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What is Flyte?

Flyte is a powerful platform crafted for the automation of complex, mission-critical data and machine learning workflows on a large scale. It enhances the ease of creating concurrent, scalable, and maintainable workflows, positioning itself as a crucial instrument for data processing and machine learning tasks. Organizations such as Lyft, Spotify, and Freenome have integrated Flyte into their production environments. At Lyft, Flyte has played a pivotal role in model training and data management for over four years, becoming the preferred platform for various departments, including pricing, locations, ETA, mapping, and autonomous vehicle operations. Impressively, Flyte manages over 10,000 distinct workflows at Lyft, leading to more than 1,000,000 executions monthly, alongside 20 million tasks and 40 million container instances. Its dependability is evident in high-demand settings like those at Lyft and Spotify, among others. As a fully open-source project licensed under Apache 2.0 and supported by the Linux Foundation, it is overseen by a committee that reflects a diverse range of industries. While YAML configurations can sometimes add complexity and risk errors in machine learning and data workflows, Flyte effectively addresses these obstacles. This capability not only makes Flyte a powerful tool but also a user-friendly choice for teams aiming to optimize their data operations. Furthermore, Flyte's strong community support ensures that it continues to evolve and adapt to the needs of its users, solidifying its status in the data and machine learning landscape.

What is Dagster?

Dagster serves as a cloud-native open-source orchestrator that streamlines the entire development lifecycle by offering integrated lineage and observability features, a declarative programming model, and exceptional testability. This platform has become the preferred option for data teams tasked with the creation, deployment, and monitoring of data assets. Utilizing Dagster allows users to concentrate on executing tasks while also pinpointing essential assets to develop through a declarative methodology. By adopting CI/CD best practices from the outset, teams can construct reusable components, identify data quality problems, and detect bugs in the early stages of development, ultimately enhancing the efficiency and reliability of their workflows. Consequently, Dagster empowers teams to maintain a high standard of quality and adaptability throughout the data lifecycle.

Media

Media

Integrations Supported

Apache Spark
Dask
Databricks Data Intelligence Platform
Google Cloud Platform
Great Expectations
Kubernetes
MLflow
Slack
Snowflake
dbt
pandas
APERIO DataWise
Coginiti
DuckDB
Google Cloud BigQuery
Microsoft Azure
Microsoft Teams
SDF
TensorFlow
Twilio

Integrations Supported

Apache Spark
Dask
Databricks Data Intelligence Platform
Google Cloud Platform
Great Expectations
Kubernetes
MLflow
Slack
Snowflake
dbt
pandas
APERIO DataWise
Coginiti
DuckDB
Google Cloud BigQuery
Microsoft Azure
Microsoft Teams
SDF
TensorFlow
Twilio

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

$0
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

Union.ai

Date Founded

2020

Company Location

United States

Company Website

flyte.org

Company Facts

Organization Name

Dagster Labs

Date Founded

2019

Company Location

United States

Company Website

dagster.io

Categories and Features

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Categories and Features

Data Fabric

Data Access Management
Data Analytics
Data Collaboration
Data Lineage Tools
Data Networking / Connecting
Metadata Functionality
No Data Redundancy
Persistent Data Management

Data Management

Customer Data
Data Analysis
Data Capture
Data Integration
Data Migration
Data Quality Control
Data Security
Information Governance
Master Data Management
Match & Merge

ETL

Data Analysis
Data Filtering
Data Quality Control
Job Scheduling
Match & Merge
Metadata Management
Non-Relational Transformations
Version Control

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

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Union Cloud

Union.ai
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Flyte

Union.ai