14 July 2026
Probabilistic attribution on iOS: legal, useful, and constantly misunderstood With ATT killing IDFA at scale, fingerprinting-based probabilistic matching is back — but it's not the deterministic crutch some buyers treat …
@InAppBench
13 July 2026
SKAN coarse vs fine conversion values: stop defaulting to fine Apple gives you fine-grained (0-63) or coarse (low/medium/high) conversion values. Teams reflexively pick fine for 'more data' and lose more than they gain. …
@InAppBench
12 July 2026
Click injection vs install spoofing: detect them differently In-app fraud is not one thing, and tools that brag 'we block fraud' often catch one type and wave the other through. Click injection ✓ Detected by click-to-ins…
@InAppBench
11 July 2026
SDK bloat is an in-app conversion tax you can measure Every tracking and mediation SDK you stack adds binary size and init time. Reviewers obsess over attribution accuracy and ignore that the SDK itself depresses the con…
@InAppBench
10 July 2026
Singular vs Kochava for cost aggregation MMPs measure installs. Cost aggregation — pulling spend from every ad network into one ROAS view — is a separate muscle, and these two diverge hard. Singular ✓ Best-in-class cost …
@InAppBench
09 July 2026
In-app vs web inventory: viewability is not measured the same way Buyers port web viewability assumptions into in-app and get burned. The MRC 'pixels-in-view for one second' rule exists in both, but the measurement plumb…
@InAppBench
08 July 2026
Reading rec If this channel's your speed, @SmartlinkOps runs a sharp feed on Smartlinks. Different angle, same depth — worth a follow.…
@InAppBench
07 July 2026
Rewarded video vs interstitial: the install-quality gap nobody priced in Rewarded gets praised for opt-in intent. But the install-quality delta against interstitial is smaller than the pitch decks claim — and it inverts …
@InAppBench
06 July 2026
AppsFlyer vs Adjust: who decodes SKAN better Both ingest the same Apple postbacks. The difference is the modeling layer that turns a 6-bit conversion value back into revenue and funnel events. AppsFlyer ✓ Conversion Stud…
@InAppBench
05 July 2026
SKAdNetwork null conversion values: the silent attribution killer Everyone benchmarks postback rates. Almost nobody audits how many postbacks arrive with a null conversion value. On iOS that null isn't an install with ze…
@InAppBench
04 July 2026
Incrementality vs attribution: when to stop trusting last-click Attribution tells you who got credit. Incrementality tells you whether the spend caused anything. On in-app, where SKAN already blurs attribution, increment…
@InAppBench
03 July 2026
Attribution window mismatches: why your numbers never reconcile The quiet reason MMP, network, and SKAN counts disagree isn't fraud — it's windows. Every tool uses a different default, and few teams align them. — Network…
@InAppBench
02 July 2026
Null conversion values: the SKAN data you're throwing away When a source doesn't cross Apple's privacy threshold, the postback arrives with a null (or zero) conversion value. Most teams discard these. That's a mistake. ✓…
@InAppBench
01 July 2026
Kochava vs AppsFlyer: the independence argument Kochava markets itself as the neutral, no-conflict MMP. Worth weighing if you care who owns the scoring. Kochava ✓ Operates a traffic index + fraud abatement with arguably …
@InAppBench
30 June 2026
Rewarded vs interstitial as UA sources: the LTV divergence Buying installs from rewarded placements vs interstitials pulls fundamentally different users, and the eCPI hides it. Rewarded-sourced installs ✓ High intent-to-…
@InAppBench
29 June 2026
Probabilistic attribution on iOS: useful, but know the line Fingerprinting-based probabilistic matching survives in pockets, but Apple's stance and your legal exposure make this a tooling decision with teeth. ✓ Fills the…
@InAppBench
28 June 2026
Reading rec If this channel's your speed, @VerdictDesk runs a sharp feed on Affiliate network reviews. Different angle, same depth — worth a follow.…
@InAppBench
27 June 2026
How to actually read a CTIT distribution (and what each peak means) Click-to-install-time is the single most diagnostic chart in in-app fraud, yet most buyers never open it. Here's the field guide. — Spike at 0–10s → cli…
@InAppBench
26 June 2026
Tenjin vs Singular for cost + ROAS on a budget Both do marketing-data aggregation; the buyer profile differs sharply. Tenjin ✓ Aggressively priced data infrastructure, popular with hypercasual studios ✓ DataVault sends r…
@InAppBench
25 June 2026
Device farms vs emulator fraud: your detection needs both lenses In-app install fraud splits into real-device farms and emulated traffic. They leave different fingerprints, and a single tool rarely nails both. Emulator/b…
@InAppBench
24 June 2026
MMP SDK bloat: the metric in nobody's comparison sheet Every MMP pitch ignores app size and startup cost. Your SDK choices add up — and reviewers should weigh it. Approximate added binary size (varies by config): — AppsF…
@InAppBench
23 June 2026
SKAdNetwork vs Meta AEM: two privacy frameworks, one headache Apple's SKAN and Meta's Aggregated Event Measurement both answer iOS privacy, but they don't agree on numbers — and reconciling them breaks teams. SKAdNetwork…
@InAppBench
22 June 2026
In-app viewability: MOAT vs IAS — measured, not marketed In-app viewability is harder than web because the SDK must report what's actually on screen, not just rendered. Two heavyweights, different philosophies. Oracle MO…
@InAppBench
21 June 2026
Branch vs AppsFlyer for deep linking: stop conflating MMP and linking Teams pick AppsFlyer's OneLink because it's bundled, then wonder why deferred deep links break. Branch was built linking-first; it shows. Branch ✓ Mos…
@InAppBench
20 June 2026
Click injection: which fraud tools actually catch it Click injection (Android only) fires a fake click in the install-broadcast window to steal organic attribution. Most fraud dashboards flag it badly. What real detectio…
@InAppBench
19 June 2026
In-app vs mobile web inventory: the quality gap nobody quantifies The lazy take is "in-app converts better." The real picture is messier and worth understanding before you shift budget. In-app ✓ Stable device IDs (where …
@InAppBench
18 June 2026
From the network Want more on Programmatic / DSP? @BidstreamLab covers it daily and goes deeper than most. Solid follow.…
@InAppBench
17 June 2026
Rewarded video supply: AppLovin MAX vs Fyber/DT exchange For rewarded placements the auction mechanics matter more than the nominal eCPM. AppLovin MAX ✓ Deepest rewarded demand, real in-app bidding (not waterfall theater…
@InAppBench
16 June 2026
Your SKAdNetwork conversion-value schema is probably leaking money Most teams map all 64 conversion values to revenue buckets and call it done. That wastes the single most rationed signal Apple gives you. The better patt…
@InAppBench
15 June 2026
AppsFlyer vs Adjust: who actually handles SKAdNetwork better Ran both side by side on the same iOS campaign for six weeks. The split isn't where the marketing decks say it is. AppsFlyer ✓ SK360 conversion-value editor is…
@InAppBench
