SQLSpec

Type-safe SQL execution for Python, without an ORM.

SQLSpec is a SQL execution layer for Python. You write the SQL -- as strings, through a builder API, or loaded from files. SQLSpec handles connections, parameter binding, and dialect translation. It maps results back to typed Python objects. It uses sqlglot under the hood. Queries are parsed, validated, and optimized before they hit the database.

Area	Support
One API	The same session and result APIs with sync or async drivers.
Databases	PostgreSQL, SQLite, DuckDB, MySQL, SQL Server, Oracle, CockroachDB, BigQuery, Spanner, and supported Arrow Database Connectivity backends such as Snowflake, Flight SQL, and GizmoSQL.
Data tools	Typed result mapping, Arrow export, built-in storage, and native bulk ingest where the adapter supports it.
Frameworks	Litestar, FastAPI, Flask, Sanic, and Starlette.

Quick Start

pip install sqlspec

from dataclasses import dataclass

from sqlspec import SQLSpec
from sqlspec.adapters.sqlite import SqliteConfig


@dataclass
class Greeting:
    message: str


spec = SQLSpec()
db = spec.add_config(SqliteConfig(connection_config={"database": ":memory:"}))

with spec.provide_session(db) as session:
    greeting = session.select_one("SELECT 'Hello, SQLSpec!' AS message", schema_type=Greeting)
    print(greeting.message)  # Output: Hello, SQLSpec!

Write SQL, define a schema, get typed objects back. The getting started guide covers adapter installation and the query builder.

Features

Session lifecycle -- sync and async sessions with pooling where the adapter supports it
Parameter binding and dialect translation -- powered by sqlglot, with a fluent query builder and .sql file loader
Result mapping -- map rows to Pydantic, msgspec, attrs, or dataclass models, or export to Arrow tables for pandas and Polars
Storage layer -- read and write Arrow tables to local files, fsspec, or object stores
Framework integrations -- Litestar plugin with DI, Starlette/FastAPI/Sanic middleware, Flask extension
Google ADK -- SQLSpec-backed session, event, memory, and artifact services
Observability -- OpenTelemetry and Prometheus instrumentation, structured logging with correlation IDs
Event channels -- LISTEN/NOTIFY, Oracle AQ/TxEventQ, and durable table-backed queues with polling fallback
Migrations -- native schema migration CLI backed by SQLSpec's SQL file loader

Documentation

Getting Started -- installation, adapter selection, first steps
Usage Guides -- adapters, configuration, SQL file loader, and more
Examples Gallery -- working code for common patterns
API Reference -- full API docs
CLI Reference -- migration and management commands

Playground

Want to try it without installing anything? The interactive playground runs SQLSpec in your browser with a sandboxed Python runtime.

Reference Applications

PostgreSQL + Vertex AI Demo -- Vector search with pgvector and real-time chat using Litestar and Google ADK. Shows connection pooling, migrations, type-safe result mapping, vector embeddings, and response caching.
Oracle + Vertex AI Demo -- Oracle 23ai vector search with semantic similarity using HNSW indexes. Demonstrates NumPy array conversion, large object handling, and real-time performance metrics.

Contributing

Contributions are welcome -- whether that's bug reports, new adapter ideas, or pull requests. Take a look at the contributor guide to get started.

License

MIT

adbc adk aiomysql aiosqlite alloydb arrow-odbc asyncmy asyncpg attrs bigquery cloud-sql cockroachdb duckdb fastapi flask fsspec litestar msgspec mssql-python mypyc mysql-connector nanoid obstore opentelemetry oracledb orjson pandas performance polars prometheus psqlpy psycopg pydantic pymssql pymysql sanic spanner starlette uuid

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Release history Release notifications | RSS feed

0.60.0

Aug 11, 2026

0.59.0

Aug 11, 2026

0.58.3

Aug 7, 2026

0.58.2

Aug 4, 2026

0.58.1

Aug 3, 2026

0.58.0

Aug 2, 2026

0.57.0

Jul 27, 2026

0.56.2

Jul 26, 2026

This release

0.56.1

Jul 25, 2026

0.56.0

Jul 22, 2026

0.55.0

Jul 11, 2026

0.54.3

Jul 7, 2026

0.54.2

Jul 6, 2026

0.54.1

Jul 6, 2026

0.54.0

Jul 6, 2026

0.53.0

Jul 5, 2026

0.52.0

Jul 2, 2026

0.51.0

Jun 26, 2026

0.50.1

Jun 22, 2026

0.50.0

Jun 13, 2026

0.49.1

Jun 8, 2026

0.49.0

Jun 8, 2026

0.48.2

May 28, 2026

0.48.1

May 28, 2026

0.48.0

May 27, 2026

0.47.0

May 24, 2026

0.46.3

May 3, 2026

0.46.2

Apr 30, 2026

0.46.1

Apr 28, 2026

0.46.0

Apr 28, 2026

0.45.0

Apr 27, 2026

0.44.0

Apr 23, 2026

0.43.0

Apr 7, 2026

0.42.0

Mar 22, 2026

0.41.1

Mar 20, 2026

0.41.0

Mar 18, 2026

0.40.0

Feb 24, 2026

0.39.0

Feb 23, 2026

0.38.4

Jan 27, 2026

0.38.3

Jan 23, 2026

0.38.2

Jan 22, 2026

0.38.1

Jan 22, 2026

0.38.0

Jan 17, 2026

0.37.1

Jan 16, 2026

0.37.0

Jan 16, 2026

0.36.3

Jan 15, 2026

0.36.2

Jan 15, 2026

0.36.1

Jan 15, 2026

0.36.0

Jan 13, 2026

0.35.0

Jan 12, 2026

0.34.0

Dec 23, 2025

0.33.0

Dec 15, 2025

0.32.0

Dec 4, 2025

0.31.0

Nov 25, 2025

0.30.2

Nov 18, 2025

0.30.1

Nov 18, 2025

0.30.0

Nov 16, 2025

0.29.0

Nov 6, 2025

0.28.1

Oct 29, 2025

0.28.0

Oct 28, 2025

0.27.0

Oct 20, 2025

0.26.0

Sep 26, 2025

0.25.0

Sep 15, 2025

0.24.1

Sep 11, 2025

0.24.0

Sep 4, 2025

0.23.0

Sep 3, 2025

0.22.0

Aug 30, 2025

0.21.1

Aug 27, 2025

0.21.0

Aug 25, 2025

0.20.0

Aug 22, 2025

0.19.0

Aug 20, 2025

0.18.0

Aug 19, 2025

0.17.1

Aug 14, 2025

0.17.0

Aug 14, 2025

0.16.2

Aug 13, 2025

0.16.1

Aug 13, 2025

0.16.0

Aug 12, 2025

0.15.0

Aug 11, 2025

0.14.1

Jul 7, 2025

0.14.0

Jul 7, 2025

0.13.1

Jul 4, 2025

0.13.0

Jul 4, 2025

0.12.2

Jun 27, 2025

0.12.1

Jun 25, 2025

0.12.0

Jun 25, 2025

0.11.1

May 12, 2025

0.11.0

May 12, 2025

0.10.1

Apr 21, 2025

0.10.0

Apr 21, 2025

0.9.1

Apr 20, 2025

0.9.0

Apr 20, 2025

0.8.0

Apr 18, 2025

0.7.1

Mar 10, 2025

0.7.0

Mar 9, 2025

0.6.0

Jan 31, 2025

0.5.0

Jan 15, 2025

0.4.0

Dec 18, 2024

0.3.0

Dec 17, 2024

0.1.1

Oct 30, 2024

0.1.0

Oct 30, 2024

sqlspec 0.56.1

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