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 6.0.1 (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.
5 maintainers
Metadata
5 maintainers
Release files for questdb 6.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| questdb-6.0.1.tar.gz | 5.6 MB | Without provenance | Details for questdb-6.0.1.tar.gz |
Built distributions (wheels)
Total release size: 629.8 MB
Release files / questdb-6.0.1.tar.gz
| Download URL | questdb-6.0.1.tar.gz |
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| Tags | Source |
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Release files / questdb-6.0.1-pp311-pypy311_pp80-manylinux_2_28_x86_64.whl
| Download URL | questdb-6.0.1-pp311-pypy311_pp80-manylinux_2_28_x86_64.whl |
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| Tags | Linux glibc 2.28+ x86-64 PyPy 3.11 PyPy 3.11 8.0 |
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Release files / questdb-6.0.1-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl
| Download URL | questdb-6.0.1-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl |
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Release files / questdb-6.0.1-cp314-cp314t-musllinux_1_2_x86_64.whl
| Download URL | questdb-6.0.1-cp314-cp314t-musllinux_1_2_x86_64.whl |
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Release files / questdb-6.0.1-cp314-cp314t-musllinux_1_2_aarch64.whl
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Release files / questdb-6.0.1-cp314-cp314t-manylinux_2_28_x86_64.whl
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twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp312-cp312-win32.whl
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Release files / questdb-6.0.1-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / questdb-6.0.1-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / questdb-6.0.1-cp312-cp312-manylinux_2_28_x86_64.whl
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Release files / questdb-6.0.1-cp312-cp312-manylinux_2_28_aarch64.whl
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Release files / questdb-6.0.1-cp312-cp312-macosx_11_0_arm64.whl
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Release files / questdb-6.0.1-cp312-cp312-macosx_10_13_x86_64.whl
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No |
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Release files / questdb-6.0.1-cp311-cp311-win_amd64.whl
| Download URL | questdb-6.0.1-cp311-cp311-win_amd64.whl |
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Release files / questdb-6.0.1-cp311-cp311-win32.whl
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Release files / questdb-6.0.1-cp311-cp311-musllinux_1_2_x86_64.whl
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No |
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Release files / questdb-6.0.1-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | questdb-6.0.1-cp311-cp311-musllinux_1_2_aarch64.whl |
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No |
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Release files / questdb-6.0.1-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | questdb-6.0.1-cp311-cp311-manylinux_2_28_x86_64.whl |
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No |
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Release files / questdb-6.0.1-cp311-cp311-manylinux_2_28_aarch64.whl
| Download URL | questdb-6.0.1-cp311-cp311-manylinux_2_28_aarch64.whl |
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| Size | 17.8 MB |
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No |
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Release files / questdb-6.0.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | questdb-6.0.1-cp311-cp311-macosx_11_0_arm64.whl |
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No |
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twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl
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No |
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twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp310-cp310-win_amd64.whl
| Download URL | questdb-6.0.1-cp310-cp310-win_amd64.whl |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp310-cp310-win32.whl
| Download URL | questdb-6.0.1-cp310-cp310-win32.whl |
|---|---|
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp310-cp310-musllinux_1_2_x86_64.whl
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
|
Release files / questdb-6.0.1-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | questdb-6.0.1-cp310-cp310-musllinux_1_2_aarch64.whl |
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| Size | 17.5 MB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp310-cp310-manylinux_2_28_x86_64.whl
| Download URL | questdb-6.0.1-cp310-cp310-manylinux_2_28_x86_64.whl |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
|
Release files / questdb-6.0.1-cp310-cp310-manylinux_2_28_aarch64.whl
| Download URL | questdb-6.0.1-cp310-cp310-manylinux_2_28_aarch64.whl |
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| Size | 17.5 MB |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
|
Release files / questdb-6.0.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | questdb-6.0.1-cp310-cp310-macosx_11_0_arm64.whl |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
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Release files / questdb-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | questdb-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl |
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| Size | 9.7 MB |
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Uploaded using Trusted Publishing? What is trusted publishing? |
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twine/6.2.0 CPython/3.11.11
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Security for questdb 6.0.1
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