---
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=2026-06-29+16%3A41%3A56+-0500&secure%5Bsession_id%5D=363f07c2-ae6d-4c0a-8482-1690611ddbcc&secure%5Btoken%5D=62cda7054bd03c91cd9340b15f7e8dfd1e95a3c1effb3cb7954452a4b7aaec1c&format=llm_user)

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

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

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

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

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

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

## 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 (138 reviews)
  - [Cloudera](https://www.g2.com/products/cloudera/reviews) - 4.1/5.0 (131 reviews)