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Apache Arrow

Apache Software Foundation · Data catalogs & formats

In-depth entry

Language-independent columnar in-memory format and libraries that let DuckDB, Polars, pandas, Spark and databases exchange tables without copying

Apache-2.0Open sourceFreeLocalNov 2, 2026

Apache Kafka

Apache Software Foundation · Messaging & queues

In-depth entry

Distributed event streaming platform with durable, partitioned, replayable logs, Kafka Connect connectors and Kafka Streams processing

Apache-2.0Open sourceFreeSelf-hostedNov 2, 2026

Apache Parquet

Apache Software Foundation · Data catalogs & formats

In-depth entry

Open columnar file format for analytical data with compression, encodings and statistics, readable by nearly every data engine and library

Apache-2.0Open sourceFreeLocalNov 2, 2026

arch (Python package)

Kevin Sheppard · High-frequency financial analysis

Kevin Sheppard's Python package for univariate ARCH/GARCH volatility models, bootstraps, multiple-comparison procedures, unit-root and cointegration tests

NCSAFreeOpen sourceLocalNov 2, 2026

ClickHouse

ClickHouse, Inc. · Analytical engines & OLAP

In-depth entry

Open-source columnar OLAP database server for fast aggregations over billions of rows, with MergeTree storage, SQL and a managed ClickHouse Cloud

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

DuckDB

DuckDB Foundation / DuckDB Labs · Analytical engines & OLAP

In-depth entry

In-process analytical SQL database that queries Parquet, CSV and Arrow data directly from Python, R, Node or the CLI

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

marimo

marimo (acquisition by CoreWeave announced October 2025) · Notebooks & interactive computing

Reactive Python notebook stored as a plain .py file that re-runs dependent cells automatically and doubles as a script or web app

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

pandas

pandas development team (NumFOCUS) · DataFrames & array computing

In-depth entry

The standard Python DataFrame library for labeled tabular data, time series and I/O to CSV, Excel, SQL, Parquet and more

BSD-3-ClauseOpen sourceFreeLocalNov 2, 2026

Plotly

Plotly Technologies Inc. · Data visualization

MIT-licensed interactive charting libraries for Python (plotly.py), JavaScript (plotly.js) and R, plus the Dash framework for analytical web apps

MITOpen sourceFreeLocalNov 2, 2026

Polars

Polars (Ritchie Vink and contributors) · DataFrames & array computing

In-depth entry

Rust-based DataFrame library with Python, Rust, Node and R bindings offering lazy query optimization, multithreading and Arrow-native memory

MITOpen sourceFreeLocalNov 2, 2026

Project Jupyter

Project Jupyter (NumFOCUS) · Notebooks & interactive computing

In-depth entry

Open-source computational notebook ecosystem: the .ipynb format, kernels for Python, R and Julia, JupyterLab and Notebook interfaces and JupyterHub

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedNov 2, 2026

SciPy

SciPy developers (NumFOCUS) · Mathematical & statistical computing

Core open-source Python library for scientific computing on NumPy arrays: optimization, integration, interpolation, linear algebra, sparse matrices, statistics, signal processing

BSD-3-ClauseFreeOpen sourceLocalNov 2, 2026

statsmodels

statsmodels developers (NumFOCUS) · Econometrics & causal inference

In-depth entry

Python library for estimating statistical and econometric models with R-style formulas, rich result summaries and tests: OLS, GLM, discrete choice, ARIMA, state space, VAR and more

BSD-3-ClauseFreeOpen sourceLocalNov 2, 2026

TimescaleDB

Tiger Data (formerly Timescale) · Relational databases

PostgreSQL extension for time-series data adding hypertables, compression and continuous aggregates, from the company now named Tiger Data

Apache-2.0 AND LicenseRef-Timescale-LicenseOpen sourceFreeSelf-hostedNov 2, 2026

vectorbt

Oleg Polakow · Financial analysis & investing

Python library for vectorized backtesting and portfolio analysis built on pandas, NumPy and Numba, with a commercial PRO edition

Apache-2.0 WITH Commons-ClauseFreePaidLocalNov 2, 2026

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