LanceDB vs ShapedQL: Which Should You Choose in 2026?
Choosing between LanceDB and ShapedQL comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
LanceDB
Serverless vector database for AI applications
Best for you if:
- • You want the higher-rated option (8.2/10 vs 0.0/10)
- • You need something completely free
- • You need vector databases features specifically
- • LanceDB is an open-source vector database for AI and ML applications
- • It stores and queries embeddings with serverless deployment options
ShapedQL
The real-time retrieval engine for search, feeds, and AI agents, powered by a SQL interface.
Best for you if:
- • You need personalization features specifically
- • Real-time relevance engine for personalized search, feeds, and AI agents.
- • Uses a SQL interface (ShapedQL) to build multi-stage ranking pipelines with ML models.
| At a Glance |  LanceDB |  ShapedQL |
|---|---|---|
Price | Free | Free + Paid |
Best For | Vector Databases | Personalization |
Rating | 82/100 | —/100 |
| Feature | LanceDB | ShapedQL |
|---|---|---|
| Pricing Model | Free | Freemium |
| Editorial Score | 82 | — |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 107 |
| Categories | Vector DatabasesServerless Databases | PersonalizationAI Agents |
Understanding the Differences
Both LanceDB and ShapedQL solve similar problems, but they approach them differently.LanceDB positions itself as "serverless vector database for ai applications" while ShapedQLfocuses on "the real-time retrieval engine for search, feeds, and ai agents, powered by a sql interface.". These differences matter depending on what you're trying to accomplish.
When to Choose LanceDB
LanceDB makes sense if you're looking for a completely free solution. With a score of 82/100, it's our top pick in this comparison.
When to Choose ShapedQL
ShapedQL is worth considering if you need a flexible option with both free and paid tiers tool.
Who Should Use What?
Bootstrapped or small team?
When every dollar counts, LanceDB lets you get started without pulling out your credit card.
We'd pick: LanceDB
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. LanceDB handles scale better in our testing.
We'd pick: LanceDB
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Both have enterprise tiers—compare their security features.
We'd pick: LanceDB
Still not sure? Answer these 3 questions
How much can you spend?
Nothing at all? LanceDB is completely free.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated LanceDB higher (82/100). But the community has upvoted ShapedQL more (107 votes). Pick your source of truth.
Key Takeaways
What LanceDB Does Better
- Higher overall score (82/100)
- Our recommendation for most use cases
Consider ShapedQL If
- You want to start free and scale later
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with LanceDB (82/100). But the honest answer is that "better" depends on your situation. LanceDB scores higher in our analysis, but ShapedQL might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is LanceDB or ShapedQL better?
Based on our analysis, LanceDB scores higher with 82/100. LanceDB isfree while ShapedQL is freemium. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from LanceDB to ShapedQL easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do LanceDB and ShapedQL offer free trials?
Most software in this category offers free trials or free tiers. LanceDB is completely free.ShapedQL is freemium with a free tier. Visit their websites for current trial offers.