2026 Best Software Awards are here!See the list

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.

Show More
Show Less

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.

1 filter applied
Clear All

20 Listings in Enterprise Data Preparation Software Available

(3,513)4.4 out of 5
3rd Easiest To Use in Data Preparation software
View top Consulting Services for Tableau
Save to My Lists
Entry Level Price:$75.00
  • 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
    • 35% 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 allows users to create interactive dashboards and reports, and perform data analysis.
    • Reviewers appreciate Tableau's user-friendly interface, flexibility, and its ability to handle large datasets, with features like drag-and-drop dashboarding, real-time data connectivity, and the ability to connect with multiple data sources.
    • Users mentioned performance issues when working with large datasets, a steep learning curve for advanced features, and high licensing costs as some of the drawbacks of Tableau.
  • 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
    621
    Data Visualization
    537
    Visualization
    412
    Features
    337
    Intuitive
    305
    Cons
    Learning Curve
    272
    Learning Difficulty
    230
    Expensive
    224
    Slow Performance
    149
    Difficulty
    134
  • 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: 9.0
    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
    580,902 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
  • 35% 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 allows users to create interactive dashboards and reports, and perform data analysis.
  • Reviewers appreciate Tableau's user-friendly interface, flexibility, and its ability to handle large datasets, with features like drag-and-drop dashboarding, real-time data connectivity, and the ability to connect with multiple data sources.
  • Users mentioned performance issues when working with large datasets, a steep learning curve for advanced features, and high licensing costs as some of the drawbacks of Tableau.
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
621
Data Visualization
537
Visualization
412
Features
337
Intuitive
305
Cons
Learning Curve
272
Learning Difficulty
230
Expensive
224
Slow Performance
149
Difficulty
134
Tableau features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 9.0
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
580,902 Twitter followers
LinkedIn® Page
www.linkedin.com
86,064 employees on LinkedIn®
(671)4.6 out of 5
Optimized for quick response
4th 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
    • 62% 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 data science and analytics platform that offers features such as ETL tool, drag and drop workflow automation, and the ability to automate repetitive tasks.
    • Reviewers like the platform's ease of use, its ability to handle large databases efficiently, and its drag-and-drop interface that transforms time-consuming manual data tasks into efficient automated ones.
    • Reviewers mentioned issues such as high licensing costs, limited data visualization capabilities, and occasional software crashes.
  • 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
    328
    Automation
    144
    Intuitive
    130
    Easy Learning
    102
    Problem Solving
    101
    Cons
    Expensive
    87
    Learning Curve
    80
    Missing Features
    62
    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: 9.0
    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
    26,270 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
  • 62% 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 data science and analytics platform that offers features such as ETL tool, drag and drop workflow automation, and the ability to automate repetitive tasks.
  • Reviewers like the platform's ease of use, its ability to handle large databases efficiently, and its drag-and-drop interface that transforms time-consuming manual data tasks into efficient automated ones.
  • Reviewers mentioned issues such as high licensing costs, limited data visualization capabilities, and occasional software crashes.
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
328
Automation
144
Intuitive
130
Easy Learning
102
Problem Solving
101
Cons
Expensive
87
Learning Curve
80
Missing Features
62
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: 9.0
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
26,270 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
G2 Advertising
Sponsored
G2 Advertising
Get 2x conversion than Google Ads with G2 Advertising!
G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments.
(730)4.3 out of 5
5th 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
    • Computer Software
    Market Segment
    • 33% Enterprise
    • 32% Small-Business
    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 integrates data preparation, analytics, and AI capabilities into a single environment.
    • Reviewers appreciate SAS Viya's high performance, powerful analytics tools, seamless cloud integration, and its ability to handle large datasets efficiently.
    • Users experienced challenges with the complexity of SAS Viya's setup process, its high licensing costs, and the need for advanced technical skills for proper management.
  • 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
    286
    Features
    205
    Analytics
    179
    Data Analysis
    150
    User Interface
    136
    Cons
    Learning Difficulty
    136
    Learning Curve
    133
    Complexity
    131
    Difficult Learning
    106
    Not User-Friendly
    97
  • 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: 9.0
    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
    61,099 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,238 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
  • Computer Software
Market Segment
  • 33% Enterprise
  • 32% Small-Business
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 integrates data preparation, analytics, and AI capabilities into a single environment.
  • Reviewers appreciate SAS Viya's high performance, powerful analytics tools, seamless cloud integration, and its ability to handle large datasets efficiently.
  • Users experienced challenges with the complexity of SAS Viya's setup process, its high licensing costs, and the need for advanced technical skills for proper management.
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
286
Features
205
Analytics
179
Data Analysis
150
User Interface
136
Cons
Learning Difficulty
136
Learning Curve
133
Complexity
131
Difficult Learning
106
Not User-Friendly
97
SAS Viya features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.0
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
61,099 Twitter followers
LinkedIn® Page
www.linkedin.com
18,238 employees on LinkedIn®
(985)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
    • 49% 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 an end-to-end data platform that enables users to connect, merge, and visualize data from various sources on a single cloud-based platform.
    • Reviewers like Domo's user-friendly interface, its powerful dataflow tools, and its ability to process large datasets without overwhelming local devices.
    • Users experienced issues with the manual process of turning data flows on and off, difficulty in keeping up with frequent updates, and significant delays in data updates.
  • 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
    208
    Data Visualization
    99
    Easy Integrations
    81
    Integrations
    78
    Intuitive
    78
    Cons
    Learning Curve
    60
    Missing Features
    48
    Data Management Issues
    43
    Expensive
    36
    Limited Customization
    34
  • 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: 9.0
    8.1
    Data Workflows
    Average: 8.8
    7.6
    Profiling and Classification
    Average: 8.5
    8.9
    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
    63,856 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,325 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
  • 49% 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 an end-to-end data platform that enables users to connect, merge, and visualize data from various sources on a single cloud-based platform.
  • Reviewers like Domo's user-friendly interface, its powerful dataflow tools, and its ability to process large datasets without overwhelming local devices.
  • Users experienced issues with the manual process of turning data flows on and off, difficulty in keeping up with frequent updates, and significant delays in data updates.
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
208
Data Visualization
99
Easy Integrations
81
Integrations
78
Intuitive
78
Cons
Learning Curve
60
Missing Features
48
Data Management Issues
43
Expensive
36
Limited Customization
34
Domo features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.0
8.1
Data Workflows
Average: 8.8
7.6
Profiling and Classification
Average: 8.5
8.9
Data Joining
Average: 8.8
Seller Details
Seller
Domo
Company Website
Year Founded
2010
HQ Location
American Fork, UT
Twitter
@Domotalk
63,856 Twitter followers
LinkedIn® Page
www.linkedin.com
1,325 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: 9.0
    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
    6,206 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    566 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: 9.0
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
6,206 Twitter followers
LinkedIn® Page
www.linkedin.com
566 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
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 48% Enterprise
    • 29% 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
    5
    ETL Solutions
    3
    Simple
    3
    Cloud Integration
    2
    Data Integration
    2
    Cons
    Slow Performance
    2
    Access Control
    1
    Compatibility Issues
    1
    Complex Transformations
    1
    Connection 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: 9.0
    8.4
    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
    2,218,994 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    152,002 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
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 48% Enterprise
  • 29% 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
5
ETL Solutions
3
Simple
3
Cloud Integration
2
Data Integration
2
Cons
Slow Performance
2
Access Control
1
Compatibility Issues
1
Complex Transformations
1
Connection 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: 9.0
8.4
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
2,218,994 Twitter followers
LinkedIn® Page
www.linkedin.com
152,002 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(923)4.4 out of 5
15th Easiest To Use in Data Preparation software
View top Consulting Services for Qlik Sense
Save to My Lists
Entry Level Price:$30 USD/user/month. Bi...
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language

    Users
    • Consultant
    • Data Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 41% Enterprise
    • 41% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Qlik Sense 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
    52
    Data Visualization
    30
    Analytics
    27
    Insights Discovery
    24
    Intuitive
    21
    Cons
    Limited Features
    16
    Missing Features
    16
    Expensive
    13
    Data Management
    12
    Learning Curve
    12
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Qlik Sense features and usability ratings that predict user satisfaction
    8.5
    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
    Qlik
    Year Founded
    1993
    HQ Location
    Radnor, PA
    Twitter
    @qlik
    64,378 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,552 employees on LinkedIn®
    Phone
    1 (888) 994-9854
Product Description
How are these determined?Information
This description is provided by the seller.

Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language

Users
  • Consultant
  • Data Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 41% Enterprise
  • 41% Mid-Market
Qlik Sense 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
52
Data Visualization
30
Analytics
27
Insights Discovery
24
Intuitive
21
Cons
Limited Features
16
Missing Features
16
Expensive
13
Data Management
12
Learning Curve
12
Qlik Sense features and usability ratings that predict user satisfaction
8.5
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
Qlik
Year Founded
1993
HQ Location
Radnor, PA
Twitter
@qlik
64,378 Twitter followers
LinkedIn® Page
www.linkedin.com
4,552 employees on LinkedIn®
Phone
1 (888) 994-9854
(284)4.6 out of 5
Optimized for quick response
6th 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
    15
    Duplicate Management
    8
    Time-saving
    8
    Efficiency
    5
    Problem Solving
    5
    Cons
    Limited Functionality
    3
    Missing Features
    3
    Learning Curve
    2
    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: 9.0
    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
    1,155 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    344 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
15
Duplicate Management
8
Time-saving
8
Efficiency
5
Problem Solving
5
Cons
Limited Functionality
3
Missing Features
3
Learning Curve
2
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: 9.0
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
1,155 Twitter followers
LinkedIn® Page
www.linkedin.com
344 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: 9.0
    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
    325 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: 9.0
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
325 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
    • 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
    708,873 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
708,873 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: 9.0
    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
    26,270 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: 9.0
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
26,270 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
(197)4.7 out of 5
1st Easiest To Use in Data Preparation software
View top Consulting Services for dbt
Save to My Lists
  • 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
    36
    Features
    21
    Automation
    18
    Transformation
    15
    Data Quality
    14
    Cons
    Limited Functionality
    12
    Dependency Issues
    9
    Error Handling
    9
    Steep Learning Curve
    9
    Error Reporting
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • dbt features and usability ratings that predict user satisfaction
    8.6
    Has the product been a good partner in doing business?
    Average: 9.0
    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
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,701 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,738 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
36
Features
21
Automation
18
Transformation
15
Data Quality
14
Cons
Limited Functionality
12
Dependency Issues
9
Error Handling
9
Steep Learning Curve
9
Error Reporting
8
dbt features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
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
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,701 Twitter followers
LinkedIn® Page
www.linkedin.com
1,738 employees on LinkedIn®
  • 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
    61,099 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
61,099 Twitter followers
LinkedIn® Page
www.linkedin.com
18,238 employees on LinkedIn®
Phone
1-800-727-0025
(296)4.9 out of 5
11th 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: 9.0
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    OWOX
    Year Founded
    2002
    HQ Location
    WALNUT, California
    Twitter
    @owox
    434 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    70 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: 9.0
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
434 Twitter followers
LinkedIn® Page
www.linkedin.com
70 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