--- title: Understanding smallpond: A Lightweight Data Processing... description: DeepSeek AI has launched Smallpond, a lightweight data processing framework built on DuckDB and 3FS. It supports multiple Python versions and integrates with... canonical: https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Understanding smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FS | daily.dev og:description: DeepSeek AI has launched Smallpond, a lightweight data processing framework built on DuckDB and 3FS. It supports multiple Python versions and integrates with... og:url: https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy og:image: https://api.daily.dev/og/posts/dmgpUjIJy.png og:image:alt: Understanding smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FS og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Understanding smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FS **[Collections](https://daily.dev/sources/collections)** · 2 min read · 2 upvotes · 0 comments ## Summary DeepSeek AI has launched Smallpond, a lightweight data processing framework built on DuckDB and 3FS. It supports multiple Python versions and integrates with Ray for parallel processing. Smallpond offers features such as flexible data partitioning and easy installation via pip. Performance tests indicate that Smallpond can efficiently handle petabyte-scale data, making it suitable for organizations with large infrastructure needs. ## Content # Introducing Smallpond: A Lightweight Data Processing Framework by DeepSeek AI DeepSeek AI has launched Smallpond, a cutting-edge lightweight data processing framework designed to handle extensive datasets efficiently. Built on DuckDB and 3FS, Smallpond promises high performance and scalability, making it ideal for managing and processing petabyte-scale data. ## Core Features - **Integration with DuckDB and 3FS**: Smallpond utilizes DuckDB for database management and 3FS for managing distributed storage and compute systems. This combination ensures high throughput and low latency, essential for large data operations. - **Supports Multiple Python Versions**: Smallpond is compatible with Python 3.8 to 3.12, offering flexibility to developers who work with different versions of Python. - **Parallel Processing with Ray**: By integrating Ray, Smallpond enables parallel processing, significantly reducing the operational overhead and enhancing performance. - **Flexible Data Partitioning**: The framework includes a flexible data partitioning feature, which simplifies data handling and ensures efficient processing. - **Easy Installation**: Smallpond can be easily installed via pip, making it accessible and straightforward for users to set up and start using. ## Performance and Use Cases Performance tests have shown that Smallpond is highly efficient. For instance, it successfully sorted 110.5TiB of data in just over 30 minutes, showcasing its capability to handle massive data volumes quickly. This makes Smallpond a perfect tool for organizations with significant DevOps support and extensive infrastructure needs, particularly those dealing with extremely large datasets. However, for smaller datasets and less complex processing requirements, simpler solutions might be more suitable. Detailed guides and API references are available to help users get started and make the most out of Smallpond. This documentation ensures that even those new to the framework can quickly learn and implement it effectively in their data processing workflows. In summary, Smallpond by DeepSeek AI is a powerful, lightweight framework that brings together the strengths of DuckDB and 3FS to provide an efficient, scalable solution for large-scale data processing needs. ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 1 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- Tags: [#python](https://daily.dev/tags/python), [#distributed-systems](https://daily.dev/tags/distributed-systems), [#data-processing](https://daily.dev/tags/data-processing) [View this post on daily.dev](https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Understanding smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FS","url":"https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy"},"datePublished":"2025-03-02T21:21:59.678Z","dateModified":"2025-03-03T06:45:11.067Z","description":"DeepSeek AI has launched Smallpond, a lightweight data processing framework built on DuckDB and 3FS. It supports multiple Python versions and integrates with...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3ec99939b94f6dbbed471d83191c29a8?_a=AQAEuj9","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/3ec99939b94f6dbbed471d83191c29a8?_a=AQAEuj9","isAccessibleForFree":true,"articleSection":"Collections","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Collections","logo":"https://media.daily.dev/image/upload/s--fk_6ycEi--/f_auto,q_auto/v1780996001/logos/collections?_a=BAMAMiWQ0","url":"https://daily.dev/sources/collections"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/understanding-smallpond-a-lightweight-data-processing-framework-built-on-duckdb-and-3fs-dmgpujijy","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":2},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"python,distributed-systems,data-processing","timeRequired":"PT2M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Collections","item":"https://daily.dev/sources/collections"},{"@type":"ListItem","position":3,"name":"Understanding smallpond: A Lightweight Data Processing Framework Built on DuckDB and 3FS"}]} ```