From iGaming to Subscription Apps: What Transfers in Paid UA

I didn’t start in clean, well-funded subscription apps. I started buying traffic in iGaming, crypto and web arbitrage, verticals where the feedback loop is brutal and every mistake is your own money. That school shapes how I run app UA today, mostly for the better.

Economics first, or you go broke by Friday

In arbitrage there’s no runway to hide a bad campaign. You learn to model CAC, payback and margin before you scale, because the alternative is a fast, personal loss. Bring that to a subscription app and you stop confusing cheap installs with progress. The math comes first, always.

Creative velocity is a survival skill

High-competition verticals fatigue creative in days, so you build a machine that ships and tests volume. That muscle transfers directly: on Meta and TikTok the creative is the lever, and the team that produces and kills ideas fastest wins. Most app teams test creative far too slowly.

Measurement you actually act on

When it’s your money, you don’t wait a quarter to learn a channel failed. You build fast, honest signal and act on it. That bias toward measurement you can move on, rather than perfect attribution you can’t, is exactly what iOS and SKAN now demand.

Funnel obsession

Affiliate and arbitrage buyers live and die by the landing page and the offer. That funnel obsession is the core skill behind Web2App: the post-click flow, the paywall, the price test. Many app teams pour money into ads and ignore the page that actually converts.

What doesn’t transfer

Plenty. Subscription apps are a longer game: real retention, brand, app-store and platform compliance, and LTV that compounds over months instead of a quick flip. The discipline carries over; the time horizon and the guardrails are different, and respecting that is part of the job.