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.

50.6%

Engagement rate in this slice

17s

Session-weighted avg time

64.6%

Best month in slice

Feb 2026

37.5%

Weakest month in slice

Apr 2026

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
Oct 2556.9%31
Nov 2559.9%17
Dec 2540.5%9
Jan 2652.5%12
Feb 2664.6%19
Mar 2640.4%11
Apr 2637.5%10
May 2646.5%13
Jun 2650.4%12
Jul 2650.3%42
Aug 2649.5%25
Sep 26* (MTD)45.1%21

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