Conecta - SQL to Arrow made easy.

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Conecta is a library designed to load data from SQL databases into Arrow with maximum speed and memory efficiency by leveraging zero-copy and true concurrency in Python.

from conecta import read_sql

table = read_sql(
    "postgres://user:password@localhost:5432/postgres",
    query="select * from lineitem",
    partition_number=4
)

This snippet will create a pool, launch 4 threads, send four different queries and stream the results back to arrow. The core is written in Rust.

Conecta integrates natively to the arrow ecosystem, we support several arrow libraries: pyarrow, arro3 and nanoarrow. Additionally, you can create dataframes like Polars or Pandas.

from conecta import read_sql
import polars as pl
import pandas as pd

table = read_sql(
    "postgres://user:password@localhost:5432/postgres",
    query="select * from lineitem",
    partition_number=4,
    
    # By default pyarrow is the arrow backend.
    results_backend='pyarrow'
)

# -- Polars --
# You could use results_backend='arro3' for a smaller
# installation setup.
df = pl.from_arrow(table)

# -- Pandas --
df = table.to_pandas()

Features:

  • Connection pooling
  • Real multithreading
  • Client-based query partition
  • Utilities like: sql bind parameters

Supported sources:

How to install.

You can get started by running pip install conecta

Performance

name captured_elapsed peak_memory function_time(s) test_time(s)
conecta-4-lineitem_small 38.488903ms 2.520751MB 0.119171 0.284783
conecta-4-lineitem 1.75472146s 214.47775MB 1.79604 1.86721
connectorx-4-lineitem_small 0.494878 0.717556
connectorx-4-lineitem 2.15225 2.27106

Protocol is 'cursor'.

The most relevant metrics to compare are function_time and peak_memory

  • captured_elapsed: The total time the data download and arrays creation.
  • peak_memory: The total amount of memory when the data was downloaded.
  • function_time: The time the function read_sql.
  • test_time: The total amount of time the benchmark case took, taking into test setup.

Supported architectures

Conecta is compiled in almost all popular architectures.

Supported architectures:

  • linux: x86_64, x86, aarch64, armv7 and ppc64le
  • musllinux: x86_64, x86, aarch64, armv7
  • windows: x64 and x86
  • macos: x86_64 and aarch64

Unsupported architectures:

  • linux: IBM s390x

Project links

Data verified by PyPI on Oct 30, 2025
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for surister from gravatar.com surister

Credits

Author: surister

GitHub Statistics

Data verified by PyPI on Oct 30, 2025
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License

Requires

Python >=3.10

Tags

arrow databases sql dataframe

Classifiers

Report project as malware

Release files for conecta 0.0.8

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

Source distribution (sdist)

Source distribution for conecta 0.0.8
File Size Uploaded
conecta-0.0.8.tar.gz 938.3 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for conecta 0.0.8
File
conecta-0.0.8-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 7.1 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
conecta-0.0.8-pp311-pypy311_pp73-musllinux_1_2_i686.whl 7.3 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details
conecta-0.0.8-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 7.2 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 6.8 MB PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
conecta-0.0.8-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details
conecta-0.0.8-cp314-cp314-win_amd64.whl 5.9 MB CPython 3.14 CPython 3.14 Windows x86-64 Details
conecta-0.0.8-cp314-cp314-win32.whl 5.5 MB CPython 3.14 CPython 3.14 Windows x86-32 Details
conecta-0.0.8-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-cp314-cp314-macosx_11_0_arm64.whl 5.9 MB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
conecta-0.0.8-cp313-cp313t-musllinux_1_2_x86_64.whl 7.1 MB CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ x86-64 Details
conecta-0.0.8-cp313-cp313t-musllinux_1_2_i686.whl 7.3 MB CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ x86-32 Details
conecta-0.0.8-cp313-cp313t-musllinux_1_2_armv7l.whl 7.2 MB CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-cp313-cp313t-musllinux_1_2_aarch64.whl 6.7 MB CPython 3.13 CPython 3.13 free-threading Linux musl 1.2+ ARM64 Details
conecta-0.0.8-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARM64 Details
conecta-0.0.8-cp313-cp313-win_amd64.whl 5.9 MB CPython 3.13 CPython 3.13 Windows x86-64 Details
conecta-0.0.8-cp313-cp313-musllinux_1_2_x86_64.whl 7.1 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
conecta-0.0.8-cp313-cp313-musllinux_1_2_i686.whl 7.3 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
conecta-0.0.8-cp313-cp313-musllinux_1_2_armv7l.whl 7.2 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-cp313-cp313-musllinux_1_2_aarch64.whl 6.7 MB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
conecta-0.0.8-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
conecta-0.0.8-cp313-cp313-macosx_11_0_arm64.whl 5.9 MB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
conecta-0.0.8-cp313-cp313-macosx_10_12_x86_64.whl 6.5 MB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
conecta-0.0.8-cp312-cp312-win_amd64.whl 5.9 MB CPython 3.12 CPython 3.12 Windows x86-64 Details
conecta-0.0.8-cp312-cp312-musllinux_1_2_x86_64.whl 7.1 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
conecta-0.0.8-cp312-cp312-musllinux_1_2_i686.whl 7.3 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
conecta-0.0.8-cp312-cp312-musllinux_1_2_armv7l.whl 7.2 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-cp312-cp312-musllinux_1_2_aarch64.whl 6.7 MB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
conecta-0.0.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
conecta-0.0.8-cp312-cp312-macosx_11_0_arm64.whl 5.9 MB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
conecta-0.0.8-cp312-cp312-macosx_10_12_x86_64.whl 6.5 MB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
conecta-0.0.8-cp311-cp311-win_amd64.whl 5.9 MB CPython 3.11 CPython 3.11 Windows x86-64 Details
conecta-0.0.8-cp311-cp311-musllinux_1_2_x86_64.whl 7.1 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
conecta-0.0.8-cp311-cp311-musllinux_1_2_i686.whl 7.3 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
conecta-0.0.8-cp311-cp311-musllinux_1_2_armv7l.whl 7.2 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-cp311-cp311-musllinux_1_2_aarch64.whl 6.8 MB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
conecta-0.0.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
conecta-0.0.8-cp311-cp311-macosx_11_0_arm64.whl 5.9 MB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
conecta-0.0.8-cp311-cp311-macosx_10_12_x86_64.whl 6.5 MB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
conecta-0.0.8-cp310-cp310-win_amd64.whl 5.9 MB CPython 3.10 CPython 3.10 Windows x86-64 Details
conecta-0.0.8-cp310-cp310-musllinux_1_2_x86_64.whl 7.1 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
conecta-0.0.8-cp310-cp310-musllinux_1_2_i686.whl 7.3 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
conecta-0.0.8-cp310-cp310-musllinux_1_2_armv7l.whl 7.2 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARMv7l Details
conecta-0.0.8-cp310-cp310-musllinux_1_2_aarch64.whl 6.8 MB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
conecta-0.0.8-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 6.9 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
conecta-0.0.8-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 8.0 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
conecta-0.0.8-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 7.5 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
conecta-0.0.8-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 6.9 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
conecta-0.0.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 6.6 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details

Total release size: 463.5 MB

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