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Best Enterprise Data Preparation Software

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Products classified in the overall Data Preparation category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business Data Preparation to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business Data Preparation category.

In addition to qualifying for inclusion in the Data Preparation Software category, to qualify for inclusion in the Enterprise Business Data Preparation Software category, a product must have at least 10 reviews left by a reviewer from an enterprise business.

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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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19 Listings in Enterprise Data Preparation Software Available

(3,400)4.4 out of 5
2nd Easiest To Use in Data Preparation software
View top Consulting Services for Tableau
Save to My Lists
Entry Level Price:$15.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Tableau is the world’s leading AI-powered analytics platform. Offering a suite of analytics and business intelligence tools, Tableau turns trusted data into actionable insights so you can make better

    Users
    • Data Analyst
    • Business Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 41% Enterprise
    • 36% Mid-Market
    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.
    • Tableau is a data visualization tool that transforms complex datasets into clear, interactive dashboards.
    • Users like Tableau's intuitive drag-and-drop interface, its ability to handle large volumes of data, and its seamless integration with multiple enterprise data platforms.
    • Users reported that Tableau can become resource-heavy when working with very large datasets, the learning curve can be steep for beginners, and the licensing cost is high for smaller organizations.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Tableau 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
    507
    Data Visualization
    450
    Visualization
    347
    Features
    264
    Integrations
    225
    Cons
    Learning Curve
    230
    Learning Difficulty
    190
    Expensive
    171
    Slow Performance
    116
    Difficulty
    114
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Tableau features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 9.1
    8.4
    Data Workflows
    Average: 8.8
    8.2
    Profiling and Classification
    Average: 8.5
    8.5
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1999
    HQ Location
    San Francisco, CA
    Twitter
    @salesforce
    578,143 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    86,064 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Tableau is the world’s leading AI-powered analytics platform. Offering a suite of analytics and business intelligence tools, Tableau turns trusted data into actionable insights so you can make better

Users
  • Data Analyst
  • Business Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 41% Enterprise
  • 36% Mid-Market
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.
  • Tableau is a data visualization tool that transforms complex datasets into clear, interactive dashboards.
  • Users like Tableau's intuitive drag-and-drop interface, its ability to handle large volumes of data, and its seamless integration with multiple enterprise data platforms.
  • Users reported that Tableau can become resource-heavy when working with very large datasets, the learning curve can be steep for beginners, and the licensing cost is high for smaller organizations.
Tableau 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
507
Data Visualization
450
Visualization
347
Features
264
Integrations
225
Cons
Learning Curve
230
Learning Difficulty
190
Expensive
171
Slow Performance
116
Difficulty
114
Tableau features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 9.1
8.4
Data Workflows
Average: 8.8
8.2
Profiling and Classification
Average: 8.5
8.5
Data Joining
Average: 8.8
Seller Details
Company Website
Year Founded
1999
HQ Location
San Francisco, CA
Twitter
@salesforce
578,143 Twitter followers
LinkedIn® Page
www.linkedin.com
86,064 employees on LinkedIn®
(664)4.6 out of 5
Optimized for quick response
3rd Easiest To Use in Data Preparation software
View top Consulting Services for Alteryx
Save to My Lists
Entry Level Price:$3,000.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier perf

    Users
    • Data Analyst
    • Consultant
    Industries
    • Financial Services
    • Accounting
    Market Segment
    • 63% Enterprise
    • 22% Mid-Market
    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.
    • Alteryx is a software that allows users to prepare, blend, and analyze data without writing code, featuring a drag-and-drop interface and automation capabilities.
    • Reviewers like the ease of use, the ability to handle large databases, the drag-and-drop workflow builder, and the ability to connect multiple data sources and automate tasks.
    • Users mentioned high licensing costs, limited data visualization capabilities, a steep learning curve for advanced tools, and performance issues with large datasets.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Alteryx 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
    324
    Automation
    140
    Intuitive
    130
    Easy Learning
    101
    Problem Solving
    101
    Cons
    Expensive
    86
    Learning Curve
    80
    Missing Features
    61
    Learning Difficulty
    54
    Slow Performance
    40
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Alteryx features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.1
    9.2
    Data Workflows
    Average: 8.8
    8.5
    Profiling and Classification
    Average: 8.5
    9.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Alteryx
    Company Website
    Year Founded
    1997
    HQ Location
    Irvine, CA
    Twitter
    @alteryx
    26,365 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    2,265 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier perf

Users
  • Data Analyst
  • Consultant
Industries
  • Financial Services
  • Accounting
Market Segment
  • 63% Enterprise
  • 22% Mid-Market
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.
  • Alteryx is a software that allows users to prepare, blend, and analyze data without writing code, featuring a drag-and-drop interface and automation capabilities.
  • Reviewers like the ease of use, the ability to handle large databases, the drag-and-drop workflow builder, and the ability to connect multiple data sources and automate tasks.
  • Users mentioned high licensing costs, limited data visualization capabilities, a steep learning curve for advanced tools, and performance issues with large datasets.
Alteryx 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
324
Automation
140
Intuitive
130
Easy Learning
101
Problem Solving
101
Cons
Expensive
86
Learning Curve
80
Missing Features
61
Learning Difficulty
54
Slow Performance
40
Alteryx features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.1
9.2
Data Workflows
Average: 8.8
8.5
Profiling and Classification
Average: 8.5
9.1
Data Joining
Average: 8.8
Seller Details
Seller
Alteryx
Company Website
Year Founded
1997
HQ Location
Irvine, CA
Twitter
@alteryx
26,365 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®

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(615)4.3 out of 5
6th Easiest To Use in Data Preparation software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Organizations face increasing demands for high-powered analytics that produce fast, trustworthy results. Whether it’s providing teams of data scientists with advanced machine learning capabilities or

    Users
    • Student
    • Biostatistician
    Industries
    • Pharmaceuticals
    • Banking
    Market Segment
    • 34% Small-Business
    • 32% Mid-Market
    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.
    • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
    • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
    • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SAS Viya 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
    279
    Features
    199
    Analytics
    172
    Data Analysis
    143
    User Interface
    133
    Cons
    Learning Difficulty
    132
    Learning Curve
    129
    Complexity
    125
    Difficult Learning
    102
    Not User-Friendly
    96
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • SAS Viya features and usability ratings that predict user satisfaction
    8.2
    Has the product been a good partner in doing business?
    Average: 9.1
    8.5
    Data Workflows
    Average: 8.8
    8.5
    Profiling and Classification
    Average: 8.5
    8.7
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1976
    HQ Location
    Cary, NC
    Twitter
    @SASsoftware
    61,221 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,116 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Organizations face increasing demands for high-powered analytics that produce fast, trustworthy results. Whether it’s providing teams of data scientists with advanced machine learning capabilities or

Users
  • Student
  • Biostatistician
Industries
  • Pharmaceuticals
  • Banking
Market Segment
  • 34% Small-Business
  • 32% Mid-Market
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.
  • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
  • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
  • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
SAS Viya 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
279
Features
199
Analytics
172
Data Analysis
143
User Interface
133
Cons
Learning Difficulty
132
Learning Curve
129
Complexity
125
Difficult Learning
102
Not User-Friendly
96
SAS Viya features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.1
8.5
Data Workflows
Average: 8.8
8.5
Profiling and Classification
Average: 8.5
8.7
Data Joining
Average: 8.8
Seller Details
Company Website
Year Founded
1976
HQ Location
Cary, NC
Twitter
@SASsoftware
61,221 Twitter followers
LinkedIn® Page
www.linkedin.com
18,116 employees on LinkedIn®
(939)4.3 out of 5
Optimized for quick response
8th Easiest To Use in Data Preparation software
View top Consulting Services for Domo
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and g

    Users
    • Data Analyst
    • Business Analyst
    Industries
    • Computer Software
    • Marketing and Advertising
    Market Segment
    • 50% Mid-Market
    • 29% 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.
    • Domo is a business intelligence tool that provides data visualization and transformation functionalities, enabling users to manage and analyze data from various sources.
    • Reviewers appreciate Domo's user-friendly interface, its ability to automate data transformation processes, and its wide range of connectors that simplify data integration.
    • Users experienced limitations with the Analyzer tool, difficulties in learning how to use the platform, and challenges with customizing dashboards and managing credit consumption.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Domo 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
    209
    Data Visualization
    100
    Easy Integrations
    82
    Intuitive
    80
    Integrations
    79
    Cons
    Learning Curve
    60
    Missing Features
    48
    Data Management Issues
    43
    Expensive
    36
    Limited Customization
    35
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Domo features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    8.0
    Data Workflows
    Average: 8.8
    7.6
    Profiling and Classification
    Average: 8.5
    9.0
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Domo
    Company Website
    Year Founded
    2010
    HQ Location
    American Fork, UT
    Twitter
    @Domotalk
    64,036 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,322 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and g

Users
  • Data Analyst
  • Business Analyst
Industries
  • Computer Software
  • Marketing and Advertising
Market Segment
  • 50% Mid-Market
  • 29% 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.
  • Domo is a business intelligence tool that provides data visualization and transformation functionalities, enabling users to manage and analyze data from various sources.
  • Reviewers appreciate Domo's user-friendly interface, its ability to automate data transformation processes, and its wide range of connectors that simplify data integration.
  • Users experienced limitations with the Analyzer tool, difficulties in learning how to use the platform, and challenges with customizing dashboards and managing credit consumption.
Domo 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
209
Data Visualization
100
Easy Integrations
82
Intuitive
80
Integrations
79
Cons
Learning Curve
60
Missing Features
48
Data Management Issues
43
Expensive
36
Limited Customization
35
Domo features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
8.0
Data Workflows
Average: 8.8
7.6
Profiling and Classification
Average: 8.5
9.0
Data Joining
Average: 8.8
Seller Details
Seller
Domo
Company Website
Year Founded
2010
HQ Location
American Fork, UT
Twitter
@Domotalk
64,036 Twitter followers
LinkedIn® Page
www.linkedin.com
1,322 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Visier gives organizations a Workforce AI Edge: a set of AI-powered capabilities that help leaders understand the relationship between people and work, elevate employee productivity, and win by adapti

    Users
    No information available
    Industries
    • Hospital & Health Care
    • Information Technology and Services
    Market Segment
    • 82% Enterprise
    • 17% Mid-Market
    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.
    • Visier is an analytics tool designed to centralize and analyze People data, offering various types of analysis and filtering options.
    • Users frequently mention the ease of integrating multiple data sources into the system and the ability to create graphs and data from different sources, making data-driven decisions more accessible and quicker.
    • Reviewers mentioned the lack of strong customer support, challenges in customizing graphs and layouts, and the complexity of the tool, especially when working with Visier Extend or trying to understand data functions behind the scenes.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Visier 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
    76
    Insights
    56
    Analytics
    50
    Intuitive
    44
    Data Visualization
    38
    Cons
    Limited Customization
    24
    Learning Curve
    22
    Expensive
    21
    Missing Features
    15
    Difficult Learning
    14
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Visier features and usability ratings that predict user satisfaction
    9.1
    Has the product been a good partner in doing business?
    Average: 9.1
    8.1
    Data Workflows
    Average: 8.8
    7.9
    Profiling and Classification
    Average: 8.5
    7.7
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Visier
    Year Founded
    2010
    HQ Location
    Vancouver, British Columbia
    Twitter
    @visier
    6,223 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    569 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Visier gives organizations a Workforce AI Edge: a set of AI-powered capabilities that help leaders understand the relationship between people and work, elevate employee productivity, and win by adapti

Users
No information available
Industries
  • Hospital & Health Care
  • Information Technology and Services
Market Segment
  • 82% Enterprise
  • 17% Mid-Market
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.
  • Visier is an analytics tool designed to centralize and analyze People data, offering various types of analysis and filtering options.
  • Users frequently mention the ease of integrating multiple data sources into the system and the ability to create graphs and data from different sources, making data-driven decisions more accessible and quicker.
  • Reviewers mentioned the lack of strong customer support, challenges in customizing graphs and layouts, and the complexity of the tool, especially when working with Visier Extend or trying to understand data functions behind the scenes.
Visier 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
76
Insights
56
Analytics
50
Intuitive
44
Data Visualization
38
Cons
Limited Customization
24
Learning Curve
22
Expensive
21
Missing Features
15
Difficult Learning
14
Visier features and usability ratings that predict user satisfaction
9.1
Has the product been a good partner in doing business?
Average: 9.1
8.1
Data Workflows
Average: 8.8
7.9
Profiling and Classification
Average: 8.5
7.7
Data Joining
Average: 8.8
Seller Details
Seller
Visier
Year Founded
2010
HQ Location
Vancouver, British Columbia
Twitter
@visier
6,223 Twitter followers
LinkedIn® Page
www.linkedin.com
569 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AWS Glue is a serverless data integration service that makes it easier for analytics users to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and app

    Users
    • Data Engineer
    • DevOps Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 48% Enterprise
    • 28% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • AWS Glue 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
    4
    Simple
    3
    ETL Solutions
    2
    Features
    2
    Intuitive
    2
    Cons
    Access Control
    1
    Compatibility Issues
    1
    Complex Transformations
    1
    Connection Issues
    1
    Connectivity Issues
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • AWS Glue features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    8.3
    Data Workflows
    Average: 8.8
    8.3
    Profiling and Classification
    Average: 8.5
    8.8
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,217,637 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,584 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

AWS Glue is a serverless data integration service that makes it easier for analytics users to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and app

Users
  • Data Engineer
  • DevOps Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 48% Enterprise
  • 28% Mid-Market
AWS Glue 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
4
Simple
3
ETL Solutions
2
Features
2
Intuitive
2
Cons
Access Control
1
Compatibility Issues
1
Complex Transformations
1
Connection Issues
1
Connectivity Issues
1
AWS Glue features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
8.3
Data Workflows
Average: 8.8
8.3
Profiling and Classification
Average: 8.5
8.8
Data Joining
Average: 8.8
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,217,637 Twitter followers
LinkedIn® Page
www.linkedin.com
143,584 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(284)4.6 out of 5
Optimized for quick response
5th Easiest To Use in Data Preparation software
Save to My Lists
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    DemandTools is the secure data quality platform that ensures your data remains your most valuable asset. With DemandTools, you manage your CRM data in minutes, not months, so you always have accura

    Users
    • Salesforce Administrator
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 48% Mid-Market
    • 33% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • DemandTools 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
    16
    Duplicate Management
    8
    Time-saving
    8
    Efficiency
    5
    Problem Solving
    5
    Cons
    Learning Curve
    3
    Limited Functionality
    3
    Missing Features
    3
    Poor Interface Design
    2
    Slow Loading
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DemandTools features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.1
    9.1
    Data Workflows
    Average: 8.8
    8.8
    Profiling and Classification
    Average: 8.5
    9.2
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2018
    HQ Location
    Boston, Massachusetts
    Twitter
    @TrustValidity
    1,153 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    331 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

DemandTools is the secure data quality platform that ensures your data remains your most valuable asset. With DemandTools, you manage your CRM data in minutes, not months, so you always have accura

Users
  • Salesforce Administrator
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 48% Mid-Market
  • 33% Enterprise
DemandTools 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
16
Duplicate Management
8
Time-saving
8
Efficiency
5
Problem Solving
5
Cons
Learning Curve
3
Limited Functionality
3
Missing Features
3
Poor Interface Design
2
Slow Loading
2
DemandTools features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.1
9.1
Data Workflows
Average: 8.8
8.8
Profiling and Classification
Average: 8.5
9.2
Data Joining
Average: 8.8
Seller Details
Company Website
Year Founded
2018
HQ Location
Boston, Massachusetts
Twitter
@TrustValidity
1,153 Twitter followers
LinkedIn® Page
www.linkedin.com
331 employees on LinkedIn®
(59)4.4 out of 5
Optimized for quick response
10th Easiest To Use in Data Preparation software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Incorta is the first and only open data delivery platform that enables real-time analysis of live, detailed data across all systems of record—without the need for complex ETL processes. By enabling di

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 56% Enterprise
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Incorta 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
    Data Integration
    1
    Easy Integrations
    1
    Integrations
    1
    Cons
    Bugs
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Incorta features and usability ratings that predict user satisfaction
    9.4
    Has the product been a good partner in doing business?
    Average: 9.1
    8.7
    Data Workflows
    Average: 8.8
    8.6
    Profiling and Classification
    Average: 8.5
    8.6
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Incorta
    Company Website
    Year Founded
    2013
    HQ Location
    San Mateo, CA
    LinkedIn® Page
    www.linkedin.com
    321 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Incorta is the first and only open data delivery platform that enables real-time analysis of live, detailed data across all systems of record—without the need for complex ETL processes. By enabling di

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 56% Enterprise
  • 29% Mid-Market
Incorta 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
Data Integration
1
Easy Integrations
1
Integrations
1
Cons
Bugs
1
Incorta features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.1
8.7
Data Workflows
Average: 8.8
8.6
Profiling and Classification
Average: 8.5
8.6
Data Joining
Average: 8.8
Seller Details
Seller
Incorta
Company Website
Year Founded
2013
HQ Location
San Mateo, CA
LinkedIn® Page
www.linkedin.com
321 employees on LinkedIn®
  • 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
    • 51% 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: 9.1
    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
    708,950 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
  • 51% 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: 9.1
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
708,950 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.

    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% Enterprise
    • 35% Small-Business
  • 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: 9.1
    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
    26,365 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% Enterprise
  • 35% Small-Business
Alteryx Designer Cloud features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
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
26,365 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
(193)4.7 out of 5
1st Easiest To Use in Data Preparation software
View top Consulting Services for dbt
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    dbt is a transformation workflow that lets data teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documenta

    Users
    • Analytics Engineer
    • Data Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 57% Mid-Market
    • 27% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • dbt 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
    28
    Features
    14
    Automation
    13
    Data Quality
    13
    Transformation
    13
    Cons
    Limited Functionality
    8
    Complex Setup
    7
    Error Handling
    7
    Error Reporting
    6
    Feature Limitations
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • dbt features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    9.1
    Data Workflows
    Average: 8.8
    8.3
    Profiling and Classification
    Average: 8.5
    9.1
    Data Joining
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Fivetran
    Company Website
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,686 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,682 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

dbt is a transformation workflow that lets data teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documenta

Users
  • Analytics Engineer
  • Data Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 57% Mid-Market
  • 27% Small-Business
dbt 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
28
Features
14
Automation
13
Data Quality
13
Transformation
13
Cons
Limited Functionality
8
Complex Setup
7
Error Handling
7
Error Reporting
6
Feature Limitations
6
dbt features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
9.1
Data Workflows
Average: 8.8
8.3
Profiling and Classification
Average: 8.5
9.1
Data Joining
Average: 8.8
Seller Details
Seller
Fivetran
Company Website
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,686 Twitter followers
LinkedIn® Page
www.linkedin.com
1,682 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SAS Data Management technology is truly integrated, which means you're not forced to work with a solution that's been cobbled together.

    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
    Data Management
    2
    Features
    1
    Scalability
    1
    Cons
    Complexity Issues
    1
    Inadequate Reporting
    1
    Integration Issues
    1
  • 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: 9.1
    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
    61,221 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,116 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 technology is truly integrated, which means you're not forced to work with a solution that's been cobbled together.

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
Data Management
2
Features
1
Scalability
1
Cons
Complexity Issues
1
Inadequate Reporting
1
Integration Issues
1
SAS Data Management features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 9.1
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
61,221 Twitter followers
LinkedIn® Page
www.linkedin.com
18,116 employees on LinkedIn®
Phone
1-800-727-0025
(296)4.9 out of 5
12th Easiest To Use in Data Preparation software
Save to My Lists
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    OWOX Data Marts is a Free Forever Self-Service Analytics Platform that brings live, trusted data to spreadsheets and dashboards of decision-makers. Ask in plain English or click to build – your truste

    Users
    • Chief Marketing Officer
    • CEO
    Industries
    • Marketing and Advertising
    • Information Technology and Services
    Market Segment
    • 48% Small-Business
    • 43% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • OWOX 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
    21
    Helpful
    15
    Data Management
    14
    Customer Support
    13
    Analytics
    7
    Cons
    Data Management Issues
    4
    Error Handling
    3
    Expensive
    2
    Integration Issues
    2
    Lack of Information
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • OWOX features and usability ratings that predict user satisfaction
    9.4
    Has the product been a good partner in doing business?
    Average: 9.1
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    OWOX
    Year Founded
    2002
    HQ Location
    WALNUT, California
    Twitter
    @owox
    438 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    68 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

OWOX Data Marts is a Free Forever Self-Service Analytics Platform that brings live, trusted data to spreadsheets and dashboards of decision-makers. Ask in plain English or click to build – your truste

Users
  • Chief Marketing Officer
  • CEO
Industries
  • Marketing and Advertising
  • Information Technology and Services
Market Segment
  • 48% Small-Business
  • 43% Mid-Market
OWOX 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
21
Helpful
15
Data Management
14
Customer Support
13
Analytics
7
Cons
Data Management Issues
4
Error Handling
3
Expensive
2
Integration Issues
2
Lack of Information
2
OWOX features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.1
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
OWOX
Year Founded
2002
HQ Location
WALNUT, California
Twitter
@owox
438 Twitter followers
LinkedIn® Page
www.linkedin.com
68 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: 9.1
    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
    Twitter
    @Altair_Inc
    7,237 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,078 employees on LinkedIn®
    Ownership
    NASDAQ:ALTR
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: 9.1
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
Twitter
@Altair_Inc
7,237 Twitter followers
LinkedIn® Page
www.linkedin.com
4,078 employees on LinkedIn®
Ownership
NASDAQ:ALTR
(71)4.9 out of 5
14th Easiest To Use in Data Preparation software
Save to My Lists
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
    • 34% 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: 9.1
    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
    3,564 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    78 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
  • 34% 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: 9.1
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
3,564 Twitter followers
LinkedIn® Page
www.linkedin.com
78 employees on LinkedIn®

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