App comparison
Add up to 4 apps below to see how they compare. You can also use the "Compare" buttons while browsing.
GetApp offers objective, independent research and verified user reviews. We may earn a referral fee when you visit a vendor through our links.
Our commitment
Independent research methodology
Our researchers use a mix of verified reviews, independent research, and objective methodologies to bring you selection and ranking information you can trust. While we may earn a referral fee when you visit a provider through our links or speak to an advisor, this has no influence on our research or methodology.
Verified user reviews
GetApp maintains a proprietary database of millions of in-depth, verified user reviews across thousands of products in hundreds of software categories. Our data scientists apply advanced modeling techniques to identify key insights about products based on those reviews. We may also share aggregated ratings and select excerpts from those reviews throughout our site.
Our human moderators verify that reviewers are real people and that reviews are authentic. They use leading tech to analyze text quality and to detect plagiarism and generative AI.
How GetApp ensures transparency
GetApp lists all providers across its website—not just those that pay us—so that users can make informed purchase decisions. GetApp is free for users. Software providers pay us for sponsored profiles to receive web traffic and sales opportunities. Sponsored profiles include a link-out icon that takes users to the provider’s website.

cnvrg.io
Based on GetApp‘s extensive, proprietary database of in-depth, verified user reviews
AI operating system to manage machine learning lifecycles
cnvrg.io Alternatives & Competitors (2026)
Top 7 free alternatives

Zoho DataPrep
Based on GetApp‘s extensive, proprietary database of in-depth, verified user reviews
AI-powered no-code ETL Data Preparation platform


5.0
Value for money
Starting price
No pricing info
1.0
Functionality
ETL
4/5
Data Preparation
N/A
Data Connectors
N/A
Top Features
Performance Metrics
N/A
ML Algorithm Library
N/A
Version Control
N/A


4.4
Value for money
Starting price
No pricing info
0.6
Functionality
Text Analysis
N/A
ERP integration
N/A
Document Classification
N/A
Top Features
Deep Learning
N/A
Data Visualization
N/A
Performance Metrics
N/A


4.2
Value for money
Starting price
No pricing info
0.6
Functionality
User Interaction Tracking
5/5
Customer Journey Mapping
5/5
Activity Dashboard
5/5
Top Features
Model Training
N/A
ML Algorithm Library
N/A
Version Control
N/A


4.2
Value for money
Starting price
No pricing info
0.6
Functionality
Customizable Dashboard
5/5
Data Blending
5/5
AI/Machine Learning
5/5
Top Features
Deep Learning
N/A
Data Extraction
N/A
Tagging
N/A


4.3
Value for money
No pricing info
Starting price
No pricing info
0.7
Functionality
Negative Feedback Management
5/5
Brand Tracking
5/5
Survey/Poll Management
5/5
Top Features
Model Training
N/A
ML Algorithm Library
N/A
Configuration Management
N/A


4.0
Value for money
Starting price
No pricing info
1.0
Functionality
Sentiment Analysis
5/5
Topic Classification
4/5
Text Analysis
4/5
Top Features
Drag & Drop
N/A
Deep Learning
N/A
Version Control
N/A


4.0
Value for money
Starting price
No pricing info
0.6
Functionality
Website Monitoring
5/5
Trend Analysis
5/5
Social Media Monitoring
5/5
Top Features
Data Extraction
N/A
Configuration Management
N/A
Natural Language Processing
N/A


4.5
Value for money
Starting price
No pricing info
0.4
Functionality
Machine Learning
5/5
Website Personalization
5/5
Reporting/Analytics
5/5
Top Features
Real-Time Monitoring
N/A
Drag & Drop
N/A
Workflow Management
N/A


4.9
Value for money
No pricing info
Starting price
No pricing info
0.2
Functionality
Real-Time Monitoring
5/5
Queue Management
5/5
Multi-Channel Communication
5/5
Top Features
Version Control
N/A
Performance Metrics
N/A
Activity Tracking
N/A


4.5
Value for money
Starting price
No pricing info
0.4
Functionality
Customer Journey Mapping
5/5
Website Analytics
5/5
Trend Analysis
5/5
Top Features
Natural Language Processing
N/A
Model Training
N/A
Workflow Management
N/A


4.4
Value for money
Starting price
No pricing info
0.7
Functionality
Knowledge Base Management
N/A
Dashboard
N/A
Mobile App
N/A
Top Features
Data Visualization
N/A
Data Import/Export
N/A
Performance Metrics
N/A


4.4
Value for money
Starting price
No pricing info
0.6
Functionality
Spell Check
5/5
Localization Automation
5/5
Access Controls/Permissions
5/5
Top Features
Machine Learning
N/A
Drag & Drop
N/A
Search/Filter
N/A


5.0
Value for money
Starting price
No pricing info
Functionality
Information Governance
N/A
Data Verification
N/A
Metadata Management
N/A
Top Features
Drag & Drop
N/A
Data Import/Export
N/A
Visualization
N/A


4.0
Value for money
No pricing info
Starting price
No pricing info
0.4
Functionality
Visual Analytics
5/5
Status Tracking
5/5
Real-Time Data
5/5
Top Features
Version Control
N/A
Natural Language Processing
N/A
Configuration Management
N/A


4.3
Value for money
No pricing info
Starting price
No pricing info
0.4
Functionality
Sales Activity Management
5/5
Lead Management
5/5
Data Quality Control
5/5
Top Features
Predictive Modeling
N/A
Model Training
N/A
Workflow Management
N/A


4.5
Value for money
Starting price
No pricing info
0.2
Functionality
Server Monitoring
5/5
Alerts/Notifications
5/5
Uptime Reporting
5/5
Top Features
Machine Learning
N/A
Drag & Drop
N/A
Tagging
N/A


4.7
Value for money
Starting price
No pricing info
1.0
Functionality
Course Management
5/5
Student Portal
5/5
Course Publishing
5/5
Top Features
ML Algorithm Library
N/A
Machine Learning
N/A
Tagging
N/A


4.3
Value for money
Starting price
No pricing info
0.3
Functionality
Audit Management
5/5
Access Controls/Permissions
5/5
Configuration Management
5/5
Top Features
Deep Learning
N/A
Data Visualization
N/A
Predictive Modeling
N/A


4.3
Value for money
Starting price
No pricing info
1.3
Functionality
Data Connectors
5/5
Model Training
4/5
Data Visualization
4/5
Top Features
Drag & Drop
N/A
Data Extraction
N/A
Tagging
N/A


3.7
Value for money
No pricing info
Starting price
No pricing info
0.7
Functionality
Real-Time Notifications
N/A
Risk Alerts
N/A
Predictive Analytics
N/A
Top Features
Data Import/Export
N/A
Data Extraction
N/A
ML Algorithm Library
N/A
