Advanced Analytics

These extensions let you run vector search, geospatial analysis, and machine learning inside the database, without exporting data to an external system.

pgvector

Exact and approximate nearest neighbor search, with L2 distance, inner product, and cosine distance.

Search Vectors with pgvector
Vectorized Queries

Process multiple data elements at once, using parallel computation and SIMD instructions on large datasets.

Run Vectorized Queries
MADlib

Data-parallel mathematical, statistical, and machine learning algorithms that run in the database.

Run Machine Learning with MADlib
Directory Tables

Unified management of unstructured data on local or object storage.

Manage Files with Directory Tables
RoaringBitmap

An efficient bitmap compression algorithm, suited to set operations over large collections.

Compute Bitmaps with RoaringBitmap
Time-Series Data

Time-series tables that shard automatically by time, with continuous aggregates, columnar compression, and background jobs.

Manage and Analyze Time-Series Data