LiveOps Infrastructure AB Testing Cohorting and Dashboards
Most LiveOps conversations start with content. Events, passes, seasonal calendars. All of that matters.
But before you can run great LiveOps, the foundation underneath it needs to be solid. And that foundation isn't AI, it's infrastructure.
Three things I think about the most:
- A/B Testing Infrastructure
If you can't test variants cleanly across cohorts, you're not experimenting. You're guessing. A proper A/B framework means you can isolate variables, run statistically meaningful experiments, and actually know whether a change moved the needle or just correlated with something else that happened that week.
The infrastructure question isn't "can we run A/B tests?" It's "can we run 10 tests simultaneously without one contaminating another?"
- Cohorting and Segmentation
A new player on Day 1 has completely different needs than a whale who's been grinding for six months. Good segmentation tools let you define those groups by behavior, spend, and lifecycle. The goal is to target your LiveOps content precisely, not broadly.
Spray-and-pray events look like great LiveOps. Cohort-targeted events are great LiveOps.
- Dashboards and Data
This one sounds obvious, but the number of teams still flying blind on basic KPIs is genuinely surprising. Clean event tracking, retention curves, funnel analysis, economy health: these are table stakes, not nice-to-haves. And your dashboards need to be readable by the whole team, not just your data team.
If your LiveOps PM has to wait two days for a custom query to understand whether yesterday's event worked, the system is broken.
Sensor Tower's 2025 data confirms the shift: mobile IAP revenue grew 4% year-over-year even as overall downloads fell 7%. Studios that invested in retention infrastructure held their ground. The ones that didn't had to keep spending more on UA to cover what they couldn't keep.
Content is the visible layer. Infrastructure is what makes it sustainable.
What does your LiveOps stack look like? I'd love to compare notes.
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#liveops #mobilegaming #gameproducer #abtesting #datadriven #playerretention #liveservice #gamedev #mobilegamingindustry #productmanagement