Merge Gardens: keep a later receipt-validation change out of an earlier result

Analysis

By Isaac Turner, Measurement Editor3 min read

View author profile
Merge Gardens: keep a later receipt-validation change out of an earlier result

Futureplay's public case contains two useful milestones with different dates. Keeping them separate prevents a later data-quality improvement from becoming the explanation for an earlier campaign result.

Futureplay's public case contains two useful milestones with different dates. Keeping them separate prevents a later data-quality improvement from becoming the explanation for an earlier campaign result.

What the public case establishes

AppsFlyer's Futureplay and Mistplay case reports Merge Gardens acquisition outcomes for January 2026. It separately says receipt validation rolled out on iOS and Android in March 2026, with cleaner purchase signals afterwards. The account also describes channel and geographic expansion supported by attribution and revenue measurement. AppsFlyer case study.

This debrief analyses a public customer case published by a commercial supplier. It is not an original UA Ledger interview. The chronology below follows the supplier’s account; we did not inspect the advertiser’s dashboards or interview its staff.

The decision worth examining

The sequence matters: a March intervention cannot cause a January outcome. Both milestones may belong in a successful business relationship, but they answer different questions. The earlier result concerns campaign expansion against a target, while the later change concerns the quality of events entering measurement and optimisation. A debrief should preserve that causal boundary even when the headline joins them.

The proposed chronology gives every intervention its own effective date, affected population and result window. Target-relative performance is recorded separately from performance relative to another campaign. Exceeding a goal does not reveal the absolute return or whether the goal was demanding, so the target definition must accompany any decision based on the reported margin.

A usable next check

Build a dated intervention ledger for a current expansion project. Match every claimed outcome to changes already active during the relevant period, and identify later changes that cannot explain it. For receipt validation, replay accepted and rejected events and compare resulting signals separately. Keep geographic target attainment in its own analysis rather than using the validation exercise to certify it.

Reference table
Test elementProposed specification
ControlNarrative combines all partnership milestones into one outcome
VariantEach intervention is matched to its eligible time window and population
ReadoutChronology consistency and separate target-relative versus absolute outcomes
Stop or rejectReject causal explanations whose intervention occurs after the result window

Download the populated case worksheet. Its control, variant and decision rules are a proposed experiment, not an account of results already measured. Keep the source URL with the worksheet when circulating it so reported findings cannot become unattributed team benchmarks.

Evidence boundary

All advertiser outcomes remain supplier-reported. We did not inspect receipts, targets, budgets or campaign allocation. The case does not establish a universal benefit from rewarded traffic or a verified return forecast for another game.

For background, see reading an mmp dashboard without fooling yourself and cohort quality checklist ua spend. These are existing archive discussions, not independent certification of this case. No first-hand campaign result is asserted.

Featured

Related posts

measurement

media buying

·

1 min read

Using predicted LTV in bids: disclosure checklist for the UA team

measurement

media buying

·

1 min read

Blended ROAS targets that hide channel failure in F2P portfolios

measurement

media buying

·

2 min read

Web-shop LTV with VAT-inclusive prices versus store net proceeds (labelled synthetic)

measurement

media buying

·

1 min read

View-through attribution windows on F2P rewarded and interstitial traffic

More from the Measurement desk

measurement

·

2 min read

Airbridge adds Amazon Ads as an app measurement channel

measurement

·

2 min read

When to freeze a cohort for payback review (and when not to)

measurement

·

1 min read

Web-shop purchaser quality vs store IAP purchaser quality

measurement

·

1 min read

Web-shop attributed revenue in MMP vs payment-provider settlements