426: How Your Data Model Shapes Your Product
The Bootstrapped Founder
12/05/25
•22m
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Jack Ellis recently shared that storing page views and custom events in separate database tables was his biggest mistake at Fathom Analytics. That got me thinking about my own data modeling decisions at Podscan—choices I made on day one that now, two years and 45 million episodes later, either enable or constrain everything I build.
Today, I'm exploring how your data model doesn't just store information, it fundamentally shapes how you think about your product. From the simple decision of whether to include teams in your authentication system to the complex realities of running full-text search across terabytes of transcript data, I'll share the migrations, the blue-green deployments, and the hard lessons about building flexibility into both your infrastructure and your founder mindset.
This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday
The blog post: https://thebootstrappedfounder.com/how-your-data-model-shapes-your-product/
The podcast episode: https://tbf.fm/episodes/426-how-your-data-model-shapes-your-product
Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid
You'll find my weekly article on my blog: https://thebootstrappedfounder.com
Podcast: https://thebootstrappedfounder.com/podcast
Newsletter: https://thebootstrappedfounder.com/newsletter
My book Zero to Sold: https://zerotosold.com/
My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/
My course Find Your Following: https://findyourfollowing.com
Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw
Previous Episode
425: AI Best Practices for Bootstrappers (That Actually Save You Money)
November 28, 2025
•22m
AI systems change constantly. Models get deprecated, APIs shift, and what works today might fail tomorrow. Instead of trying to keep up with everything, I've built my systems for permanent adaptability.
That means migration patterns that let me run old and new prompts side by side, using OpenAI's hidden Flex tier to cut costs by 50%, front-loading repeated data in prompts to maximize cache savings, and implementing circuit breakers so runaway AI costs can't blow up my bill. These aren't optimizations — they're how you run AI in production without losing your mind or your money.
This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday
The blog post: https://thebootstrappedfounder.com/ai-best-practices-for-bootstrappers-that-actually-save-you-money/
The podcast episode: https://tbf.fm/episodes/425-ai-best-practices-for-bootstrappers-that-actually-save-you-money
Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid
You'll find my weekly article on my blog: https://thebootstrappedfounder.com
Podcast: https://thebootstrappedfounder.com/podcast
Newsletter: https://thebootstrappedfounder.com/newsletter
My book Zero to Sold: https://zerotosold.com/
My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/
My course Find Your Following: https://findyourfollowing.com
Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw
Next Episode
427: Vibe Coding Won't Kill SaaS
December 12, 2025
•18m
The "vibe coding will kill SaaS" narrative is everywhere right now, and I think it's completely wrong. Yes, anyone can spin up a Lovable or Bolt.new project in an afternoon. But there's a fundamental confusion happening: people are mistaking software products for software businesses. SaaS was never really about the software — it was always about the service, the operations, the years of edge cases and integrations and customer conversations that make a product actually work.
In this episode, I break down why vibe-coded solutions fall apart the moment real customers show up, why "comprehension debt" is the hidden killer of AI-built projects, and how we might need to shift our messaging to make the invisible 20% of our work visible to buyers who now think they could build everything themselves.
This episode of The Bootstraped Founder is sponsored by Paddle.com
You'll find the Black Friday Guide here: https://www.paddle.com/learn/grow-beyond-black-friday
The blog post: https://thebootstrappedfounder.com/vibe-coding-wont-kill-saas/
The podcast episode: https://tbf.fm/episodes/427-vibe-coding-wont-kill-saas
Check out Podscan, the Podcast database that transcribes every podcast episode out there minutes after it gets released: https://podscan.fm
Send me a voicemail on Podline: https://podline.fm/arvid
You'll find my weekly article on my blog: https://thebootstrappedfounder.com
Podcast: https://thebootstrappedfounder.com/podcast
Newsletter: https://thebootstrappedfounder.com/newsletter
My book Zero to Sold: https://zerotosold.com/
My book The Embedded Entrepreneur: https://embeddedentrepreneur.com/
My course Find Your Following: https://findyourfollowing.com
Here are a few tools I use. Using my affiliate links will support my work at no additional cost to you.
- Notion (which I use to organize, write, coordinate, and archive my podcast + newsletter): https://affiliate.notion.so/465mv1536drx
- Riverside.fm (that's what I recorded this episode with): https://riverside.fm/?via=arvid
- TweetHunter (for speedy scheduling and writing Tweets): http://tweethunter.io/?via=arvid
- HypeFury (for massive Twitter analytics and scheduling): https://hypefury.com/?via=arvid60
- AudioPen (for taking voice notes and getting amazing summaries): https://audiopen.ai/?aff=PXErZ
- Descript (for word-based video editing, subtitles, and clips): https://www.descript.com/?lmref=3cf39Q
- ConvertKit (for email lists, newsletters, even finding sponsors): https://convertkit.com?lmref=bN9CZw
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