Pipeline GurusAli Yousef Task

Engagement

Volume and quality did not move together. Device mix explains part of the Paid Social trough for me: mobile is the majority, and Android WebView is more than a third of users.

55.9%

Engagement rate in this slice

27s

Session-weighted avg time

57.8%

Best month in slice

Jul 2025

48.6%

Weakest month in slice

Aug 2025

Rate and time

Bars: engagement rate. Line: average engagement time (seconds).
View series as a table
MonthEngagement rateAvg time (s)
Jul 2557.8%25
Aug 2548.6%35
Sep 2552.4%28

What I noticed. February 2026 is 64.6% when present. April is 37.5%. July 2026 time is 42 seconds when paid recedes.

How I am reading it. A session increase that coincides with Paid Social usually looks like a quality decrease to me. Time recovering when paid disappears looks like a healthier mix, though one month is not enough for me to call it a new baseline.

What I would look at next. I would keep engagement beside sessions in every paid review.

Device (full window)

Mobile54.4%39.1%Majority device, weaker engagement
Desktop43.8%65.2%Higher quality
Android WebView36.1%35.4%9s average time
Chromen/a63.9%27s average time

Where I would go next

What I noticedThe numbersHow I am reading itWhat I would do next
Mobile is the conversion constraint54.4% of users, 39.1% engagement vs desktop 65.2%.The majority device is getting the weaker session.I would fix mobile landings before buying more in-app traffic.

Read the audience narrative

Engagement