---
title: "Ray Data integrates NVIDIA cuDF, RapidsMPF, offering up to 3x TCO improvement for GPU-based AI data processing."
type: "News"
locale: "en"
url: "https://longbridge.com/en/news/296948534.md"
description: "Anyscale's latest update of Ray Data now includes compatibility with NVIDIA cuDF and RapidsMPF, resulting in a significant increase in Total Cost of Ownership (TCO) by up to 3 times for AI data processing tasks that utilize GPU acceleration. This enhancement promises improved efficiency and performance in handling data-intensive workloads with GPUs."
datetime: "2026-08-25T18:44:52.000Z"
locales:
  - [zh-CN](https://longbridge.com/zh-CN/news/296948534.md)
  - [en](https://longbridge.com/en/news/296948534.md)
  - [zh-HK](https://longbridge.com/zh-HK/news/296948534.md)
generator: "portal-rs"
---

# Ray Data integrates NVIDIA cuDF, RapidsMPF, offering up to 3x TCO improvement for GPU-based AI data processing.

Anyscale's latest update of Ray Data now includes compatibility with NVIDIA cuDF and RapidsMPF, resulting in a significant increase in Total Cost of Ownership (TCO) by up to 3 times for AI data processing tasks that utilize GPU acceleration. This enhancement promises improved efficiency and performance in handling data-intensive workloads with GPUs.

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---
> **Disclaimer: This article is for reference only and does not constitute any investment advice.**