I’m a non-coder trying to stretch my AI and automation skills. I’m building a no-code or low-code tool that takes a list of portfolio URLs from creatives (like designers or developers), extracts key info (name, email, role, skills, project media, resume links, etc.), and stores it in a database to be reviewed through an AI-generated UI.
Current broken Make.com scenario:
Figma Make project with supabase integrated:
Nothing is fully working yet. My biggest challenge is that every portfolio site is built differently. Some show email addresses or resumes, others don’t. There’s no consistent structure to work with. I’ve been using Make[dot]com to build a flow like: webhook input → AI extraction → Supabase → UI polling. But I’m new to all of this and now getting stuck on issues like this error:
The service https://ztzgkiktsfdowlbkvfyj.supabase.co.supabase.co/rest/v1/ is temporarily unavailable
I also don’t know how to properly link my Supabase project to the Figma-based UI I created with Make.
What I need help with:
Is there a way to build this entirely for free (or nearly free)?
If not, what are the lowest-cost tools you’d use for scraping, processing, storing, and displaying the data?
Can AI or browser-based tools reliably extract structured info from inconsistent web layouts without coding custom rules?
The core goal is:
Input a list of portfolio links
Extract structured info even if each site is unique
Store it in a way that supports filtering and comparison in a simple UI
Any guidance, tool suggestions, or similar examples would be appreciated. No-code or AI-based preferred, but low-code is fine too. Thanks.

