QuestDB Client Library for Python

This is the official Python client library for QuestDB.

This client library implements the QuestDB Wire Protocol (QWP) over WebSocket for pooled ingestion and queries — the deployment-level questdb.connect() API. A connection-level Sender (one sender = one connection) covers the legacy ILP transports — QuestDB’s variant of the InfluxDB Line Protocol over HTTP and TCP, including HTTP transactions — plus QWP over UDP.

This implementation supports authentication and full-connection encryption with TLS.

Install

The latest version of the library is 6.1.0 (changelog).

python3 -m pip install -U 'questdb[dataframe]'

Quickstart

Start by setting up QuestDB . Once set up, you can use this library to insert data.

The most common way to insert data is from a Pandas dataframe.

import numpy as np
import pandas as pd
import questdb

df = pd.DataFrame({
    'symbol': pd.Categorical(['ETH-USD', 'BTC-USD']),
    'side': pd.Categorical(['sell', 'sell']),
    'price': [2615.54, 39269.98],
    'amount': [0.00044, 0.001],

    # NumPy float64 arrays require QuestDB server >= 9.0.0.
    'ord_book_bids': [
        np.array([2615.54, 2618.63]),
        np.array([39269.98, 39270.00])
    ],

    'timestamp': pd.to_datetime(['2021-01-01', '2021-01-02'])})

conf = 'ws::addr=localhost:9000;'
with questdb.connect(conf) as db:
    db.dataframe(df, table_name='trades', at='timestamp')

You can also send individual rows. This only requires a more minimal installation:

python3 -m pip install -U questdb
import numpy as np
import questdb
from questdb import TimestampNanos

conf = 'ws::addr=localhost:9000;'
with questdb.connect(conf) as db:
    with db.sender() as sender:
        sender.row(
            'trades',
            symbols={'symbol': 'ETH-USD', 'side': 'sell'},
            columns={
                'price': 2615.54,
                'amount': 0.00044,

                # NumPy float64 arrays require QuestDB server >= 9.0.0.
                'ord_book_bids': np.array([2615.54, 2618.63]),
            },
            at=TimestampNanos.now())
        sender.flush(wait=True)

questdb.connect() addresses a whole deployment through connection pools. For connection-level needs — ILP/HTTP transactions, QWP/UDP datagrams, ILP/TCP — use the standalone Sender, where one sender drives one connection. Set the configuration string to the transport you need:

from questdb import Sender

conf = 'http::addr=localhost:9000;'
with Sender.from_conf(conf) as sender:
    ...

See the 5.0 migration guide when moving existing code to 5.0: questdb.connect() is the new QWP/WebSocket entry point, DataFrame bulk loads over QWP/WebSocket go through QuestDB.dataframe(), and the 4.x questdb.ingress import location is now a deprecated compatibility shim.

You can continue by reading the Sending Data Over ILP guide.

Links

Community

Stop by our Community Forum to chat with the QuestDB team.

You can also sign up to our mailing list to get notified of new releases.

License

The code is released under the Apache License 2.0.

Project links

Key dates

PyPI data
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  • Released:
Latest release

5 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for bluestreak from gravatar.com bluestreak Avatar for jerrinot from gravatar.com jerrinot Avatar for marko_questdb from gravatar.com marko_questdb
+2 more Avatar for supercoco9 from gravatar.com supercoco9 Avatar for Takk from gravatar.com Takk

Credits

Author: Vlad Ilyushchenko

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.10

Provides Extra

publish ci dataframe polars duckdb

Classifiers

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

5 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for bluestreak from gravatar.com bluestreak Avatar for jerrinot from gravatar.com jerrinot Avatar for marko_questdb from gravatar.com marko_questdb
+2 more Avatar for supercoco9 from gravatar.com supercoco9 Avatar for Takk from gravatar.com Takk

Credits

Author: Vlad Ilyushchenko

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.10

Provides Extra

publish ci dataframe polars duckdb

Classifiers

Release files for questdb 6.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for questdb 6.1.0
File Size Uploaded Provenance Actions
questdb-6.1.0.tar.gz 7.3 MB Without provenance Details for questdb-6.1.0.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for questdb 6.1.0
File Actions
questdb-6.1.0-pp311-pypy311_pp80-manylinux_2_28_x86_64.whl 14.4 MB Without provenance PyPy 3.11 PyPy 3.11 8.0 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-pp311-pypy311_pp80-manylinux_2_28_x86_64.whl
questdb-6.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl 14.4 MB Without provenance PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl 20.8 MB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl 20.3 MB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp314-cp314t-manylinux_2_28_x86_64.whl 20.9 MB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp314-cp314t-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp314-cp314t-manylinux_2_28_aarch64.whl 20.5 MB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp314-cp314t-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp314-cp314t-macosx_11_0_arm64.whl 10.5 MB Without provenance CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details for questdb-6.1.0-cp314-cp314t-macosx_11_0_arm64.whl
questdb-6.1.0-cp314-cp314t-macosx_10_15_x86_64.whl 11.1 MB Without provenance CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details for questdb-6.1.0-cp314-cp314t-macosx_10_15_x86_64.whl
questdb-6.1.0-cp314-cp314-win_amd64.whl 7.5 MB Without provenance CPython 3.14 CPython 3.14 Windows x86-64 Details for questdb-6.1.0-cp314-cp314-win_amd64.whl
questdb-6.1.0-cp314-cp314-win32.whl 7.0 MB Without provenance CPython 3.14 CPython 3.14 Windows x86-32 Details for questdb-6.1.0-cp314-cp314-win32.whl
questdb-6.1.0-cp314-cp314-musllinux_1_2_x86_64.whl 20.7 MB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp314-cp314-musllinux_1_2_aarch64.whl 19.9 MB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp314-cp314-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp314-cp314-manylinux_2_28_x86_64.whl 20.8 MB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp314-cp314-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp314-cp314-manylinux_2_28_aarch64.whl 20.0 MB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp314-cp314-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp314-cp314-macosx_11_0_arm64.whl 10.5 MB Without provenance CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for questdb-6.1.0-cp314-cp314-macosx_11_0_arm64.whl
questdb-6.1.0-cp314-cp314-macosx_10_15_x86_64.whl 11.1 MB Without provenance CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details for questdb-6.1.0-cp314-cp314-macosx_10_15_x86_64.whl
questdb-6.1.0-cp313-cp313-win_amd64.whl 7.5 MB Without provenance CPython 3.13 CPython 3.13 Windows x86-64 Details for questdb-6.1.0-cp313-cp313-win_amd64.whl
questdb-6.1.0-cp313-cp313-win32.whl 7.0 MB Without provenance CPython 3.13 CPython 3.13 Windows x86-32 Details for questdb-6.1.0-cp313-cp313-win32.whl
questdb-6.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 20.7 MB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp313-cp313-musllinux_1_2_aarch64.whl 19.9 MB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp313-cp313-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp313-cp313-manylinux_2_28_x86_64.whl 20.9 MB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp313-cp313-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp313-cp313-manylinux_2_28_aarch64.whl 20.0 MB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp313-cp313-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp313-cp313-macosx_11_0_arm64.whl 10.4 MB Without provenance CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for questdb-6.1.0-cp313-cp313-macosx_11_0_arm64.whl
questdb-6.1.0-cp313-cp313-macosx_10_13_x86_64.whl 11.0 MB Without provenance CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details for questdb-6.1.0-cp313-cp313-macosx_10_13_x86_64.whl
questdb-6.1.0-cp312-cp312-win_amd64.whl 7.5 MB Without provenance CPython 3.12 CPython 3.12 Windows x86-64 Details for questdb-6.1.0-cp312-cp312-win_amd64.whl
questdb-6.1.0-cp312-cp312-win32.whl 7.0 MB Without provenance CPython 3.12 CPython 3.12 Windows x86-32 Details for questdb-6.1.0-cp312-cp312-win32.whl
questdb-6.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 20.7 MB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 19.9 MB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp312-cp312-manylinux_2_28_x86_64.whl 20.9 MB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp312-cp312-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp312-cp312-manylinux_2_28_aarch64.whl 20.0 MB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp312-cp312-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp312-cp312-macosx_11_0_arm64.whl 10.5 MB Without provenance CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for questdb-6.1.0-cp312-cp312-macosx_11_0_arm64.whl
questdb-6.1.0-cp312-cp312-macosx_10_13_x86_64.whl 11.0 MB Without provenance CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details for questdb-6.1.0-cp312-cp312-macosx_10_13_x86_64.whl
questdb-6.1.0-cp311-cp311-win_amd64.whl 7.6 MB Without provenance CPython 3.11 CPython 3.11 Windows x86-64 Details for questdb-6.1.0-cp311-cp311-win_amd64.whl
questdb-6.1.0-cp311-cp311-win32.whl 7.1 MB Without provenance CPython 3.11 CPython 3.11 Windows x86-32 Details for questdb-6.1.0-cp311-cp311-win32.whl
questdb-6.1.0-cp311-cp311-musllinux_1_2_x86_64.whl 21.2 MB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp311-cp311-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp311-cp311-musllinux_1_2_aarch64.whl 20.4 MB Without provenance CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp311-cp311-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp311-cp311-manylinux_2_28_x86_64.whl 21.3 MB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp311-cp311-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp311-cp311-manylinux_2_28_aarch64.whl 20.5 MB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp311-cp311-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp311-cp311-macosx_11_0_arm64.whl 10.5 MB Without provenance CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details for questdb-6.1.0-cp311-cp311-macosx_11_0_arm64.whl
questdb-6.1.0-cp311-cp311-macosx_10_9_x86_64.whl 11.1 MB Without provenance CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details for questdb-6.1.0-cp311-cp311-macosx_10_9_x86_64.whl
questdb-6.1.0-cp310-cp310-win_amd64.whl 7.5 MB Without provenance CPython 3.10 CPython 3.10 Windows x86-64 Details for questdb-6.1.0-cp310-cp310-win_amd64.whl
questdb-6.1.0-cp310-cp310-win32.whl 7.1 MB Without provenance CPython 3.10 CPython 3.10 Windows x86-32 Details for questdb-6.1.0-cp310-cp310-win32.whl
questdb-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl 20.9 MB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details for questdb-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl
questdb-6.1.0-cp310-cp310-musllinux_1_2_aarch64.whl 20.2 MB Without provenance CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details for questdb-6.1.0-cp310-cp310-musllinux_1_2_aarch64.whl
questdb-6.1.0-cp310-cp310-manylinux_2_28_x86_64.whl 21.0 MB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64 Details for questdb-6.1.0-cp310-cp310-manylinux_2_28_x86_64.whl
questdb-6.1.0-cp310-cp310-manylinux_2_28_aarch64.whl 20.3 MB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64 Details for questdb-6.1.0-cp310-cp310-manylinux_2_28_aarch64.whl
questdb-6.1.0-cp310-cp310-macosx_11_0_arm64.whl 10.5 MB Without provenance CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details for questdb-6.1.0-cp310-cp310-macosx_11_0_arm64.whl
questdb-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl 11.1 MB Without provenance CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details for questdb-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl

Total release size: 730.9 MB

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Release files / questdb-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Release files / questdb-6.1.0-cp310-cp310-manylinux_2_28_x86_64.whl

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Release files / questdb-6.1.0-cp310-cp310-macosx_11_0_arm64.whl

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Release files / questdb-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl

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Size 11.1 MB
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