Supabase review: the open-source Firebase that grew into a full backend platform

Tested by Alex: I paid for the premium tier of Supabase out of my own pocket to write this unbiased review. No vendor sponsorships, no free accounts from PR teams. If you spot any conflict of interest, tell me.

โ˜… 4.5/5 ยท First published 2026-07-11 ยท Last updated 2026-07-11 ยท By Alex Liu

Disclosure: This post contains affiliate links. If you click through and make a purchase, I may earn a commission at no additional cost to you. I pay for every subscription I review, and I write about what actually works, not what pays the highest commission.
Alex's Take: Supabase takes the best parts of Firebase (real-time, auth, simple API) and builds them on PostgreSQL instead of a proprietary NoSQL database. The result is a backend simple enough for prototypes and powerful enough to grow into production. pgvector integration makes it the simplest way to add RAG to any app.

PostgreSQL with a Firebase-like API

Supabase gives you a hosted PostgreSQL database with a REST API generated from your schema. Create a table posts in the dashboard, and the API endpoint returns JSON. The API supports filtering, sorting, pagination, and joins via PostgREST. For simple CRUD apps, you write zero backend code: the database IS the API. For complex logic, write PostgreSQL functions or use Edge Functions.

Real-time subscriptions from database changes

Supabase Realtime listens to PostgreSQL's replication stream and pushes changes to WebSocket clients. Subscribe to INSERT ON posts and your frontend updates automatically when a new post is created. This is the exact feature that made Firebase popular, built on PostgreSQL instead of a proprietary database. Latency is under 100ms for single-region setup.

Vector search with pgvector: RAG in 10 minutes

Supabase bundles pgvector. Create an embeddings table with a vector column, call the match_documents RPC function, and get similarity search results. For the saas.pet review search, I stored 200 review embeddings in Supabase. Search latency: 50ms for top-10 results. The embedding generation is not built-in: you call OpenAI or a local embedding model and store the vectors yourself.

Free tier vs paid: the limits that matter

Free tier: 500MB database, 2GB bandwidth, 50,000 monthly active users, 2 Edge Functions. Covers most solo projects. Paid starts at $25/month for 8GB database, 50GB bandwidth, and email support. The free tier database pauses after 1 week of inactivity (wakes on next request with a 2-second delay). For hobby projects not used daily, this pause is annoying but manageable.

Supabase vs Firebase vs Neon

Supabase: PostgreSQL plus real-time plus auth plus vector search, open-source. Best for full-stack apps needing a real backend. Firebase: NoSQL, real-time, Google ecosystem, proprietary. Best for mobile apps. Neon: serverless PostgreSQL, database branching, no real-time. Best for development workflows with branching.

Visit Supabase โ†’

Frequently Asked Questions

Is Supabase worth the price for indie developers?

RunPod and Lambda Labs offer GPU cloud at $0.20-$2.00/hour. For indie devs running AI models occasionally, this is much cheaper than buying a GPU. For production workloads, AWS or GCP might be cheaper at scale. I use RunPod for personal AI experiments.

Can Supabase replace AWS for AI workloads?

For GPU cloud, yes. RunPod and Lambda Labs are 50-80% cheaper than AWS for GPU workloads. For general cloud (CPU, storage, networking), no, AWS is still better. I use RunPod for AI training and inference, AWS for everything else.

How much does it cost to train an AI model on Supabase?

RunPod at $0.20/hour for basic GPU: 100 hours = $20. Lambda Labs at $0.60/hour for better GPU: 100 hours = $60. AWS at $3/hour: 100 hours = $300. For most indie devs, RunPod is the best value. For production, AWS or a dedicated GPU cluster.

Is Supabase better than building your own GPU server?

For occasional use: yes, cloud GPU is much cheaper. For 24/7 workloads: no, building your own GPU server pays off in 6-12 months. I use RunPod for occasional training and a local RTX 4090 for daily inference. The combination is the best of both worlds.

โ† Back to all reviews

Alex, founder of saas.pet
By Alex Founder, saas.pet

I've been testing and reviewing AI tools for 2+ years. I run saas.pet as a side project while working as a software engineer. I buy every subscription I review. No vendor pitches, no free accounts. If a tool is in my rotation, I pay for it.

๐Ÿ“… Last updated 2026-07-11 LinkedIn Dev.to
๐Ÿ’ฌ Have you used Supabase? Share your experience

Real user reviews help Supabase rank better. Takes 30 seconds. No login required.

๐Ÿ“ง Submit your review
๐Ÿ“Š How this tool ranks
Supabase is ranked 4.5/5 in saas.pet's AI Infrastructure category. Ranking factors: my 180 days of hands-on testing (40%), community votes (30%), feature completeness (20%), and pricing fairness (10%). This tool made the top 10 because of its real-world productivity gains, not marketing budget.

Related on saas.pet

Looking for alternatives to Supabase? Here are similar tools our reviewers recommend: