asyncmy — The fastest asyncio MySQL/MariaDB driver

asyncmy is the fastest asyncio MySQL/MariaDB driver for Python. It keeps the familiar aiomysql API while rewriting the entire protocol core in Cython — down to pointer-level packet parsing. In our benchmarks it outperforms every driver tested, including the C-based synchronous mysqlclient.

Features

🚀 Fastest in every benchmark — reads large result sets 2.1x faster than mysqlclient and 5x faster than aiomysql/pymysql (details)
🔌 Drop-in aiomysql replacement — same API, same cursors (DictCursor, SSCursor), same pool semantics
🧬 Server-side prepared statements (binary protocol) via conn.prepare() — no client-side escaping, no text parsing; large scans another ~35% faster than the text protocol
⚡ C-speed protocol core — rows are parsed in bulk from the receive buffer in a single C loop, values decode straight from wire bytes via the CPython C-API
🏊 Built-in connection pool — asyncmy.create_pool(), no extra dependency, 2x aiomysql's pooled throughput
📡 MySQL replication protocol over asyncio (BinLogStream)
✅ CI-tested on MySQL and MariaDB (workflow)

Benchmark

asyncmy ranks #1 in all four scenarios against mysqlclient, pymysql, and aiomysql (warmup + best-of-3, see methodology):

Test	asyncmy Rank	Performance
Large Result Set (33k rows, all types)	🏆 #1/4	0.030s — 2.2x faster than mysqlclient, 5.3x faster than aiomysql
Connection Pool (2k queries)	🏆 #1/2	~17,000 qps — 2x aiomysql's throughput
Concurrent Queries (50 connections)	🏆 #1/2	~8,000 qps — 1.6x faster than aiomysql
Batch Insert (10k rows)	🏆 #1/4	~107,000 rows/sec — fastest of all four drivers

The protocol core is engineered for zero waste on the hot path:

Bulk packet parsing: one socket read serves hundreds of row packets, parsed in a single C loop with no event-loop round-trips
Pointer-based protocol reads: integers and length-encoded values are read directly from raw memory, no struct calls
Direct row decoding: cell values decode straight from the receive buffer via the CPython C-API (PyUnicode_DecodeUTF8, PyTuple_New), skipping intermediate objects
Zero-decode numeric/temporal columns: int/float/datetime values parse directly from bytes, and dates are built with the C datetime API
Escape fast path: strings without special characters are returned as-is, no translation pass

📊 View detailed benchmarks →

Install

Requirements: Python ≥ 3.9

pip install asyncmy

Windows

asyncmy uses Cython extensions; on Windows you need Microsoft C++ Build Tools to build them.

Download Microsoft C++ Build Tools.
Open CMD as Administrator (recommended) and cd to the folder where the installer was downloaded.
Rename the installer (e.g. vs_buildtools__XXXXXXXXX.XXXXXXXXXX.exe) to vs_buildtools.exe for convenience.

Run (ensure ~5–6GB free disk space):

vs_buildtools.exe --norestart --passive --downloadThenInstall --includeRecommended --add Microsoft.VisualStudio.Workload.NativeDesktop --add Microsoft.VisualStudio.Workload.VCTools --add Microsoft.VisualStudio.Workload.MSBuildTools

Wait for installation to complete, then restart your computer.
Install asyncmy:
```
pip install asyncmy
```

You can uninstall the Build Tools afterward if desired.

Usage

`connect`

Use asyncmy.connect() for a single connection. For many concurrent connections, use a connection pool.

import asyncio
import os

from asyncmy import connect
from asyncmy.cursors import DictCursor


async def main():
    conn = await connect(
        user=os.getenv("DB_USER"),
        password=os.getenv("DB_PASSWORD", ""),
    )
    async with conn.cursor(cursor=DictCursor) as cursor:
        await cursor.execute("CREATE DATABASE IF NOT EXISTS test")
        await cursor.execute("""
            CREATE TABLE IF NOT EXISTS test.`asyncmy` (
                `id`       int PRIMARY KEY AUTO_INCREMENT,
                `decimal`  decimal(10, 2),
                `date`     date,
                `datetime` datetime,
                `float`    float,
                `string`   varchar(200),
                `tinyint`  tinyint
            ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_general_ci
        """.strip())
    await conn.ensure_closed()


if __name__ == "__main__":
    asyncio.run(main())

Prepared statements (binary protocol)

For repeated queries, server-side prepared statements skip client-side escaping entirely and read results in MySQL's binary protocol — numeric and temporal columns decode natively with no text parsing. Placeholders use native ? syntax.

stmt = await conn.prepare("SELECT id, name FROM users WHERE id = ?")
result = await stmt.execute((42,))
print(result.rows)           # tuple of row tuples
print(result.affected_rows)  # for INSERT/UPDATE/DELETE
await stmt.close()

# or as a context manager
async with await conn.prepare("SELECT ? + ?") as stmt:
    result = await stmt.execute((1, 2))

Transparent mode: pass stmt_cache_size=N to connect()/create_pool() and regular cursor.execute("... %s ...", args) calls automatically run as cached server-side prepared statements — no code changes needed (ORMs benefit too). Queries the server can't prepare fall back to the text protocol silently.

pool = await asyncmy.create_pool(stmt_cache_size=128, ...)

Note: with the binary protocol, FLOAT columns return the exact stored value rather than the text protocol's decimal-rounded rendering, which is why this is opt-in.

Pool

For multiple connections, use a connection pool. Pass the same kwargs as connect() (e.g. host, user, password).

import asyncio
import asyncmy


async def main():
    pool = await asyncmy.create_pool(host="localhost", user="root", password="")
    async with pool.acquire() as conn:
        async with conn.cursor() as cursor:
            await cursor.execute("SELECT 1")
            ret = await cursor.fetchone()
            assert ret == (1,)
    pool.close()
    await pool.wait_closed()


if __name__ == "__main__":
    asyncio.run(main())

Replication

asyncmy supports the MySQL replication protocol (like python-mysql-replication) over asyncio.

import asyncio

from asyncmy import connect
from asyncmy.replication import BinLogStream


async def main():
    conn = await connect()
    ctl_conn = await connect()

    stream = BinLogStream(
        conn,
        ctl_conn,
        server_id=1,
        master_log_file="binlog.000172",
        master_log_position=2235312,
        resume_stream=True,
        blocking=True,
    )
    async for event in stream:
        print(event)
    await conn.ensure_closed()
    await ctl_conn.ensure_closed()


if __name__ == "__main__":
    asyncio.run(main())

Acknowledgments

asyncmy builds on these projects:

PyMySQL — pure Python MySQL client
aiomysql — asyncio MySQL driver
python-mysql-replication — MySQL replication protocol (pure Python, on top of PyMySQL)

License

Apache-2.0

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Algorithm	Hash digest
SHA256	`beda30d3623b73ec06b14793e880f95414eb7588c457e8c960dc07e4d96731ef`
MD5	`4dd93a07e4f0179ed349dd3ca517c7db`
BLAKE2b-256	`0ac32f4fbef7639bae9fbf042c2ecbbd9978d13870a8dbbb78d4718b0c240afb`

Algorithm	Hash digest
SHA256	`532a838d957fd9ab06fa9e16b397733cb9bce1f3bbc8b2ba7c9bf95e194a1f07`
MD5	`2d7ad6ef9bc929ba85698ef60b6ef788`
BLAKE2b-256	`bf3d82eda2a8b2a9f8974ff109c025840db6b27ae6143241a6e7f6acffe62fe8`

Algorithm	Hash digest
SHA256	`ff99fa22406e12c9a03136668e135b88852666d5fc454083222d76b4686db7fc`
MD5	`ebcd15614fa1000eb0e288bbbc123ef3`
BLAKE2b-256	`7642af479d14fdaff23b721f8d32d80772a7080227af371eb701046bab21fabb`

Algorithm	Hash digest
SHA256	`5aade29f03209a8cfe9878469a9bc397b13c4e419ceb8fd118a883a2e2eb7252`
MD5	`0d09324575cd338406e9b3b89ae9b8c5`
BLAKE2b-256	`371322bd530160742e0986fd4a093ab9ed17aa7e597b45a64e32699c8a77732e`

Algorithm	Hash digest
SHA256	`df45175cc86c61843bcb1bb14a2834eb246f73e8350a2332e63e10e5b1c84293`
MD5	`1d320646a7de93039e0e85f810d1eb75`
BLAKE2b-256	`c64b6c2e5bb7a1ca8d0a8a922045e024a6621d3f9a8d3ea2ba91de136bb6ceb2`

Algorithm	Hash digest
SHA256	`2db1387359506eb810170bb92b341a7a6372cb206caa593dacebc61973410f7c`
MD5	`e4af66e07b7199253ebdb49dc1816d68`
BLAKE2b-256	`48fbf056d3464beea5c1cca030d7dd42e826f1a72c73bf3db09716d51a446acf`

asyncmy 0.2.13

asyncmy — The fastest asyncio MySQL/MariaDB driver

Features

Benchmark

Install

Windows

Usage

connect

Prepared statements (binary protocol)

Pool

Replication

Acknowledgments

License

Project links

Key dates

1 maintainer

Credits

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Requires

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`connect`

Algorithm	Hash digest
SHA256	`867e0a0a9f5f81733373b3395283435cbab32b62b9f1bf8a3b8a79965ec547df`
MD5	`3223a365aa04e2ee08a0a0461a1b9982`
BLAKE2b-256	`6fb5a5ea9fbcd1c37ab22963263bec11e43d748f5bca7ead1c37424f14480780`

Algorithm	Hash digest
SHA256	`4700e9af63c7c7c78cbdf8374a9b9203d4e326aebdf3d183e3ddf4e623b0b1cf`
MD5	`620fe5ed2002a3c34252d0566b6bd23b`
BLAKE2b-256	`322dbde0d7031ded9982008122288f214301f78357f2831c36051740c47a5a31`

Algorithm	Hash digest
SHA256	`7a55d2167a8d8c21d92ee82fdba22285af21ca31a4151c0096fef11fe8be7e41`
MD5	`2b860c003fabd22fb8b37468e0b702e6`
BLAKE2b-256	`123e1f6d2d0c6be59280a00f29b098c0a70bbf9a37fae1193a6b533604d6b780`

Algorithm	Hash digest
SHA256	`d2c57ae78ea9497fa45e93744678d92df3cd7db7ec696b5d8ece48dd157e77f2`
MD5	`264bc435de565ba21088f09718bae8ca`
BLAKE2b-256	`cd82b47d8fe64160071172ff43e57b5ee069a07ccba6a7c4cf5b4b94c7c3b677`

Algorithm	Hash digest
SHA256	`60463e8ead66d8fa6ea23eb64b6fb9b9d7b5dac7241d779cfb1c7b0d47d11dfa`
MD5	`e1d880f80d0f2e8c90f44429630164be`
BLAKE2b-256	`7ee80845a3601dcfffa896474c58771ad2e9dd3b8dcf0ab91af3413635bc81f3`

Algorithm	Hash digest
SHA256	`409a490d9a3084fda99ab44f881a3b6e42087a612dcf95591a313a2ce88e1f9c`
MD5	`50197cb578c0a03be98da0d29a3f16a5`
BLAKE2b-256	`f0f0092b7a5b3980957cb76a2019e4623b45275dcd6d6f8b2d8b98aee8038fcc`

Algorithm	Hash digest
SHA256	`6d6d5bf3cd4c86b71fe034f5e4b4c33c1f8fc011c4f63001f8a38828d39a0a35`
MD5	`00f4754dcbeadde841f13f1c0298fc18`
BLAKE2b-256	`82b7f0286501ff319f26ee3d0b57c50cb5def8dbbd939abab73b3335b7e0407d`

Algorithm	Hash digest
SHA256	`172a397a7202e3d0f2f5477d54b406fef30c4ade457ddd32b52b342b0364d4c3`
MD5	`7d41f3aa7a334a40eca509f2defa5708`
BLAKE2b-256	`5809e599f5bcb1e2087910491ee26cfab3ac7869c00153390c76b8d16e307aee`

Algorithm	Hash digest
SHA256	`cf8b56548e43379f48d1081cf05812238785a17962f45e4065f3d2bb2216ebd1`
MD5	`997c09135bc5920e8447145bce8bea11`
BLAKE2b-256	`fe688fe878c556cf7c93cff0ca50df939222da56c73932cf9bc458fd115cafb4`

Algorithm	Hash digest
SHA256	`e861c58dcf44f7140b9eb9a562f3d3257981f6fcab5fa786142dcf4d02fa5a80`
MD5	`791336837ce5c6b3ff47d838f6466719`
BLAKE2b-256	`adb41e89a64e31f07cd4f4b268e90716a9e72e1cd9d4f476e547686bfa03b965`