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fix broken URLs
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avriiil authored Apr 12, 2024
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# Using Delta Lake with Daft

[Daft](www.getdaft.io) is a framework for ETL, analytics, and ML/AI at scale with a familiar Python dataframe API, implemented in Rust.
[Daft](https://www.getdaft.io) is a framework for ETL, analytics, and ML/AI at scale with a familiar Python dataframe API, implemented in Rust.

For Delta Lake users, Daft is a great data processing tool because it gives you the following features:

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Instead, running a query on a partitioned column (`country` in this case) means Daft only has to read only the relevant partition, saving us a whopping 2000+ bytes in this toy example :)

You can read [High-Performance Querying on Massive Delta Lake Tables with Daft](link) for an in-depth benchmarking of query optimization with Delta Lake and Daft.
You can read [High-Performance Querying on Massive Delta Lake Tables with Daft](https://delta.io/blog/daft-delta-lake-integration/) for an in-depth benchmarking of query optimization with Delta Lake and Daft.

## Transform columns with Expressions

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Daft DataFrames can also contain [many other data types](https://www.getdaft.io/projects/docs/en/latest/api_docs/datatype.html), like tensors, JSON, URLs and images. The Expressions API provides useful tools to work with these data types.

Take a look at the notebook in the `delta-examples` [Github repository](link) for a closer look at how Daft handles URLs, images and ML applications.
Take a look at the notebook in the `delta-examples` Github repository for a closer look at how Daft handles URLs, images and ML applications.

## Transform multiple columns with UDFs

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