
34 Truths Nobody Tells You About Scaling a Consumer App
I ran marketing and day-to-day operations for Cal AI as we scaled from nothing to $50M ARR in roughly 18 months.
22 articles

I ran marketing and day-to-day operations for Cal AI as we scaled from nothing to $50M ARR in roughly 18 months.

That playbook worked when building the product was hard and distribution was cheap, but the opposite is true in 2026.

only 1.7% of apps in the iOS App Store make $20k/mo+ that's over 30,000 apps (i researched all manually, no ai)

Appkittie has data of all apps, their revenues & downloads

If you take one thing away from this article, it’s that design is a trust signal, and trust is what converts.

Most onboarding flows lose people before they ever see the offer.

This paywall structure made me $10,578 in 62 days.

We’ve designed hundreds of app experiences, and one thing we’ve learned is that good onboarding isn’t about explaining every feature.

Reduce “friction” by shortening your onboarding by cutting steps to get users into the app as fast as possible.

The product is not the problem. The order of operations is.

Most indie devs build a paywall, pick a price that feels "fair," and wonder why nobody converts.

The product ain't special, but it's important.

You Have a Few Days to Copy Fable 5’s Brain Into a Cheaper Model. Here Is How. July 12 is the last day Claude Fable 5 sits inside your plan for free. After that, it moves to pay-per-use credits, and…

This is part 3 of my TikTok ads series for indie iOS developers. If you haven't read the first two, start there — this article builds directly on them:

the founders doing $100k to $400k mrr on organic are not smarter than you, they are just running a system thats working, which is NOT outdated.



The first app I shipped took months longer than it should have. So I wrote it all down. This is the checklist I now run for every single app, empty repo to App Store, nothing skipped. It's built for…

There is one thing that will make or break your app's revenue, and it's not your idea, your design, or even your marketing.

I run a bootstrapped iOS subscription app. For months I was burning ad budget into TikTok and getting back garbage: 0 conversions in Ads Manager while my payment processor clearly showed people subsc…

ill try to keep the yapping to a minimum, cause my attention span is also that of a goldfish. but a few things before i go through each section.

Over the course of roughly 12 months Mario (@null_deref ) and me scaled our app Pushscroll to $100k+ MRR and 1M+ Users across Android and iOS.

For the past 3 months, I have been studying the onboardings of the top mobile apps.