Polars vs Apache Arrow

Side-by-side comparison of Polars and Apache Arrow to help you choose the right tool.

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Feature Polars Apache Arrow
Pricing Free (open source) Free (open source)
Rating ⭐ 4.7/5 ⭐ 4.6/5
Categories data-science data-science, streaming
Lazy evaluation ✅ ❌
Multi-threaded ✅ ❌
Arrow-based ✅ ❌
Expression system ✅ ❌
Streaming ✅ ❌
SQL interface ✅ ❌
Columnar format ❌ ✅
Cross-language ❌ ✅
Zero-copy reads ❌ ✅
Flight RPC ❌ ✅
Compute kernels ❌ ✅
Parquet integration ❌ ✅

Polars

Lightning-fast DataFrame library

Try Polars →

Apache Arrow

In-memory columnar data format

Try Apache Arrow →
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