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())

Type checking

asyncmy ships py.typed and stubs for its compiled modules, so mypy and Pylance resolve the API without extra configuration:

conn = await asyncmy.connect(host="localhost", user="root")   # -> Connection
async with conn.cursor() as cur:
    rows = await cur.fetchall()                               # -> list[Any]

Contributors: make stubs regenerates the stubs after changing a .pyx signature. make check runs stubtest, which compares every stub against the compiled module and fails on drift.

Rotating credentials

Some credentials expire while a pooled connection outlives them — AWS RDS IAM auth tokens last 15 minutes, for instance. Pass password_creator instead of password and it is consulted before every connection attempt, including the ones the pool makes on its own when it recycles or reconnects:

import boto3

client = boto3.client("rds")


def rds_auth_token():
    return client.generate_db_auth_token(
        DBHostname="mydb.cluster.amazonaws.com",
        Port=3306,
        DBUsername="dbuser",
        Region="us-east-1",
    )


pool = await asyncmy.create_pool(
    host="mydb.cluster.amazonaws.com",
    user="dbuser",
    password_creator=rds_auth_token,
)

The callable may be a plain function or return an awaitable, and must return str or bytes. If both password and password_creator are given, the creator wins.

Statement logging

echo=True logs every statement and its duration to the asyncmy logger at INFO level. Nothing appears until logging is configured — logging.basicConfig(level=logging.INFO) at minimum, since the root logger defaults to WARNING.

For anything beyond that, pass query_callback. It is called as callback(cursor, query, elapsed_ms) after every successful statement, with the duration as a float in milliseconds:

import logging

logger = logging.getLogger("myapp.sql")


def log_slow_queries(cursor, query, elapsed_ms):
    if elapsed_ms > 100:
        logger.warning("[%sms] %s", elapsed_ms, query)


conn = await asyncmy.connect(host="localhost", user="root", query_callback=log_slow_queries)

executemany and callproc report once for the whole call rather than once per row. The callback is independent of echo: set both and you get the log line and the callback.

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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BLAKE2b-256	`f8ff9de0a1ed33dc368d38793ef760003e8cd92b062b9a5c243002f8068752b5`

Algorithm	Hash digest
SHA256	`d36816da461bb2d6d5ac910cb07ab83527c0b94cc98753c88b070ebecec77cd0`
MD5	`165c49657c8d7c9d82cfdbf1f5dfd07e`
BLAKE2b-256	`c415668855756814f6551d023ae07d90a77047eee4f9d5aa55ba8e90ddcb0dc0`

Algorithm	Hash digest
SHA256	`3f1ea30352fa047f7000cbf56eda605bb8fad5d331bbbf41956d459e00e5e148`
MD5	`4021c8be0532d668efe3bf8ba580a2dd`
BLAKE2b-256	`605efe7ab0c4398f99e5397566cea513c91db5d739166080c72b445e51a82495`

Algorithm	Hash digest
SHA256	`5af65cfe97d33efc6697ebc056c714f09eb741555c9fc6d73ce0d9651618484d`
MD5	`2e12191aa222f3d6b17af356bf8abddd`
BLAKE2b-256	`aa896e6979f8c014ea445facd52168bf4a2871886e4e7c73d856c99ec65f60ce`

Algorithm	Hash digest
SHA256	`5e5210c013d15c6c01d384d7b1607678f3118121a3ce78c69c4e7ab564c41d8f`
MD5	`12eb832efd107dbfaf0e2056b4101424`
BLAKE2b-256	`faddaff1b47247bde3b638124ffbde4c0f3b1f8728dd0ba24c51bdc3f4b93b1b`

Algorithm	Hash digest
SHA256	`e4755698751e6f04632abf48ee0d9b8882fb369ae21cb14de6c152d0dc1019c7`
MD5	`40f22acd0ea9de176dc49c8864761eff`
BLAKE2b-256	`3e1b6f990217f27e7490dbf31120e67bd8fcf746e7045ef592fd0ab507e0a7d9`

Algorithm	Hash digest
SHA256	`9062b7fdd0e14c32e1fac2114fd72a2d4a4677506a6d1a8a522917ec5c4cf0e0`
MD5	`09e2e568fbf7b0a83d685309b65c9ed5`
BLAKE2b-256	`4af795910a5c49239b9c186e9eaee899b56c89e8a29ff91c89fc319952c6b33a`

Algorithm	Hash digest
SHA256	`c46ba9453332bf45e580122ad9bb69657fbb50dbb9684b76ad10d83498372311`
MD5	`91ab84f012fecc137e73450094f22eb3`
BLAKE2b-256	`b50ddb165a9d359627c57ba49ad8494bf2a24c4affe96e4bc4322b98fa6179e5`

Algorithm	Hash digest
SHA256	`5d116cd2b5d5715c8cda7c2af1238bf9b36dca210558b0fa309ae9c587369335`
MD5	`2e72b7d7139c077244835d678fa99224`
BLAKE2b-256	`fe50abbd49ab1d7e4ce88cf4dc777624d7e5778279acefd78e605dde71da6922`

Algorithm	Hash digest
SHA256	`e83bc138424ff4cce01fd5ef9eb624cc98c417105a85375a67e8bbabdb426a55`
MD5	`bd6c97f1e2fa504ad888ab108bc81561`
BLAKE2b-256	`bf6d904eb0c5a0eb0230b9d06a43e5f3fd26db3f9685d835bfa9e948d4dba26d`

Algorithm	Hash digest
SHA256	`2d2d98de92eb22d702fd5fa6dc9a39ca20b1de49e5a71437f8e5b13b04a5b7ec`
MD5	`cdeb937530a934490c031384f07d8ee8`
BLAKE2b-256	`cb81341f29110611b0f42ad7f266966df26f2975159425d94aa22627e494c5e8`

Algorithm	Hash digest
SHA256	`74b803d60b00ea476d13912756c2b26f5cc4d70501d1d1c1437f0515bddf8f65`
MD5	`319fed21d795be4e6b25157cdf2c2f21`
BLAKE2b-256	`6f89733f2cb87224e318c573fd05854ae8b9d21de722dafbc9bf6902e7e131e5`

Algorithm	Hash digest
SHA256	`fb0c5ae02f9e5f360cb645fa02f613c0136ac7488ee4677bb05197546b4a6af1`
MD5	`ee8ef032bfe05dd243ddc0ad107d8eb6`
BLAKE2b-256	`eb0255dd20ec5910e62757fa48248285bbb124a29e2be9e62b27bce7bcffd39b`

Algorithm	Hash digest
SHA256	`d23f172c101542b5bc93c19dd49ca683eea3211884696c64af89370241e26591`
MD5	`5e09540bf039b6c2791fefe5c57fff28`
BLAKE2b-256	`0c7265bda5a44d48c540483bcfda961e472fd3d36d41778db77a06ecafa8042d`

Algorithm	Hash digest
SHA256	`d31e61fac2520319894af6951614e6d82f5c0a0207ab02ae2408ffc69583b669`
MD5	`2291c3c41db2f35c4636fdfe8cfb01f2`
BLAKE2b-256	`e7951eeae27be8ac5102d6c7113e757639562d5f46dd33bcbf75d7460a7753ac`

Algorithm	Hash digest
SHA256	`b4c4b52d74e97b323d989d430d115f8d42b6c357ef9f6013790014965b3c2188`
MD5	`ee603f9f7ab5d354846f4f9b0c5125e0`
BLAKE2b-256	`684d131d88e9be4d5d86e5ac038041e2f091f86d9f2eb23ef31efc28fec356bb`

asyncmy 0.2.14

asyncmy — The fastest asyncio MySQL/MariaDB driver

Features

Benchmark

Install

Windows

Usage

connect

Prepared statements (binary protocol)

Pool

Type checking

Rotating credentials

Statement logging

Replication

Acknowledgments

License

Project links

Key dates

1 maintainer

Credits

License expression

Requires

Tags

Classifiers

Download files

Source Distribution

Built Distributions

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`connect`

Algorithm	Hash digest
SHA256	`00e6b2d37da51e10cd9057df18455d7de6acb03b04bdce1d973b7bbf9efb8356`
MD5	`c4e95b6d38182fd7253a2ce6158b0d55`
BLAKE2b-256	`6ea14564fe3f8ef28a86e8cbc5f6a59349155aadf0345641bae6b0013e8f8e78`

Algorithm	Hash digest
SHA256	`f258d918994ff6c39d01fec17a53de950aa521e70fffe2f9bca8e6c09efe4a06`
MD5	`f3c6cac236ec435a4a5b392d3efdeaf2`
BLAKE2b-256	`074b8565b440e7e580454aa2fc9fa4b8b4db8131e86502af846192d04d5cfde0`

Algorithm	Hash digest
SHA256	`1c1c56750503b4a98737124e5e6f98a077349f897430c612e7b71994fdfa1fb1`
MD5	`026adba769dd67501a2926d99cae67a6`
BLAKE2b-256	`d940c7bcb17220a59709dfd6a2002661276e4d8ad2623b0ffb590a661b7e69b5`

Algorithm	Hash digest
SHA256	`23d6cdfbab90c8b0e5da7499b17422de0008d881179650d15d6b3a7fd7f7321e`
MD5	`51baf876f08c1801df9593c69cddb0db`
BLAKE2b-256	`8de4a67bd7df92f587702eaf8d9a031574fe15acc075e14dffa0d400c89619b6`

Algorithm	Hash digest
SHA256	`fa1d887afa1b5deabad254a864bbfb9e0818810e522cd1037efc1b14823c5007`
MD5	`f2eda229f6ed202d27902dfbe03c8680`
BLAKE2b-256	`8cff6380c67ea2dd61902ea0704511defd1d15aa68f8965611c4f23e85850588`

Algorithm	Hash digest
SHA256	`969570b5ea070662fc178cd84e58b2d3de791499a5275f2e5f2a2fb31a829666`
MD5	`606af76e30fb05162d27b9ae5c187105`
BLAKE2b-256	`b2a9a62afa69effe2f6407699c0dee22e242469be3fcf2231c0846eb89f9abe9`

Algorithm	Hash digest
SHA256	`bc0403d1b7625557f966ae16b9798d72d20a6293d6d0989118b8f21261adcb02`
MD5	`9a7789f585a3ba556d4b53917c694e3b`
BLAKE2b-256	`d2c0f0a151ee093f8829859b2957934f1654ded7e97d3b8fb8584ed2b6ba246f`

Algorithm	Hash digest
SHA256	`4f88d48947ce41ffe4e0488fa80b9d8b745c422a61133e07d250413974e709d3`
MD5	`8a4b8cb17efa1a85138da92d8f4764e3`
BLAKE2b-256	`79752e69a287a4d3dcdfd783eb5ac736253ce457d73d39ce21c276b834a1dff2`

Algorithm	Hash digest
SHA256	`8a9f6cad22be74180bb9ae9569c54bf72e72bf8dad8ec6d5d66e835e6d579651`
MD5	`c719140c4e77cd9066943f317d701b72`
BLAKE2b-256	`acfac501774450db4a18aac1f5d0d47d96fdff54b4836616efd6c8ccf1415e56`

Algorithm	Hash digest
SHA256	`d3b4ed3cb126fa9615c98aa4cfe9f22a75af08ab06253aabedd6c293a9544e9c`
MD5	`ac7d5449a14f3a7b2dd9d2922abc8a60`
BLAKE2b-256	`56c7a375c219f6bffd4bfd3bb1ead40120127b44ca5ef48f40e61b29bb1e755a`