Flyte vs. Singular Comparison


Flyte Union.ai	Singular	+	+
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About The workflow automation platform for complex, mission-critical data and ML processes at scale. Flyte makes it easy to create concurrent, scalable, and maintainable workflows for machine learning and data processing. Flyte is used in production at Lyft, Spotify, Freenome, and others. At Lyft, Flyte has been serving production model training and data processing for over four years, becoming the de-facto platform for teams like pricing, locations, ETA, mapping, autonomous, and more. In fact, Flyte manages over 10,000 unique workflows at Lyft, totaling over 1,000,000 executions every month, 20 million tasks, and 40 million containers. Flyte has been battle-tested at Lyft, Spotify, Freenome, and others. It is entirely open-source with an Apache 2.0 license under the Linux Foundation with a cross-industry overseeing committee. Configuring machine learning and data workflows can get complex and error-prone with YAML.	About Singular empowers marketers to futureproof their growth with next-gen attribution and analytics. We provide a holistic solution that combines mobile attribution with industry-leading cost aggregation, flexible ROI analytics, and automatic loading directly into your BI tools. With Singular you are able to - Measure and report on all the channels you work with - Analyze ROI by combining attribution with leading cost aggregation - Track and analyze across the entire user lifecycle - Block more fraud with best-in-class fraud prevention - Monitor a single managed pipeline with a plug-and-play solution to extract, transform and load analysis-ready marketing data into your chosen data warehouse Top marketers from LinkedIn, Rovio, Microsoft, Lyft, Twitter, EA, and more, rely on Singular for a complete view of their marketing performance.
Platforms Supported Windows Not Supported Mac Supported Linux Supported Cloud Not 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 Not Supported iPhone Supported iPad Supported Android Supported Chromebook Supported
Audience Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows	Audience Web and Mobile Marketers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support 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 Free Free Version Supported Free Trial Not Supported	Pricing Speak to us Free Version Not Supported Free Trial 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 Supported In Person Supported
Company Information Union.ai Founded: 2020 United States flyte.org	Company Information Singular Founded: 2014 United States www.singular.net/
Alternatives Metaflow Netflix	Alternatives Kochava
Ray Anyscale	Adverity Adverity GmbH
ZenML	JustControl.it GRAHAMSTOWN LIMITED
Lyft Business Lyft	Attribution
Lyft View All	Airbridge AB180 View All
Categories AI Automation Supported AI/ML Model Training Supported Machine Learning Supported Workflow Automation Supported	Categories Click Fraud Supported Data Analysis Supported ETL Supported Fraud Detection Supported Marketing Analytics Supported Marketing Attribution Supported Mobile App Analytics Supported Mobile Marketing Supported Mobile Measurement Partners (MMP) Supported Spend Analysis Supported
	Show More Features Click Fraud Features Account Alerts Supported Activity Monitoring Supported IP Address Monitoring Supported IP Blocking Supported Keyword Tracking Supported Refund Management Supported Risk Assessment Supported Time on Site Tracking Not Supported Data Analysis Features Data Discovery Supported Data Visualization Supported High Volume Processing Supported Predictive Analytics Supported Regression Analysis Not Supported Sentiment Analysis Not Supported Statistical Modeling Supported Text Analytics Not Supported ETL Features Data Analysis Supported Data Filtering Supported Data Quality Control Supported Job Scheduling Supported Match & Merge Supported Metadata Management Supported Non-Relational Transformations Supported Version Control Supported Fraud Detection Features Access Security Management Not Supported Check Fraud Monitoring Supported Custom Fraud Parameters Supported For Banking Not Supported For Crypto Not Supported For eCommerce Not Supported For Insurance Industry Not Supported Internal Fraud Monitoring Supported Investigator Notes Supported Pattern Recognition Supported Transaction Approval Not Supported Marketing Analytics Features A/B Testing Supported Campaign Management Supported Channel Attribution Supported Customer Journey Mapping Supported Dashboard Supported Performance Metrics Supported Predictive Analytics Supported ROI Tracking Supported Social Media Metrics Supported Website Analytics Supported Marketing Attribution Features Attribution Modeling Supported Audience Segmentation Supported Conversion Tracking Supported Cross-Channel Attribution Supported Customer Journey Mapping Supported Multi-Touch Attribution Supported Predictive Analytics Supported ROI Tracking Supported Mobile App Analytics Features A/B Testing Supported Channel Attribution Supported Cohort Analysis Supported Funnel Analysis Supported In-App Events Tracking Supported Push Notifications Supported Retention Tracking Supported Revenue Tracking Supported Uninstall Tracking Supported Mobile Marketing Features Channel Attribution Supported Contextual Targeting Supported Coupons Not Supported Email Marketing Supported Engagement Monitoring Supported In-App Marketing Not Supported Location-Based Marketing Not Supported Push Notifications Supported Text Messaging Supported Text-to-Win Not Supported
Integrations Google Cloud BigQuery Supported AdMaven Not Supported Adjust Not Supported Amazon Athena Supported Amazon SageMaker Supported Databricks Supported Dolt Supported Great Expectations Supported Horovod Supported Kayzen Not Supported Kubernetes Supported Magellan AI Not Supported RevX Not Supported RevenueCat Not Supported SOOMLA Not Supported Scalarr Not Supported Snapchat Not Supported Tapjoy Not Supported X (Twitter) Not Supported X Ads (Twitter Ads) Not Supported Show More Integrations View All 33 Integrations	Integrations Google Cloud BigQuery Supported AdMaven Supported Adjust Supported Amazon Athena Not Supported Amazon SageMaker Not Supported Databricks Not Supported Dolt Not Supported Great Expectations Not Supported Horovod Not Supported Kayzen Supported Kubernetes Not Supported Magellan AI Supported RevX Supported RevenueCat Supported SOOMLA Supported Scalarr Supported Snapchat Supported Tapjoy Supported X (Twitter) Supported X Ads (Twitter Ads) Supported Show More Integrations View All 63 Integrations
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