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Best Data Preparation Tools and Software - Page 2

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Data preparation software tools assists in the process of discovering, blending, combining, cleansing, enriching, and transforming data so large datasets can be easily integrated, consumed, and analyzed with business intelligence and analytics solutions. Data preparation tools provide IT departments, data analysts, data scientists, and average business users a platform to integrate disparate data sources in a quick and efficient way. It makes for a much smoother analysis experience when businesses attempt to extract actionable insights from their data. Many data preparation solutions offer the functionality of data governance software, metadata management, and machine learning features. Data preparation is necessary to improve data quality.

Data preparation services are used by data-driven companies that empower their employees to explore business data to enhance decision making and drive productive change. Data preparation platforms integrates with analytics platforms and other analytics tools to clean datasets that can be easily understood and acted upon. The integration with intelligence and analytical software helps in the actual analysis of the data. Data preparation tools may also be used in conjunction with data integration software to make it easier when combining data sources.

Many business intelligence platforms and self-service business intelligence software have data preparation capabilities. Additionally, data preparation functionality can be included in data quality software.

To qualify for inclusion in the Data Preparation category, a product must:

Provide data preparation capabilities such as blending, combining, and transforming datasets for simple analysis and integration
Provide cleansing and enrichment capabilities for a higher level of data quality
Offer integrations with analytics and data integration solutions
Exist as standalone software or in integration with an analytics platform, with clear mention of data preparation capabilities
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Featured Data Preparation Software At A Glance

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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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97 Listings in Data Preparation Available
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM Watson Studio on IBM Cloud Pak for Data is a leading data science and machine learning solution that helps enterprises accelerate AI-powered digital transformation. It allows businesses to scale t

    Users
    • Software Engineer
    • CEO
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 50% Enterprise
    • 30% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM Watson Studio Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    AI Capabilities
    4
    AI Integration
    4
    AI Modeling
    4
    AI Technology
    4
    Ease of Use
    4
    Cons
    Learning Curve
    2
    Steep Learning Curve
    2
    Cost
    1
    Difficulty in Adjustments
    1
    Expensive
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM Watson Studio features and usability ratings that predict user satisfaction
    8.0
    Has the product been a good partner in doing business?
    Average: 9.0
    9.2
    Data Workflows
    Average: 8.8
    9.0
    Profiling and Classification
    Average: 8.5
    9.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    709,081 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
    Ownership
    SWX:IBM
Product Description
How are these determined?Information
This description is provided by the seller.

IBM Watson Studio on IBM Cloud Pak for Data is a leading data science and machine learning solution that helps enterprises accelerate AI-powered digital transformation. It allows businesses to scale t

Users
  • Software Engineer
  • CEO
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 50% Enterprise
  • 30% Small-Business
IBM Watson Studio Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
AI Capabilities
4
AI Integration
4
AI Modeling
4
AI Technology
4
Ease of Use
4
Cons
Learning Curve
2
Steep Learning Curve
2
Cost
1
Difficulty in Adjustments
1
Expensive
1
IBM Watson Studio features and usability ratings that predict user satisfaction
8.0
Has the product been a good partner in doing business?
Average: 9.0
9.2
Data Workflows
Average: 8.8
9.0
Profiling and Classification
Average: 8.5
9.1
Data Joining
Average: 8.8
Seller Details
Seller
IBM
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
709,081 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SAS Data Management is a comprehensive solution designed to transform raw data into a valuable business asset by improving, integrating, managing, and governing data across an organization. It enables

    Users
    No information available
    Industries
    • Higher Education
    Market Segment
    • 52% Enterprise
    • 26% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SAS Data Management Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    12
    Analytics
    5
    Data Cleaning
    4
    Data Quality
    4
    Data Management
    3
    Cons
    Expensive
    7
    Not User-Friendly
    3
    Slow Performance
    3
    Training Required
    3
    Complexity
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • SAS Data Management features and usability ratings that predict user satisfaction
    8.1
    Has the product been a good partner in doing business?
    Average: 9.0
    9.8
    Data Workflows
    Average: 8.8
    9.6
    Profiling and Classification
    Average: 8.5
    9.6
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    1976
    HQ Location
    Cary, NC
    Twitter
    @SASsoftware
    61,098 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,238 employees on LinkedIn®
    Phone
    1-800-727-0025
Product Description
How are these determined?Information
This description is provided by the seller.

SAS Data Management is a comprehensive solution designed to transform raw data into a valuable business asset by improving, integrating, managing, and governing data across an organization. It enables

Users
No information available
Industries
  • Higher Education
Market Segment
  • 52% Enterprise
  • 26% Small-Business
SAS Data Management Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
12
Analytics
5
Data Cleaning
4
Data Quality
4
Data Management
3
Cons
Expensive
7
Not User-Friendly
3
Slow Performance
3
Training Required
3
Complexity
2
SAS Data Management features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 9.0
9.8
Data Workflows
Average: 8.8
9.6
Profiling and Classification
Average: 8.5
9.6
Data Joining
Average: 8.8
Seller Details
Year Founded
1976
HQ Location
Cary, NC
Twitter
@SASsoftware
61,098 Twitter followers
LinkedIn® Page
www.linkedin.com
18,238 employees on LinkedIn®
Phone
1-800-727-0025
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  • Overview
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Qlik Talend Cloud offers extensive data integration capabilities plus data quality and governance. Available in Starter, Standard, Premium, and Enterprise editions, it provides features such as bulk a

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 46% Mid-Market
    • 38% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Qlik Talend Cloud Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    API Integration
    1
    Automation
    1
    Cloud Computing
    1
    Data Management
    1
    Data Pipelining
    1
    Cons
    This product has not yet received any negative sentiments.
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Qlik Talend Cloud features and usability ratings that predict user satisfaction
    9.8
    Has the product been a good partner in doing business?
    Average: 9.0
    10.0
    Data Workflows
    Average: 8.8
    10.0
    Profiling and Classification
    Average: 8.5
    10.0
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Qlik
    Year Founded
    1993
    HQ Location
    Radnor, PA
    Twitter
    @qlik
    64,366 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,536 employees on LinkedIn®
    Phone
    1 (888) 994-9854
Product Description
How are these determined?Information
This description is provided by the seller.

Qlik Talend Cloud offers extensive data integration capabilities plus data quality and governance. Available in Starter, Standard, Premium, and Enterprise editions, it provides features such as bulk a

Users
No information available
Industries
No information available
Market Segment
  • 46% Mid-Market
  • 38% Small-Business
Qlik Talend Cloud Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
API Integration
1
Automation
1
Cloud Computing
1
Data Management
1
Data Pipelining
1
Cons
This product has not yet received any negative sentiments.
Qlik Talend Cloud features and usability ratings that predict user satisfaction
9.8
Has the product been a good partner in doing business?
Average: 9.0
10.0
Data Workflows
Average: 8.8
10.0
Profiling and Classification
Average: 8.5
10.0
Data Joining
Average: 8.8
Seller Details
Seller
Qlik
Year Founded
1993
HQ Location
Radnor, PA
Twitter
@qlik
64,366 Twitter followers
LinkedIn® Page
www.linkedin.com
4,536 employees on LinkedIn®
Phone
1 (888) 994-9854
(72)4.8 out of 5
14th Easiest To Use in Data Preparation software
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analyt

    Users
    No information available
    Industries
    • Information Technology and Services
    • Banking
    Market Segment
    • 38% Small-Business
    • 33% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • TIMi Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    3
    Automation
    2
    Customer Support
    2
    Efficiency
    2
    Features
    2
    Cons
    Difficult Customization
    1
    Difficult Setup
    1
    Implementation Difficulty
    1
    Integration Difficulty
    1
    Integration Issues
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • TIMi features and usability ratings that predict user satisfaction
    9.3
    Has the product been a good partner in doing business?
    Average: 9.0
    9.2
    Data Workflows
    Average: 8.8
    8.8
    Profiling and Classification
    Average: 8.5
    9.4
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    TIMi SPRL
    Company Website
    Year Founded
    2007
    HQ Location
    Brussels
    Twitter
    @TIMiSuite
    3,559 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    87 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analyt

Users
No information available
Industries
  • Information Technology and Services
  • Banking
Market Segment
  • 38% Small-Business
  • 33% Enterprise
TIMi Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
3
Automation
2
Customer Support
2
Efficiency
2
Features
2
Cons
Difficult Customization
1
Difficult Setup
1
Implementation Difficulty
1
Integration Difficulty
1
Integration Issues
1
TIMi features and usability ratings that predict user satisfaction
9.3
Has the product been a good partner in doing business?
Average: 9.0
9.2
Data Workflows
Average: 8.8
8.8
Profiling and Classification
Average: 8.5
9.4
Data Joining
Average: 8.8
Seller Details
Seller
TIMi SPRL
Company Website
Year Founded
2007
HQ Location
Brussels
Twitter
@TIMiSuite
3,559 Twitter followers
LinkedIn® Page
www.linkedin.com
87 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Solvexia is a financial automation platform designed to help finance and accounting teams automate spreadsheet-based, manual, and data-intensive processes. It is used to standardize, reconcile, transf

    Users
    No information available
    Industries
    • Financial Services
    • Staffing and Recruiting
    Market Segment
    • 45% Small-Business
    • 42% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Solvexia Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    14
    Automation
    10
    Data Management
    7
    Reporting
    7
    Efficiency Improvement
    6
    Cons
    Learning Curve
    4
    Steep Learning Curve
    3
    Learning Difficulty
    2
    Outdated Interface
    2
    Poor Interface Design
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Solvexia features and usability ratings that predict user satisfaction
    9.4
    Has the product been a good partner in doing business?
    Average: 9.0
    8.7
    Data Workflows
    Average: 8.8
    8.4
    Profiling and Classification
    Average: 8.5
    9.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Solvexia
    Year Founded
    2008
    HQ Location
    Sydney, AU
    Twitter
    @solvexia
    1,128 Twitter followers
    LinkedIn® Page
    au.linkedin.com
    25 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Solvexia is a financial automation platform designed to help finance and accounting teams automate spreadsheet-based, manual, and data-intensive processes. It is used to standardize, reconcile, transf

Users
No information available
Industries
  • Financial Services
  • Staffing and Recruiting
Market Segment
  • 45% Small-Business
  • 42% Mid-Market
Solvexia Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
14
Automation
10
Data Management
7
Reporting
7
Efficiency Improvement
6
Cons
Learning Curve
4
Steep Learning Curve
3
Learning Difficulty
2
Outdated Interface
2
Poor Interface Design
2
Solvexia features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.0
8.7
Data Workflows
Average: 8.8
8.4
Profiling and Classification
Average: 8.5
9.1
Data Joining
Average: 8.8
Seller Details
Seller
Solvexia
Year Founded
2008
HQ Location
Sydney, AU
Twitter
@solvexia
1,128 Twitter followers
LinkedIn® Page
au.linkedin.com
25 employees on LinkedIn®
(37)4.7 out of 5
Optimized for quick response
Entry Level Price:Starting at $3,000.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Savant is a cloud-native, no-code agentic AI analytics platform designed to help business analysts and data professionals automate processes and generate insights instantly. Enterprises can now connec

    Users
    No information available
    Industries
    • Computer Software
    • Logistics and Supply Chain
    Market Segment
    • 46% Mid-Market
    • 30% Enterprise
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Savant Labs is a data analytics tool designed to simplify and automate the ETL process for end users.
    • Reviewers appreciate the tool's user-friendly interface, ease of setup, seamless data transformation, and the ability to perform various types of analysis, along with the proactive and supportive customer service.
    • Reviewers noted issues with logging in using personal email, difficulty understanding some features for new users, a need for more detailed training, cumbersome data input, incomplete documentation, and a bland visual theme.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Savant Labs Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    27
    Integrations
    15
    Automation
    14
    User Interface
    13
    Customer Support
    12
    Cons
    Learning Curve
    9
    Learning Difficulty
    6
    Missing Features
    6
    Poor Documentation
    6
    Integration Issues
    4
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Savant Labs features and usability ratings that predict user satisfaction
    9.8
    Has the product been a good partner in doing business?
    Average: 9.0
    9.3
    Data Workflows
    Average: 8.8
    7.9
    Profiling and Classification
    Average: 8.5
    9.4
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2021
    HQ Location
    San Francisco, California
    LinkedIn® Page
    www.linkedin.com
    62 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Savant is a cloud-native, no-code agentic AI analytics platform designed to help business analysts and data professionals automate processes and generate insights instantly. Enterprises can now connec

Users
No information available
Industries
  • Computer Software
  • Logistics and Supply Chain
Market Segment
  • 46% Mid-Market
  • 30% Enterprise
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Savant Labs is a data analytics tool designed to simplify and automate the ETL process for end users.
  • Reviewers appreciate the tool's user-friendly interface, ease of setup, seamless data transformation, and the ability to perform various types of analysis, along with the proactive and supportive customer service.
  • Reviewers noted issues with logging in using personal email, difficulty understanding some features for new users, a need for more detailed training, cumbersome data input, incomplete documentation, and a bland visual theme.
Savant Labs Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
27
Integrations
15
Automation
14
User Interface
13
Customer Support
12
Cons
Learning Curve
9
Learning Difficulty
6
Missing Features
6
Poor Documentation
6
Integration Issues
4
Savant Labs features and usability ratings that predict user satisfaction
9.8
Has the product been a good partner in doing business?
Average: 9.0
9.3
Data Workflows
Average: 8.8
7.9
Profiling and Classification
Average: 8.5
9.4
Data Joining
Average: 8.8
Seller Details
Company Website
Year Founded
2021
HQ Location
San Francisco, California
LinkedIn® Page
www.linkedin.com
62 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Acodis has been pioneering document data automation since its founding in 2016. Today, global industry leaders in Life Sciences use Acodis to accelerate to accelerate their go-to-market motions in Qua

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 44% Enterprise
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Acodis Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Customer Support
    9
    Ease of Use
    8
    Features
    5
    Data Capture
    4
    Data Extraction
    4
    Cons
    OCR Issues
    2
    Technical Issues
    2
    Communication Issues
    1
    Complexity
    1
    Data Inaccuracy
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acodis features and usability ratings that predict user satisfaction
    9.9
    Has the product been a good partner in doing business?
    Average: 9.0
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Acodis
    Company Website
    Year Founded
    2016
    HQ Location
    Winterthur, CH
    Twitter
    @acodis
    LinkedIn® Page
    www.linkedin.com
    25 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Acodis has been pioneering document data automation since its founding in 2016. Today, global industry leaders in Life Sciences use Acodis to accelerate to accelerate their go-to-market motions in Qua

Users
No information available
Industries
No information available
Market Segment
  • 44% Enterprise
  • 33% Mid-Market
Acodis Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Customer Support
9
Ease of Use
8
Features
5
Data Capture
4
Data Extraction
4
Cons
OCR Issues
2
Technical Issues
2
Communication Issues
1
Complexity
1
Data Inaccuracy
1
Acodis features and usability ratings that predict user satisfaction
9.9
Has the product been a good partner in doing business?
Average: 9.0
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
Acodis
Company Website
Year Founded
2016
HQ Location
Winterthur, CH
Twitter
@acodis
LinkedIn® Page
www.linkedin.com
25 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for a

    Users
    No information available
    Industries
    • Information Technology and Services
    • Hospital & Health Care
    Market Segment
    • 35% Small-Business
    • 35% Enterprise
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Alteryx Designer Cloud features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.0
    8.6
    Data Workflows
    Average: 8.8
    8.4
    Profiling and Classification
    Average: 8.5
    8.8
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Alteryx
    Year Founded
    1997
    HQ Location
    Irvine, CA
    Twitter
    @alteryx
    26,266 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    2,265 employees on LinkedIn®
    Ownership
    Private
Product Description
How are these determined?Information
This description is provided by the seller.

Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for a

Users
No information available
Industries
  • Information Technology and Services
  • Hospital & Health Care
Market Segment
  • 35% Small-Business
  • 35% Enterprise
Alteryx Designer Cloud features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.0
8.6
Data Workflows
Average: 8.8
8.4
Profiling and Classification
Average: 8.5
8.8
Data Joining
Average: 8.8
Seller Details
Seller
Alteryx
Year Founded
1997
HQ Location
Irvine, CA
Twitter
@alteryx
26,266 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Foundry is a transformative data platform built to help solve the modern enterprise’s most critical problems by creating a central operating system for an organization’s data, while securely integrati

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 36% Enterprise
    • 36% Small-Business
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Palantir Foundry features and usability ratings that predict user satisfaction
    5.0
    Has the product been a good partner in doing business?
    Average: 9.0
    7.6
    Data Workflows
    Average: 8.8
    7.2
    Profiling and Classification
    Average: 8.5
    6.9
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Palantir
    HQ Location
    Denver, US
    Twitter
    @PalantirTech
    360,409 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,509 employees on LinkedIn®
    Ownership
    PLTR (NYSE)
Product Description
How are these determined?Information
This description is provided by the seller.

Foundry is a transformative data platform built to help solve the modern enterprise’s most critical problems by creating a central operating system for an organization’s data, while securely integrati

Users
No information available
Industries
No information available
Market Segment
  • 36% Enterprise
  • 36% Small-Business
Palantir Foundry features and usability ratings that predict user satisfaction
5.0
Has the product been a good partner in doing business?
Average: 9.0
7.6
Data Workflows
Average: 8.8
7.2
Profiling and Classification
Average: 8.5
6.9
Data Joining
Average: 8.8
Seller Details
Seller
Palantir
HQ Location
Denver, US
Twitter
@PalantirTech
360,409 Twitter followers
LinkedIn® Page
www.linkedin.com
5,509 employees on LinkedIn®
Ownership
PLTR (NYSE)
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Zoho DataPrep (Best ETL tool in 2025) is an AI-powered advanced self-service data preparation software that helps organizations prepare huge volumes of data. As a no-code ETL platform, it eliminates t

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 67% Small-Business
    • 25% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Zoho DataPrep features and usability ratings that predict user satisfaction
    8.3
    Has the product been a good partner in doing business?
    Average: 9.0
    8.3
    Data Workflows
    Average: 8.8
    7.9
    Profiling and Classification
    Average: 8.5
    8.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Zoho
    Year Founded
    1996
    HQ Location
    Austin, TX
    Twitter
    @Zoho
    137,088 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    29,794 employees on LinkedIn®
    Phone
    +1 (888) 900-9646
Product Description
How are these determined?Information
This description is provided by the seller.

Zoho DataPrep (Best ETL tool in 2025) is an AI-powered advanced self-service data preparation software that helps organizations prepare huge volumes of data. As a no-code ETL platform, it eliminates t

Users
No information available
Industries
No information available
Market Segment
  • 67% Small-Business
  • 25% Mid-Market
Zoho DataPrep features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 9.0
8.3
Data Workflows
Average: 8.8
7.9
Profiling and Classification
Average: 8.5
8.1
Data Joining
Average: 8.8
Seller Details
Seller
Zoho
Year Founded
1996
HQ Location
Austin, TX
Twitter
@Zoho
137,088 Twitter followers
LinkedIn® Page
www.linkedin.com
29,794 employees on LinkedIn®
Phone
+1 (888) 900-9646
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, blend, transf

    Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 65% Small-Business
    • 17% Enterprise
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Omniscope Evo features and usability ratings that predict user satisfaction
    9.5
    Has the product been a good partner in doing business?
    Average: 9.0
    9.7
    Data Workflows
    Average: 8.8
    8.5
    Profiling and Classification
    Average: 8.5
    9.4
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Visokio
    Year Founded
    2002
    HQ Location
    London, GB
    Twitter
    @Visokio
    260 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    8 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, blend, transf

Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 65% Small-Business
  • 17% Enterprise
Omniscope Evo features and usability ratings that predict user satisfaction
9.5
Has the product been a good partner in doing business?
Average: 9.0
9.7
Data Workflows
Average: 8.8
8.5
Profiling and Classification
Average: 8.5
9.4
Data Joining
Average: 8.8
Seller Details
Seller
Visokio
Year Founded
2002
HQ Location
London, GB
Twitter
@Visokio
260 Twitter followers
LinkedIn® Page
www.linkedin.com
8 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Pecan AI is a predictive analytics platform that helps business teams understand what’s likely to happen next, while there is still time to act. With Pecan’s Predictive AI Agent, teams can turn busine

    Users
    No information available
    Industries
    • Retail
    Market Segment
    • 54% Mid-Market
    • 20% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Pecan Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    22
    Customer Support
    15
    Speed
    14
    Problem Solving
    12
    Implementation Ease
    10
    Cons
    Limitations
    8
    Limited Features
    8
    Learning Difficulty
    7
    Learning Curve
    6
    Limited Customization
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Pecan features and usability ratings that predict user satisfaction
    9.0
    Has the product been a good partner in doing business?
    Average: 9.0
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Pecan.ai
    Company Website
    Year Founded
    2018
    HQ Location
    US, Israel
    Twitter
    @pecan_ai
    1,149 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    83 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Pecan AI is a predictive analytics platform that helps business teams understand what’s likely to happen next, while there is still time to act. With Pecan’s Predictive AI Agent, teams can turn busine

Users
No information available
Industries
  • Retail
Market Segment
  • 54% Mid-Market
  • 20% Enterprise
Pecan Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
22
Customer Support
15
Speed
14
Problem Solving
12
Implementation Ease
10
Cons
Limitations
8
Limited Features
8
Learning Difficulty
7
Learning Curve
6
Limited Customization
5
Pecan features and usability ratings that predict user satisfaction
9.0
Has the product been a good partner in doing business?
Average: 9.0
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
Pecan.ai
Company Website
Year Founded
2018
HQ Location
US, Israel
Twitter
@pecan_ai
1,149 Twitter followers
LinkedIn® Page
www.linkedin.com
83 employees on LinkedIn®
(113)4.5 out of 5
Optimized for quick response
12th Easiest To Use in Data Preparation software
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Plauti keeps your CRM data accurate, complete, and ready for business. Verify, deduplicate, manipulate, and assign records automatically so your teams can trust their data and act fast. Because w

    Users
    No information available
    Industries
    • Non-Profit Organization Management
    • Computer Software
    Market Segment
    • 55% Mid-Market
    • 35% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Plauti Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    30
    Duplicate Management
    29
    Customer Support
    20
    Merging Leads
    16
    Customization
    10
    Cons
    Learning Curve
    8
    Complexity
    7
    Data Management Issues
    6
    Limitations
    6
    Limited Functionality
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Plauti features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.0
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Plauti
    Company Website
    Year Founded
    2011
    HQ Location
    Arnhem, Netherlands
    LinkedIn® Page
    www.linkedin.com
    58 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Plauti keeps your CRM data accurate, complete, and ready for business. Verify, deduplicate, manipulate, and assign records automatically so your teams can trust their data and act fast. Because w

Users
No information available
Industries
  • Non-Profit Organization Management
  • Computer Software
Market Segment
  • 55% Mid-Market
  • 35% Small-Business
Plauti Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
30
Duplicate Management
29
Customer Support
20
Merging Leads
16
Customization
10
Cons
Learning Curve
8
Complexity
7
Data Management Issues
6
Limitations
6
Limited Functionality
6
Plauti features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
Plauti
Company Website
Year Founded
2011
HQ Location
Arnhem, Netherlands
LinkedIn® Page
www.linkedin.com
58 employees on LinkedIn®
(28)4.5 out of 5
Optimized for quick response
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Minitab Connect® is a data integration solution designed to help users access, blend, and enrich data from various critical sources, enabling meaningful business intelligence and informed decision-mak

    Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 61% Enterprise
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Minitab Connect Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    7
    Data Integration
    3
    Easy Integrations
    3
    Functionality
    3
    Integrations
    3
    Cons
    Learning Curve
    3
    Learning Difficulty
    3
    Poor Visualization
    3
    Visualization Limitations
    3
    Complexity
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Minitab Connect features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.0
    8.7
    Data Workflows
    Average: 8.8
    8.0
    Profiling and Classification
    Average: 8.5
    8.3
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Minitab
    Company Website
    Year Founded
    1972
    HQ Location
    State College, Pennsylvania, United States
    Twitter
    @Minitab
    5,029 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    702 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Minitab Connect® is a data integration solution designed to help users access, blend, and enrich data from various critical sources, enabling meaningful business intelligence and informed decision-mak

Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 61% Enterprise
  • 29% Mid-Market
Minitab Connect Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
7
Data Integration
3
Easy Integrations
3
Functionality
3
Integrations
3
Cons
Learning Curve
3
Learning Difficulty
3
Poor Visualization
3
Visualization Limitations
3
Complexity
2
Minitab Connect features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
8.7
Data Workflows
Average: 8.8
8.0
Profiling and Classification
Average: 8.5
8.3
Data Joining
Average: 8.8
Seller Details
Seller
Minitab
Company Website
Year Founded
1972
HQ Location
State College, Pennsylvania, United States
Twitter
@Minitab
5,029 Twitter followers
LinkedIn® Page
www.linkedin.com
702 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    An industry leader with over 30 years of experience in data discovery and transformation, Altair Monarch offers the fastest and easiest way to extract data from any source. Simple to construct workflo

    Users
    No information available
    Industries
    • Financial Services
    • Hospital & Health Care
    Market Segment
    • 54% Enterprise
    • 27% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Altair Monarch features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 9.0
    9.2
    Data Workflows
    Average: 8.8
    9.0
    Profiling and Classification
    Average: 8.5
    9.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Altair
    Year Founded
    1985
    HQ Location
    Troy, MI
    LinkedIn® Page
    www.linkedin.com
    3,169 employees on LinkedIn®
    Ownership
    NASDAQ:ALTR
    Total Revenue (USD mm)
    $458
Product Description
How are these determined?Information
This description is provided by the seller.

An industry leader with over 30 years of experience in data discovery and transformation, Altair Monarch offers the fastest and easiest way to extract data from any source. Simple to construct workflo

Users
No information available
Industries
  • Financial Services
  • Hospital & Health Care
Market Segment
  • 54% Enterprise
  • 27% Mid-Market
Altair Monarch features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 9.0
9.2
Data Workflows
Average: 8.8
9.0
Profiling and Classification
Average: 8.5
9.1
Data Joining
Average: 8.8
Seller Details
Seller
Altair
Year Founded
1985
HQ Location
Troy, MI
LinkedIn® Page
www.linkedin.com
3,169 employees on LinkedIn®
Ownership
NASDAQ:ALTR
Total Revenue (USD mm)
$458