Snowflake Features
Model Development (5)
Language Support
As reported in 27 Snowflake reviews.
Supports programming languages such as Java, C, or Python. Supports front-end languages such as HTML, CSS, and JavaScript
Drag and Drop
This feature was mentioned in 27 Snowflake reviews.
Offers the ability for developers to drag and drop pieces of code or algorithms when building models
Pre-Built Algorithms
This feature was mentioned in 27 Snowflake reviews.
Provides users with pre-built algorithms for simpler model development
Model Training
As reported in 27 Snowflake reviews.
Supplies large data sets for training individual models
Feature Engineering
As reported in 27 Snowflake reviews.
Transforms raw data into features that better represent the underlying problem to the predictive models
Machine/Deep Learning Services (6)
Computer Vision
Based on 27 Snowflake reviews.
Offers image recognition services
Natural Language Processing
Based on 27 Snowflake reviews.
Offers natural language processing services
Natural Language Generation
Based on 27 Snowflake reviews.
Offers natural language generation services
Artificial Neural Networks
As reported in 26 Snowflake reviews.
Offers artificial neural networks for users
Natural Language Understanding
27 reviewers of Snowflake have provided feedback on this feature.
Offers natural language understanding services
Deep Learning
Based on 24 Snowflake reviews.
Provides deep learning capabilities
Deployment (15)
Managed Service
This feature was mentioned in 29 Snowflake reviews.
Manages the intelligent application for the user, reducing the need of infrastructure
Application
This feature was mentioned in 27 Snowflake reviews.
Allows users to insert machine learning into operating applications
Scalability
As reported in 28 Snowflake reviews.
Provides easily scaled machine learning applications and infrastructure
Language Flexibility
Based on 12 Snowflake reviews.
Allows users to input models built in a variety of languages.
Framework Flexibility
12 reviewers of Snowflake have provided feedback on this feature.
Allows users to choose the framework or workbench of their preference.
Versioning
12 reviewers of Snowflake have provided feedback on this feature.
Records versioning as models are iterated upon.
Ease of Deployment
As reported in 12 Snowflake reviews.
Provides a way to quickly and efficiently deploy machine learning models.
Scalability
Based on 12 Snowflake reviews.
Offers a way to scale the use of machine learning models across an enterprise.
On-Premise
Based on 142 Snowflake reviews and verified by the G2 Product R&D team.
Provides On-Premise deployment options.
Cloud
Based on 182 Snowflake reviews and verified by the G2 Product R&D team.
Provides Cloud deployment options (private or public cloud, hybrid cloud).
Language Flexibility
10 reviewers of Snowflake have provided feedback on this feature.
Allows users to input models built in a variety of languages.
Framework Flexibility
As reported in 10 Snowflake reviews.
Allows users to choose the framework or workbench of their preference.
Versioning
As reported in 10 Snowflake reviews.
Records versioning as models are iterated upon.
Ease of Deployment
10 reviewers of Snowflake have provided feedback on this feature.
Provides a way to quickly and efficiently deploy machine learning models.
Scalability
As reported in 10 Snowflake reviews.
Offers a way to scale the use of machine learning models across an enterprise.
Database (3)
Real-Time Data Collection
This feature was mentioned in 98 Snowflake reviews.
Collects, stores, and organizes massive, unstructured data in real time
Data Distribution
This feature was mentioned in 101 Snowflake reviews.
Facilitates the disseminating of collected big data throughout parallel computing clusters
Data Lake
This feature was mentioned in 95 Snowflake reviews.
Creates a repository to collect and store raw data from sensors, devices, machines, files, etc.
Integrations (2)
Hadoop Integration
This feature was mentioned in 76 Snowflake reviews.
Aligns processing and distribution workflows on top of Apache Hadoop
Spark Integration
As reported in 81 Snowflake reviews.
Aligns processing and distribution workflows on top of Apache Hadoop
Platform (3)
Machine Scaling
As reported in 91 Snowflake reviews.
Facilitates solution to run on and scale to a large number of machines and systems
Data Preparation
Based on 97 Snowflake reviews.
Curates collected data for big data analytics solutions to analyze, manipulate, and model
Spark Integration
Based on 81 Snowflake reviews.
Aligns processing and distribution workflows on top of Apache Hadoop
Processing (2)
Cloud Processing
As reported in 96 Snowflake reviews.
Moves big data collection and processing to the cloud
Workload Processing
Based on 94 Snowflake reviews.
Processes batch, real-time, and streaming data workloads in singular, multi-tenant, or cloud systems
Data Transformation (2)
Real-Time Analytics
87 reviewers of Snowflake have provided feedback on this feature.
Facilitates analysis of high-volume, real-time data.
Data Querying
As reported in 86 Snowflake reviews.
Allows user to query data through query languages like SQL.
Connectivity (4)
Hadoop Integration
78 reviewers of Snowflake have provided feedback on this feature.
Aligns processing and distribution workflows on top of Apache Hadoop
Spark Integration
Based on 79 Snowflake reviews.
Aligns processing and distribution workflows on top of Apache Spark
Multi-Source Analysis
As reported in 80 Snowflake reviews.
Integrates data from multiple external databases.
Data Lake
Based on 81 Snowflake reviews.
Facilitates the dissemination of collected big data throughout parallel computing clusters.
Operations (8)
Data Visualization
This feature was mentioned in 83 Snowflake reviews.
Processes data and represents interpretations in a variety of graphic formats.
Data Workflow
As reported in 79 Snowflake reviews.
Strings together specific functions and datasets to automate analytics iterations.
Governed Discovery
76 reviewers of Snowflake have provided feedback on this feature.
Isolates certain datasets and facilitates management of data access.
Embedded Analytics
This feature was mentioned in 80 Snowflake reviews.
Allows big data tool to run and record data within external applications.
Notebooks
This feature was mentioned in 77 Snowflake reviews.
Use notebooks for tasks such as creating dashboards with predefined, scheduled queries and visualizations
Metrics
10 reviewers of Snowflake have provided feedback on this feature.
Control model usage and performance in production
Infrastructure management
Based on 10 Snowflake reviews.
Deploy mission-critical ML applications where and when you need them
Collaboration
As reported in 10 Snowflake reviews.
Easily compare experiments—code, hyperparameters, metrics, predictions, dependencies, system metrics, and more—to understand differences in model performance.
Management (12)
Cataloging
Based on 12 Snowflake reviews.
Records and organizes all machine learning models that have been deployed across the business.
Monitoring
Based on 12 Snowflake reviews.
Tracks the performance and accuracy of machine learning models.
Governing
Based on 12 Snowflake reviews.
Provisions users based on authorization to both deploy and iterate upon machine learning models.
Model Registry
As reported in 12 Snowflake reviews.
Allows users to manage model artifacts and tracks which models are deployed in production.
Data dictionary
As reported in 84 Snowflake reviews.
Stores the database metadata, that is the definitions of data elements, types, relationships etc.
Data Replication
84 reviewers of Snowflake have provided feedback on this feature.
Creates a copy of the database to maintain consistency and integrity.
Query Language
This feature was mentioned in 90 Snowflake reviews.
Allows users to create, update and retrieve data in a database.
Data Modeling
As reported in 87 Snowflake reviews.
Defines the logical design of the data before building the schemas.
Performance Analysis
As reported in 89 Snowflake reviews.
Monitors and analyzes critical database attributes like query performance, user sessions, dead lock detail, system errors etc and visualize them on a custom dashboard.
Cataloging
As reported in 10 Snowflake reviews.
Records and organizes all machine learning models that have been deployed across the business.
Monitoring
Tracks the performance and accuracy of machine learning models.
Governing
This feature was mentioned in 10 Snowflake reviews.
Provisions users based on authorization to both deploy and iterate upon machine learning models.
System (1)
Data Ingestion & Wrangling
28 reviewers of Snowflake have provided feedback on this feature.
Gives user ability to import a variety of data sources for immediate use
Data Management (6)
Data Integration
Based on 185 Snowflake reviews and verified by the G2 Product R&D team.
Consolidates, Cleanses and Normalizes data from multiple disparate sources.
Data Compression
Based on 172 Snowflake reviews and verified by the G2 Product R&D team.
Helps save storage capacity and improves query performance.
Data Quality
Based on 178 Snowflake reviews and verified by the G2 Product R&D team.
Eliminates data inconsistency and duplications ensuring data integrity.
Built-In Data Analytics
Based on 173 Snowflake reviews and verified by the G2 Product R&D team.
SQL based analytics functions like Time series, pattern matching, geospatial analytics etc.
In-Database Machine Learning
Based on 152 Snowflake reviews and verified by the G2 Product R&D team.
Provides built in capabilities like machine learning algorithms, data preparation functions, model evaluation and management etc.
Data Lake Analytics
Based on 156 Snowflake reviews and verified by the G2 Product R&D team.
Allows data querying across data formats like parquet, ORC, JSON etc and analyze complex data types on HDFS
Integration (3)
AI/ ML Integration
Based on 143 Snowflake reviews and verified by the G2 Product R&D team.
Integrates with data science workflows, Machine Learning and artificial intelligence (AI) capabilities.
BI Tool Integration
Based on 174 Snowflake reviews and verified by the G2 Product R&D team.
Integrates with BI Tools to transform data into Actionable Insights.
Data lake Integration
Based on 161 Snowflake reviews and verified by the G2 Product R&D team.
Provides speed in data processing and capturing unstructured, semi-structured and streaming data.
Performance (1)
Scalability
Based on 186 Snowflake reviews and verified by the G2 Product R&D team.
Manages huge volumes of data, upscale or downscale as per demand.
Maintenance (3)
Data Migration
As reported in 87 Snowflake reviews.
Allows data movement from one database to another.
Backup and Recovery
85 reviewers of Snowflake have provided feedback on this feature.
Provides data backup and recovery functionality to protect and restore a database.
Multi-User Environment
As reported in 87 Snowflake reviews.
Allows users to access and work on data concurrently, supporting several views of the data.
Security (8)
Data Encryption
This feature was mentioned in 86 Snowflake reviews.
Encrypts and transforms data at the database from a readable state into a ciphertext of unreadable characters.
User Access Control
Based on 89 Snowflake reviews.
Allows restricted user acess to modify depending on the access level.
Data Governance
Based on 171 Snowflake reviews and verified by the G2 Product R&D team.
Policies, procedures and standards to manage and access data.
Data Security
Based on 180 Snowflake reviews and verified by the G2 Product R&D team.
Restricts data access at a cell level, mask or hide parts of cells, and encrypt data at rest and in motion
Role-Based Authorization
Based on 44 Snowflake reviews.
Provides predefined system roles, privileges, and user-defined roles to users.
Authentication
45 reviewers of Snowflake have provided feedback on this feature.
Allows integration with external security mechanisms like Kerberos, LDAP authentication etc.
Audit Logs
As reported in 38 Snowflake reviews.
Provides an audit log to track access and operations performed on databases for regulatory compliance.
Encryption
38 reviewers of Snowflake have provided feedback on this feature.
Provides encryption capability for all the data at rest using encryption keys.
Storage (2)
Data Model
This feature was mentioned in 44 Snowflake reviews.
Stores data tables as columns.
Data Types
This feature was mentioned in 44 Snowflake reviews.
Supports multiple data types like lists, sets, hashes (similar to map), sorted sets etc.
Availability (3)
Auto Sharding
As reported in 39 Snowflake reviews.
Implements auto horizontal data partitioning that allows storing data on more than one node to scale out.
Auto Recovery
As reported in 37 Snowflake reviews.
Restores a database to a correct (consistent) state in the event of a failure.
Data Replication
As reported in 41 Snowflake reviews.
Copy data across multiple servers through master-slave, peer-to-peer replication architecture etc.
Performance (1)
Integrated Cache
44 reviewers of Snowflake have provided feedback on this feature.
Stores frequently-used data in system memory quickly.
Support (2)
Multi-Model
As reported in 36 Snowflake reviews.
Provides support to store, index and query data in more than one format.
Operating Systems
35 reviewers of Snowflake have provided feedback on this feature.
Available on multiple operating systems like Linux, Windows, MacOS etc.
Centralized computation (1)
Centralized Computation
As reported in 25 Snowflake reviews.
Offers a centralize, neutral location for parties to conduct data analysis.
Localized computation (1)
Localized computation
Based on 24 Snowflake reviews.
Offers localized computation, where data remains where it resides and is called by API in order to conduct analysis.
Generative AI (7)
AI Text Generation
This feature was mentioned in 10 Snowflake reviews.
Allows users to generate text based on a text prompt.
AI Text Summarization
As reported in 10 Snowflake reviews.
Condenses long documents or text into a brief summary.
AI Text Generation
25 reviewers of Snowflake have provided feedback on this feature.
Allows users to generate text based on a text prompt.
AI Text Summarization
As reported in 25 Snowflake reviews.
Condenses long documents or text into a brief summary.
AI Text-to-Image
25 reviewers of Snowflake have provided feedback on this feature.
Provides the ability to generate images from a text prompt.
AI Text Generation
Based on 80 Snowflake reviews.
Allows users to generate text based on a text prompt.
AI Text Summarization
This feature was mentioned in 81 Snowflake reviews.
Condenses long documents or text into a brief summary.
Agentic AI - Data Science and Machine Learning Platforms (7)
Autonomous Task Execution
As reported in 13 Snowflake reviews.
Capability to perform complex tasks without constant human input
Multi-step Planning
13 reviewers of Snowflake have provided feedback on this feature.
Ability to break down and plan multi-step processes
Cross-system Integration
Based on 13 Snowflake reviews.
Works across multiple software systems or databases
Adaptive Learning
Based on 13 Snowflake reviews.
Improves performance based on feedback and experience
Natural Language Interaction
This feature was mentioned in 13 Snowflake reviews.
Engages in human-like conversation for task delegation
Proactive Assistance
13 reviewers of Snowflake have provided feedback on this feature.
Anticipates needs and offers suggestions without prompting
Decision Making
This feature was mentioned in 12 Snowflake reviews.
Makes informed choices based on available data and objectives
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