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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 DataFusion

Apache Software Foundation · Analytical engines & OLAP

Extensible Rust query engine built on Apache Arrow offering SQL and DataFrame APIs, Parquet readers and an optimizer for embedding in data systems

Apache-2.0Open sourceFreeLocalNov 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

Apache Spark

Apache Software Foundation · Analytical engines & OLAP

Distributed data processing engine with DataFrame and SQL APIs in Python, Scala, Java and R, plus structured streaming and MLlib

Apache-2.0Open sourceFreeLocalSelf-hostedNov 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

Dask

Dask developers (open-source community) · Distributed & parallel computing

Python library for parallel and distributed computing that scales pandas, NumPy and custom task graphs from a laptop to a cluster

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedNov 2, 2026

Delta Lake

Delta Lake project (Linux Foundation; created by Databricks) · Data catalogs & formats

Open table format with a transaction log over Parquet files, created by Databricks and hosted by the Linux Foundation, with Spark, Rust and Python implementations

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

GeoPandas

GeoPandas developers (NumFOCUS affiliated) · GIS & mapping

In-depth entry

Python library extending pandas with geometry columns, spatial operations, reprojection, spatial joins and file I/O for vector geodata

BSD-3-ClauseOpen 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

Python

Python Software Foundation · Programming languages & runtimes

In-depth entry

General-purpose, dynamically typed programming language with a large standard library and the dominant ecosystem for data science and machine learning

PSF-2.0Open sourceFreeLocalSelf-hostedBroken

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