My Shopify app sat at 0 reviews for 3 weeks at $119/mo. I just made it free. Here's the honest math.
Solo dev. My app (an AI order-support agent for Shopify stores) went live on the App Store on June 16. Pricing: $119/month or $1,297 one-time. I was proud of that pricing. It said, "serious product."
This week I dug into what a 0-review app can actually expect, and the numbers were humbling. A new app with no reviews and no outside traffic realistically gets 0-2 organic installs a week. Roughly a third of ALL Shopify apps never receive a single review, ever. Shopify's own rule of thumb is ~1 review per 20 installs, and the ranking algorithm feeds on review velocity, so the listing is a flywheel that doesn't start itself.
Meanwhile every merchant who did click my listing met the highest-friction ask on the store: pay $119/month to an unknown developer with zero social proof, for an app that touches refunds.
So, I stopped defending the price and looked at what it was actually doing:
filtering out 100% of potential first users.
This week I shipped the free plan (full product, not a trial), renamed the listing around what merchants actually search instead of what sounded good to me, and started writing personal emails to store owners who recently left frustrated 1-star reviews on the big support apps. They already have the pain, they already know they have it, and "it's free and I'll set it up for you personally" is a very different ask than $119 on faith.
I'm not expecting the free badge to do anything by itself. The plan is boring: hand-won installs, honest feedback, earn the first reviews one at a time, and let the flywheel start from there.
Question for anyone who's been through the app-store cold start (Shopify or any marketplace): what actually moved your first ten users - and is there anything you'd tell me NOT to waste time on?
Nobody's actually answered your closing question, so here goes. What moves the first ten on a marketplace cold start is exactly the thing you already started: personal emails to merchants burned by the incumbents. The twist is to treat those ten as social-proof manufacturing, not revenue. Do the setup live on a call, capture the before/after, and ask for the review in that moment, while they're grateful and the refund headache just vanished. 1 review per 20 installs is the passive rate; hand-won and face to face you can get closer to 1 in 2. The install isn't the win, the review is, because that's what actually spins the flywheel you described.
What to NOT waste time on: ads or SEO while you're at zero reviews (you'll pay to pour traffic into a listing that can't convert it yet), and micro-optimizing the listing copy before you have enough impressions to read signal. Renaming it around what merchants search is worth doing once; A/B testing the wording at this volume is noise. For the next month, if a thing you're doing doesn't end in a review or a testimonial, it's probably a distraction.
I think the biggest realization here isn't that the price was too high—it was that the first thing merchants were being asked to trust was also the highest-risk part of their business.
Before people evaluate ROI, they evaluate whether they're comfortable taking that first step. Sometimes reducing friction creates more learning than defending the "right" price ever could.
Zero reviews and no social proof at $119/month is basically asking strangers to make a high-trust decision with zero evidence. The math was always going to be brutal at that price point before anyone had verified the thing was worth it.
Personally emailing store owners who left frustrated one-star reviews on competing apps is one of the best distribution moves in this post. Those people already know they have the problem, already tried to solve it, and are already annoyed about it. That's the warmest possible audience outside of someone actively searching right now.