---
title: Data Collection Reviews
meta_title: 'Data Collection Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter reviews by the users' company size, role or industry to find
  out how Data Collection works for a business like yours.
date_modified: '2026-04-02'
parent_category:
  name: IT Infrastructure
  url: https://www.g2.com/categories/it-infrastructure
---


# Data Collection Reviews
**Vendor:** Sapien  
**Category:** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog)
## About Data Collection
Sapien's Data Collection Services provide high-quality, structured datasets tailored to fuel AI and machine learning projects. Addressing the challenges of sourcing and preparing data for AI training, Sapien utilizes real-time data collection software and automated techniques to gather relevant data for both supervised and unsupervised training models.






- [View Data Collection pricing details and edition comparison](https://www.g2.com/products/sapien-data-collection/reviews?section=pricing&secure%5Bexpires_at%5D=2026-08-14+10%3A32%3A24+-0500&secure%5Bsession_id%5D=2bbe638f-99d5-4124-bbe8-82864f2b884e&secure%5Btoken%5D=f5572117d8b084fb1224f7d6fb0008a922377af6e2c890c5ed6cb7e0063bd440&format=llm_user)

## Data Collection Features
**Data Governance**
- User Access Management
- Dynamic Data Masking
- Data Lineage
- Workflow Management

**Data Preparation**
- Search
- Data Quality and Cleansing
- Data Transformation
- Data Modeling

**Collaboration**
- Commenting
- Profiling and Classification
- Business and Data Glossary
- Metadata Management 
- Master Data Management
- Data Storage Management
- Data Management

**Artificial Intelligence**
- Machine Learning Recommendations
- Natural Language Query
- Automatic Data Cleansing

**Generative AI**
- AI Text Generation
- AI Text Summarization
- Generative AI

**Agentic AI - Machine Learning Data Catalog**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Decision Making
- Third-Party Integrations

**Additional Functionality**
- Metadata Extraction
- Automatic Backup
- Search/Filter
- Collaboration Tools
- Activity Tracking
- Authentication
- Data Security
- Data Mapping
- Archiving & Retention
- Data Discovery
- Data Catalog
- Multiple Data Sources
- Categorization/Grouping
- AI Copilot
- Reporting/Analytics
- Tagging
- Drag & Drop
- Activity Dashboard
- Role-Based Permissions
- Single Sign On
- Data Governance
- Content Library
- Data Synchronization
- Data Import/Export
- Access Controls/Permissions
- Data Visualization
- API

## Top Data Collection Alternatives
  - [AWS Glue](https://www.g2.com/products/aws-glue/reviews) - 4.3/5.0 (194 reviews)
  - [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews) - 4.3/5.0 (151 reviews)
  - [Cloudera](https://www.g2.com/products/cloudera/reviews) - 4.1/5.0 (131 reviews)