is not automatically good. When engagement falls while sessions rise, my assumption is paid.

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+9.6%

Sessions change

3,095 → 3,391

+7.3 pt

Engagement change

48.6% → 55.9%

+142.0%

Paid mix-column change

795 → 1,924

Columns
KPI comparison
Sessions3,0953,391296+9.6%More volume. I would check whether paid caused it.
Users (monthly sum)2,6663,048382+14.3%A sum of monthly rows, not unique people across the window.
Engagement rate48.6%55.9%+7.3 pt+15.0%Quality improved. I would confirm the mix.
Direct sessions1,504718-786-52.3%This is the floor of the engine.
Paid sessions (mix column)7951,9241,129+142.0%Likely the spike mechanism.
Organic Search column34242179+23.1%This is the highest-quality scalable channel I can see in the full window.
Key events1,4335,0863,653+254.9%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved +9.6% while engagement moved +7.3 points. Paid mix-column moved +142.0%.

How I am reading it. Volume and quality can disagree. I would read the mix columns before calling this growth or decline.

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Direction needs a quality test+9.6% sessions, +7.3 pt engagement.Volume and quality can disagree, so I would not call this growth from sessions alone.I would carry both numbers into any budget conversation.

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