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What to Automate in Paid User Acquisition: 25 Mobile UA Checks, Ranked by Spend at Risk

What to automate in paid user acquisition: 25 checks UA teams should stop running by hand, each with its formula, why humans skip it, and what's at risk.

Oct 19, 2026 - 8

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If you're deciding what to automate in paid user acquisition, start with the checks that put the most spend at risk when they're missed and that humans skip most often. Those are rarely the ones on your dashboard. Account-level CPI gets looked at every morning anyway. The money leaks through ad set failures hidden inside healthy campaigns, small markets nobody looks at, measurement breaks that look like performance changes, and winners held back by a budget cap. Below are 25 checks, ranked by our judgment of spend at risk when skipped. Each comes with the one-line formula and the reason people stop running it by hand.

Before any of them: the validity gate. Automating a check without a volume and materiality floor gives you an alert stream you'll learn to ignore within a week. Every check below assumes slices with too little data are suppressed or pooled first. See minimum sample size for UA decisions.

Tier 1: automate these first (1–8)

Tier 2: high value, easy to forget (9–17)

Tier 3: weekly, upside and hygiene (18–25)

How to automate them without drowning

Turning these into automation takes five decisions:

  1. Write the formula down exactly. "CPI is high" isn't a check; "7-day CPI ≥ 20% above its own 28-day baseline, with ≥ $100/day spend" is.
  2. Gate every slice for volume and materiality before it can alert.
  3. Pick the cadence. Delivery metrics daily; cohort metrics, vs-norm comparisons and creative rankings weekly. Cohorts need time to mature. Why: daily vs weekly UA checks.
  4. Deduplicate by root cause. One network's CPM spike trips checks at account, OS, geo and campaign level at once. Without dedupe, one problem becomes six alerts.
  5. Rank by spend at risk × size of deviation × confidence, and send one short brief, not a stream of notifications. See spend at risk prioritization.

The three ways to build this — platform rules, an LLM with MCP, or an autonomous audit — are compared in how to automate campaign performance review. The complete list these 25 are drawn from is the mobile UA audit checklist.

Where PvX Delta fits

PvX Delta runs this kind of library every night across your MMP (AppsFlyer, Adjust or Singular) and Meta Ads and Google Ads. Access is read-only, through official APIs. The validity gate, deduplication and spend-at-risk ranking run on every pass, and the output is a morning decision brief. Eighteen of the 25 checks above run in Delta today. Seven aren't in Delta yet, because the data they need isn't available to it yet or the check is still under review: numbers 4, 9, 14, 15, 16, 24 and 25. For those, use the manual method in each linked guide. The full, current list is the PvX Delta check library. Delta is free and advisory: it tells you what to change, and you change it.

Stop running these by hand.

Free, read-only, official APIs.

See how PvX Delta works →

Sources

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