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16 changes: 11 additions & 5 deletions README.md
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<!-- ParadeDB: Postgres for Search and Analytics -->
<h1 align="center">
<a href="https://paradedb.com"><img src="https://github.com/paradedb/paradedb/raw/main/docs/logo/readme.svg" alt="ParadeDB"></a>
<br>
<a href="https://paradedb.com">
<picture align=center>
<source media="(prefers-color-scheme: dark)" srcset="https://github.com/paradedb/paradedb/raw/main/docs/logo/paradedb-logo-dark-large.svg">
<source media="(prefers-color-scheme: light)" srcset="https://github.com/paradedb/paradedb/raw/main/docs/logo/paradedb-logo-light-large.svg">
<img alt="The ParadeDB logo." src="https://github.com/paradedb/paradedb/raw/main/docs/logo/paradedb-logo-light-large.svg">
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</a>
<br>
</h1>

<p align="center">
<b>Simple, Elastic-quality search for Postgres</b><br/>
<b>Search without a second system.</b><br/>
One Postgres for your application data, full-text search, vector retrieval, and aggregations.
</p>

<h3 align="center">
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## ParadeDB for SQLAlchemy

The official [SQLAlchemy](https://www.sqlalchemy.org/) integration for [ParadeDB](https://paradedb.com), including first-class support for managing BM25 indexes with Alembic and running queries using the full ParadeDB API. Follow the [getting started guide](https://docs.paradedb.com/documentation/getting-started/environment#sqlalchemy) to begin.
The official [SQLAlchemy](https://www.sqlalchemy.org/) integration for [ParadeDB](https://paradedb.com) (powered by the [`pg_search`](https://github.com/paradedb/paradedb) Postgres extension), including first-class support for managing BM25 indexes with Alembic and running queries using the full ParadeDB API. Follow the [getting started guide](https://docs.paradedb.com/documentation/getting-started/environment#sqlalchemy) to begin.

## Requirements & Compatibility

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