Pipeline GurusAli Yousef Task

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Q3 2025 versus Full window (includes a partial month). An increase is not automatically good. When engagement falls while sessions rise, my assumption is paid.

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+535.2%

Sessions change

3,391 → 21,539

-5.3 pt

Engagement change

55.9% → 50.6%

+328.8%

Paid mix-column change

1,924 → 8,250

Columns
KPI comparison
Sessions3,39121,53918,148+535.2%More volume. I would check whether paid caused it.
Users (monthly sum)3,04818,70315,655+513.6%A sum of monthly rows, not unique people across the window.
Engagement rate55.9%50.6%-5.3 pt-9.5%Quality worsened even if volume rose.
Direct sessions7188,0137,295+1,016.0%This is the floor of the engine.
Paid sessions (mix column)1,9248,2506,326+328.8%Likely the spike mechanism.
Organic Search column4212,4602,039+484.3%This is the highest-quality scalable channel I can see in the full window.
Key events5,08613,2508,164+160.5%This total mixes hiring and generic actions. I would not treat a rise as leads.

What I noticed. Sessions moved +535.2% while engagement moved -5.3 points. Paid mix-column moved +328.8%.

How I am reading it. The later window bought more traffic of worse quality. That looks like the Paid Social pattern.

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Direction needs a quality test+535.2% sessions, -5.3 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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