DropCommerce: CAD 78,000 MRR in Three Years — Why It Dropped Ads and Bet on the Shopify App Store

Amounts are generally in Canadian dollars (1 CAD = ¥110). Some figures quoted directly from the AMA are stated in US dollars, so currency is specified explicitly throughout.

What happened over three years

DropCommerce is a dropshipping app for Shopify stores. Its one defining differentiator: instead of connecting merchants to cheap overseas (mainly Chinese) suppliers, it connects them to high-quality suppliers based in the US.

Founder Patrick Kelly started the company in 2018 with a co-founder. By the time of his December 2021 AMA, MRR stood at CAD 78,000 (about ¥8.58 million/month, or roughly ¥103 million annualized), with a team of 10 (8 full-time). No outside funding — fully bootstrapped.

The question worth investigating here is what actually drove the growth. The short answer: not paid ads, not sales outreach, organic traffic from the Shopify App Store.

Revenue and team growth over time

From $3,000 in August 2019 to $46,000 in May 2020, roughly 15x in just nine months. That period overlaps directly with the e-commerce demand explosion driven by the pandemic, and that’s a premise that can’t be left out of this story.

Validation happened before the build

In July 2018, before launch, Kelly’s first move was emailing US brands. He confirmed that suppliers willing to wholesale product for dropshipping actually existed, before writing any code.

This cuts to the heart of what a marketplace business really is. A dropshipping app’s value doesn’t come from its features. It comes from the quality and quantity of its supply side. If supply doesn’t show up, no amount of good UI produces any value. Validating supply first was a decision worked backward from that structure.

And from day one of launch, 18 installs. That’s a result of tapping into an existing demand pool inside the App Store, not traffic acquired from zero.

The decisive factor was organic App Store traffic

Kelly’s own words are direct: “Organic traffic from Shopify was everything.”

By contrast, he explicitly states that both paid ads and direct email outreach to Shopify user lists had poor ROI. The structure: the dropshipping market was oversaturated, ad costs were high, and customer acquisition cost didn’t pencil against a $10–$20/month subscription.

So how did organic traffic grow? He points to “providing excellent customer support” and holding the App Store rating at 4–4.6 stars. These two aren’t unrelated. Exposure in the Shopify App Store depends heavily on review ratings and install counts. Invest more in support → reviews improve → store ranking rises → installs increase → more reviews follow. Once this loop starts spinning, acquisition cost is effectively replaced by support headcount.

Ad spend bleeds away in bidding wars against competitors, while investment in support accumulates as an asset, ratings. The same dollar can either leak out or compound. That’s the core mechanism of this case.

Pricing kept a cheap tier in the mix

Pricing runs a freemium tier structure: a free plan (up to 3 suppliers, no order processing), a $10/month plan, and a $20/month plan with access to more suppliers. And roughly one-third of revenue comes from the cheap tier.

Maximizing MRR would normally mean focusing on the high-price tier, but DropCommerce kept the cheap tier around. Most people getting into dropshipping are individuals whose store hasn’t yet found its footing. Accepting them at $10/month lets a share of the successes graduate to higher tiers later. The free and $10 tiers are revenue sources, but they’re also the population that sustains review counts and store ranking.

What didn’t work

The AMA is specific about what got rejected. One was paid advertising. The market was saturated and acquisition cost didn’t match lifetime value. The other was direct email outreach to Shopify user lists, which also didn’t produce results.

Structural risk remains too. Nearly all revenue depends on a single channel, the Shopify App Store. Algorithm changes, review policy changes, and Shopify itself building the feature natively are all outside anyone’s control. And the 2020 growth spurt includes the tailwind of pandemic-driven e-commerce demand across the entire market.

On competition, Kelly says: “if the market is big enough and growing fast enough, having competitors is no reason to be discouraged.” In fact, roughly six months before the AMA, he’d already stepped back to start working on a new business. DropCommerce had become an organization that ran even with the founder off the floor.

There’s also technical detail on record. The frontend runs on React, the backend on Django REST Framework and Python, hosted on Heroku and Amazon RDS, even at scale, infrastructure runs roughly $1,000/month. Against CAD 78,000 MRR, that’s an extremely light infrastructure cost.

What generalizes, and what doesn’t

What’s reproducible: choosing a platform’s own app store as the main battleground. Shopify, WordPress, Notion, Slack. All of these have existing user demand concentrated in one place, where reviews and ratings translate directly into exposure. For individuals and small teams who can’t buy ad spend, this is one of the few places where support quality can be converted directly into currency.

The other is the sequence of validating supply before demand. In marketplace-type businesses, securing supply is often harder than finding demand.

Harder to reproduce are the externals: the pandemic as a tailwind (the three-month run from $12,000 to $46,000 can’t be explained by execution alone under normal conditions) and the Canadian policy environment that let a hiring grant lighten early payroll costs. The “US-based suppliers” positioning, too, worked as a differentiator specifically against a market then dominated by cheap China-originated dropshipping. There’s no guarantee the same positioning holds in today’s market as-is.

Related reading

• How Carrd reached $2M ARR by cutting features down to the essentials — a zero-ad-spend design philosophy that broke into a huge market
• Sidekiq and its developer — the structure behind a high-margin SaaS run by a small team