Daft vs. PySpark Comparison


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About Daft is a framework for ETL, analytics and ML/AI at scale. Its familiar Python dataframe API is built to outperform Spark in performance and ease of use. Daft plugs directly into your ML/AI stack through efficient zero-copy integrations with essential Python libraries such as Pytorch and Ray. It also allows requesting GPUs as a resource for running models. Daft runs locally with a lightweight multithreaded backend. When your local machine is no longer sufficient, it scales seamlessly to run out-of-core on a distributed cluster. Daft can handle User-Defined Functions (UDFs) in columns, allowing you to apply complex expressions and operations to Python objects with the full flexibility required for ML/AI. Daft runs locally with a lightweight multithreaded backend. When your local machine is no longer sufficient, it scales seamlessly to run out-of-core on a distributed cluster.	About PySpark is an interface for Apache Spark in Python. It not only allows you to write Spark applications using Python APIs, but also provides the PySpark shell for interactively analyzing your data in a distributed environment. PySpark supports most of Spark’s features such as Spark SQL, DataFrame, Streaming, MLlib (Machine Learning) and Spark Core. Spark SQL is a Spark module for structured data processing. It provides a programming abstraction called DataFrame and can also act as distributed SQL query engine. Running on top of Spark, the streaming feature in Apache Spark enables powerful interactive and analytical applications across both streaming and historical data, while inheriting Spark’s ease of use and fault tolerance characteristics.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and enterprises in search of a solution to manage their multimodal data	Audience Application development solution for DevOps teams
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Daft United States www.getdaft.io	Company Information PySpark spark.apache.org/docs/latest/api/python/
Alternatives JetBrains DataSpell JetBrains	Alternatives pandas
Azure Data Science Virtual Machines Microsoft	Polars
PySpark	Tumult Analytics
Cegal Prizm Cegal	Apache Spark Apache Software Foundation
Dask View All	Spark Streaming Apache Software Foundation View All
Categories Data Science Supported DataOps Supported	Categories Application Development Supported Query Engines Supported

Integrations Apache Spark Supported Amazon SageMaker Data Wrangler Not Supported Amazon Web Services (AWS) Supported Apache Arrow Supported Apache Iceberg Supported Comet LLM Not Supported Databricks Supported Delta Lake Supported Feast Not Supported Fosfor Decision Cloud Not Supported Google Cloud Platform Supported JSON Supported Microsoft Azure Supported PyTorch Supported Python Supported Rust Supported Tecton Not Supported Union Pandera Not Supported Unity Catalog Supported pandas Supported Show More Integrations View All 14 Integrations	Integrations Apache Spark Supported Amazon SageMaker Data Wrangler Supported Amazon Web Services (AWS) Not Supported Apache Arrow Not Supported Apache Iceberg Not Supported Comet LLM Supported Databricks Not Supported Delta Lake Not Supported Feast Supported Fosfor Decision Cloud Supported Google Cloud Platform Not Supported JSON Not Supported Microsoft Azure Not Supported PyTorch Not Supported Python Not Supported Rust Not Supported Tecton Supported Union Pandera Supported Unity Catalog Not Supported pandas Not Supported Show More Integrations View All 7 Integrations
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