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What is Oracle Cloud Infrastructure Data Flow?

Oracle Cloud Infrastructure (OCI) Data Flow is an all-encompassing managed service designed for Apache Spark, allowing users to run processing tasks on vast amounts of data without the hassle of infrastructure deployment or management. By leveraging this service, developers can accelerate application delivery, focusing on app development rather than infrastructure issues. OCI Data Flow takes care of infrastructure provisioning, network configurations, and teardown once Spark jobs are complete, managing storage and security as well to greatly minimize the effort involved in creating and maintaining Spark applications for extensive data analysis. Additionally, with OCI Data Flow, the absence of clusters that need to be installed, patched, or upgraded leads to significant time savings and lower operational costs for various initiatives. Each Spark job utilizes private dedicated resources, eliminating the need for prior capacity planning. This results in organizations being able to adopt a pay-as-you-go pricing model, incurring costs solely for the infrastructure used during Spark job execution. Such a forward-thinking approach not only simplifies processes but also significantly boosts scalability and flexibility for applications driven by data. Ultimately, OCI Data Flow empowers businesses to unlock the full potential of their data processing capabilities while minimizing overhead.

What is Daft?

Daft is a sophisticated framework tailored for ETL, analytics, and large-scale machine learning/artificial intelligence, featuring a user-friendly Python dataframe API that outperforms Spark in both speed and usability. It provides seamless integration with existing ML/AI systems through efficient zero-copy connections to critical Python libraries such as Pytorch and Ray, allowing for effective GPU allocation during model execution. Operating on a nimble multithreaded backend, Daft initially functions locally but can effortlessly shift to an out-of-core setup on a distributed cluster once the limitations of your local machine are reached. Furthermore, Daft enhances its functionality by supporting User-Defined Functions (UDFs) in columns, which facilitates the execution of complex expressions and operations on Python objects, offering the necessary flexibility for sophisticated ML/AI applications. Its robust scalability and adaptability solidify Daft as an indispensable tool for data processing and analytical tasks across diverse environments, making it a favorable choice for developers and data scientists alike.

Media

Media

Integrations Supported

Apache Spark
Amazon Web Services (AWS)
Apache Arrow
Apache Iceberg
Databricks
Delta Lake
Google Cloud Platform
JSON
Microsoft Azure
Oracle Cloud Infrastructure
PyTorch
Python
Rust
Unity Catalog
pandas

Integrations Supported

Apache Spark
Amazon Web Services (AWS)
Apache Arrow
Apache Iceberg
Databricks
Delta Lake
Google Cloud Platform
JSON
Microsoft Azure
Oracle Cloud Infrastructure
PyTorch
Python
Rust
Unity Catalog
pandas

API Availability

Has API

API Availability

Has API

Pricing Information

$0.0085 per GB per hour
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Oracle

Date Founded

1977

Company Location

United States

Company Website

www.oracle.com/big-data/data-flow/

Company Facts

Organization Name

Daft

Company Location

United States

Company Website

www.getdaft.io

Categories and Features

Big Data

Collaboration
Data Blends
Data Cleansing
Data Mining
Data Visualization
Data Warehousing
High Volume Processing
No-Code Sandbox
Predictive Analytics
Templates

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Categories and Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

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