Daft vs. Pathway 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 Pathway is a Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. Pathway comes with an easy-to-use Python API, allowing you to seamlessly integrate your favorite Python ML libraries. Pathway code is versatile and robust: you can use it in both development and production environments, handling both batch and streaming data effectively. The same code can be used for local development, CI/CD tests, running batch jobs, handling stream replays, and processing data streams. Pathway is powered by a scalable Rust engine based on Differential Dataflow and performs incremental computation. Your Pathway code, despite being written in Python, is run by the Rust engine, enabling multithreading, multiprocessing, and distributed computations. All the pipeline is kept in memory and can be easily deployed with Docker and Kubernetes.
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 Supported Mac Supported Linux Supported Cloud Supported On-Premises 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 Developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support 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 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 Supported Live Online Not Supported In Person Supported
Company Information Daft United States www.getdaft.io	Company Information Pathway Founded: 2020 France pathway.com
Alternatives JetBrains DataSpell JetBrains	Alternatives Spark Streaming Apache Software Foundation
Azure Data Science Virtual Machines Microsoft	Google Cloud Dataflow Google
PySpark	Arroyo
Cegal Prizm Cegal	Spring Cloud Data Flow Spring
Dask View All	LakeSail View All
Categories Data Science Supported DataOps Supported	Categories Artificial Intelligence Supported Event Stream Processing Supported Logistics Supported Machine Learning Supported Retrieval-Augmented Generation (RAG) Supported
	Show More Features Artificial Intelligence Features Chatbot Supported For eCommerce Not Supported For Healthcare Not Supported For Sales Not Supported Image Recognition Not Supported Machine Learning Supported Multi-Language Not Supported Natural Language Processing Not Supported Predictive Analytics Supported Process/Workflow Automation Not Supported Rules-Based Automation Not Supported Virtual Personal Assistant (VPA) Not Supported Machine Learning Features Deep Learning Not Supported ML Algorithm Library Supported Model Training Not Supported Natural Language Processing (NLP) Supported Predictive Modeling Supported Statistical / Mathematical Tools Supported Templates Not Supported Visualization Not Supported
Integrations Python Supported Rust Supported Amazon S3 Not Supported Amazon Web Services (AWS) Supported Apache Arrow Supported Apache Iceberg Supported Apache Kafka Not Supported Apache Spark Supported Databricks Supported Delta Lake Supported Google Cloud Platform Supported JSON Supported Microsoft Azure Supported MongoDB Not Supported MySQL Not Supported PostgreSQL Not Supported PyTorch Supported Tangentia TiA Gateway Not Supported Unity Catalog Supported pandas Supported Show More Integrations View All 14 Integrations	Integrations Python Supported Rust Supported Amazon S3 Supported Amazon Web Services (AWS) Not Supported Apache Arrow Not Supported Apache Iceberg Not Supported Apache Kafka Supported Apache Spark Not Supported Databricks Not Supported Delta Lake Not Supported Google Cloud Platform Not Supported JSON Not Supported Microsoft Azure Not Supported MongoDB Supported MySQL Supported PostgreSQL Supported PyTorch Not Supported Tangentia TiA Gateway Supported Unity Catalog Not Supported pandas Not Supported Show More Integrations View All 8 Integrations
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