Founder Playbook · Starter Story

10 tactics from Andy Cloak

Data Fetcher$23K MRR

How I Built It: $23K/month micro-saas

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Idea validation
Having run into this problem on Airtable before, I thought — could I build this for this new platform that's taken off?… I kind of validated it by looking at their forums to see what problems people were running into.

Mine the host platform's forums — repeat painpoints are your validation signal

Validation doesn't require surveys or cold outreach. Pair a pain you personally hit with public evidence of others complaining about the same problem on the host platform's forums. That's enough signal to start building.

Idea validation
Step three is — you want to borrow a proven add-on or pattern from a more established platform. For me that was obviously Google Sheets and Airtable. And borrow all the UX from that, as well as making it feel native.

Port a proven add-on pattern from a mature platform to a younger growing one

The cleanest shortcut is finding a successful add-on on a mature platform and porting its pattern to a newer, growing one. Price points, UX, and demand transfer over wholesale, leaving only execution risk to absorb.

Shipping
I'd tell young Andy to do proper user testing — do it early, and do it often. I wasted almost an entire year without ever speaking to the people that are using what I'd built. And in one afternoon I found all of these UX issues.

One afternoon of real user testing fixes what a year of building blind cannot

Skipping user conversations is the single most expensive shipping mistake. One afternoon of watching real users surfaced UX fixes that lifted revenue and usage almost overnight, after nearly a year of building blind.

Launching
The main benefit is distribution. Being on the marketplace — especially being early to a marketplace on a growing platform — you've just got this steady stream of super qualified leads. And they trust you because you've been approved by the platform.

Be early on a growing platform's marketplace for a steady stream of qualified leads

Launching inside a growing platform's marketplace turns distribution into a passive system. Early entrants get trust-by-association and a steady drip of pre-qualified buyers, which is why the first paying customer can land within days.

Content
I could see certain use cases coming up again and again, certain APIs that people were connecting to. So I started doing content marketing around those use cases — writing blog posts, creating YouTube videos on the most popular integrations.

Turn the most-requested integrations into content — that drove 0→3K MRR

Recurring user requests become the content roadmap. Targeting the most-asked-for integrations with blog posts and YouTube videos turned anonymous traffic into the first real cohort of paying users and carried MRR from zero to three thousand inside a year.

Content
It was just that rinse and repeat for a couple of years — talking to customers, getting the feedback, building it in, and then telling people about it through content marketing. Went to 20K after 3 years.

Rinse and repeat: talk to users, ship, broadcast — 3K → 20K MRR for two years

The 3K to 20K MRR climb came from one boring loop, repeated for years: customer conversations surface needs, those needs get built, blog posts and videos broadcast the improvements. No new channels — just repetition.

Pricing
You can use that established platform to look at price points on there, and assume they'll be roughly similar on the growing platform.

Anchor pricing to comparable add-ons on the more established platform

Pricing a tool on a new platform doesn't need market research — anchor to comparable add-ons on the more established platform. Users in the same job-to-be-done segment carry their willingness to pay across ecosystems.

Onboarding
I realized that I could make it even easier for people. So I started building these no-code integrations — for even less technical people to use Data Fetcher. And that drove it through to 10,000 in MRR.

No-code integrations took MRR from 3K to 10K by unlocking less-technical users

Removing technical setup friction expanded the activatable audience beyond developers. Pre-built no-code integrations took MRR from 3K to 10K by letting less technical users reach value in their first session — same product, broader funnel.

Mindset
Every time I start to get distracted or I'm not working hard enough, I literally go to Claude and I say: 'Be my business coach and make me focus on the thing that's working, and talk me out of trying to launch something new.'

Use Claude as your accountability coach to beat shiny-object syndrome

The real reason solo founders chase new ideas is rarely platform risk or saturation — it's boredom when growth slows. Recruiting an AI accountability partner to argue against starting something new turns out to be a surprisingly effective substitute for a co-founder.

Bootstrapping
The biggest cost by far is the hosting — it's like $2,500 a month. The tools come to about $1,000. The office, the co-working, is $150. The total margin is 85%.

Solo SaaS at 85% margins: $2.5K hosting, $1K tools, $150 co-working

At $23K MRR, fixed costs run roughly $3,650 a month: hosting, a stack of SaaS subscriptions, and a co-working desk. No team, no ads, no investors — which leaves 85% margins as the default state and removes any pressure to grow faster than the product can support.