vs

ParadeDB vs pgvector

ParadeDB: Elasticsearch-quality BM25 search and fast aggregations inside Postgres via the pg_search extension. pgvector: The standard Postgres extension for vector similarity search with HNSW and IVFFlat indexes.

key differences

  • ParadeDB is primarily a search engine database; pgvector is vector.
  • Licensing: ParadeDB is open source (copyleft) (GNU AGPL v3 (Community); commercial license for Enterprise); pgvector is open source (permissive) (PostgreSQL License).
  • Horizontal scaling is none in ParadeDB and addon in pgvector.
  • Only ParadeDB has columnar storage.

choose paradedb for

  • +Search inside a Postgres-backed SaaS app
  • +Hybrid search for RAG next to relational data
  • +Faceted catalog and marketplace search
  • +Replacing Elasticsearch + ETL with one database

best at · Search, Vector search, RAG

choose pgvector for

  • +Adding semantic search to an existing Postgres app
  • +RAG with permission filtering via SQL joins
  • +Recommendations next to product data
  • +Deduplication and similarity lookups

best at · Vector search, RAG, OLTP

overview
Primary model
Search Engine
Vector
Also supports
Relational, Vector
Relational
Type
Extension
Extension
Status
Active
Active
Developer
ParadeDB, Inc.
Andrew Kane and pgvector contributors
First release
2023
2021
Latest version
0.26.3 (Oct 22, 2026)
0.8.7 (Oct 1, 2026)
License
Open source (copyleft)GNU AGPL v3 (Community); commercial license for Enterprise
Open source (permissive)PostgreSQL License
Free tier
✓
✓
popularity
WhichDB Score
25.1
40.0
Rank
#122
#44
GitHub stars
9.5K
23.5K
Stack Overflow questions
–
91
scale & guarantees
Comfortable data size
Medium (≤ 10 TB)
Medium (≤ 10 TB)
Horizontal scaling
None
Addon
Multi-region
Read replicas
Read replicas
ACID
Full
Full
Consistency
Strong
Strong
Schema
Strict
Strict
Architecture
Single node, Primary replica, Client server
Single node, Primary replica, Client server
deployment
Self-hosted
✓
✓
Vendor-managed cloud
✓
—
Serverless
—
—
Embedded
—
—
Edge
—
—
Clouds
Railway, Render, Fly.io, DigitalOcean
AWS, Google Cloud, Azure, DigitalOcean, Heroku, Render
capabilities
Transactions
✓
✓
Joins
✓
✓
Secondary indexes
✓
✓
Full-text search
✓
✓
Vector search
✓
✓
Geospatial
—
—
JSON
✓
✓
Change data capture
✓
✓
Triggers
✓
✓
Stored procedures
✓
✓
Materialized views
✓
✓
TTL / expiry
—
—
Pub/Sub
✓
✓
Columnar storage
✓
—
In-memory
—
—
Durable persistence
✓
✓
Compression
✓
✓
Encryption at rest
—
—
Role-based access
✓
✓
Time travel
—
—
Branching
—
—
Online schema changes
✓
✓
Streaming ingest
—
—
Offline sync
—
—
Runs in WebAssembly
—
—
interfaces
Query languages
SQL
SQL
Client languages
Any PostgreSQL driver
Python, JavaScript, Go, Java, Ruby, Rust, C#, PHP
Best for
Search, Vector search, RAG, Real-time analytics
Vector search, RAG, OLTP

ParadeDB vs pgvector: FAQ

What is the difference between ParadeDB and pgvector?

ParadeDB: Elasticsearch-quality BM25 search and fast aggregations inside Postgres via the pg_search extension. pgvector: The standard Postgres extension for vector similarity search with HNSW and IVFFlat indexes. ParadeDB is primarily a search engine database; pgvector is vector. Licensing: ParadeDB is open source (copyleft) (GNU AGPL v3 (Community); commercial license for Enterprise); pgvector is open source (permissive) (PostgreSQL License). Horizontal scaling is none in ParadeDB and addon in pgvector.

When should I choose ParadeDB over pgvector?

Choose ParadeDB for search inside a Postgres-backed SaaS app; hybrid search for RAG next to relational data; and faceted catalog and marketplace search. Choose pgvector for adding semantic search to an existing Postgres app, RAG with permission filtering via SQL joins and recommendations next to product data.

Is ParadeDB or pgvector more popular?

pgvector ranks #44 on the WhichDB Score (40.0/100) and ParadeDB ranks #122 (25.1/100). Popularity is not fit: check the requirements that matter for your project.

Are ParadeDB and pgvector open source?

Yes. ParadeDB is open source. License: GNU AGPL v3 (Community); commercial license for Enterprise. Yes. pgvector is open source. License: PostgreSQL License.