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Best Enterprise Data Quality Tools

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Products classified in the overall Data Quality 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 Quality 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 Quality category.

In addition to qualifying for inclusion in the Data Quality Tools category, to qualify for inclusion in the Enterprise Business Data Quality Tools 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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26 Listings in Enterprise Data Quality Tools Available

(489)4.3 out of 5
13th Easiest To Use in Data Quality software
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Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Monte Carlo, the data + AI observability leader, enables enterprise organizations to drive mission-critical initiatives with trusted foundations. Nasdaq, Honeywell, Roche, and hundreds of leading orga

    Users
    • Data Engineer
    • Senior Data Engineer
    Industries
    • Financial Services
    • Computer Software
    Market Segment
    • 49% Enterprise
    • 43% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Monte Carlo 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
    165
    Monitoring
    144
    Alerts
    137
    Alerting System
    101
    Features
    91
    Cons
    Alert Management
    75
    Alert Overload
    75
    Inefficient Alert System
    65
    UX Improvement
    62
    Limited Functionality
    55
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Monte Carlo features and usability ratings that predict user satisfaction
    9.0
    Quality of Support
    Average: 8.8
    7.5
    Automation
    Average: 8.7
    8.1
    Identification
    Average: 8.8
    6.1
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    San Francisco, US
    Twitter
    @montecarlodata
    1,587 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    576 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Monte Carlo, the data + AI observability leader, enables enterprise organizations to drive mission-critical initiatives with trusted foundations. Nasdaq, Honeywell, Roche, and hundreds of leading orga

Users
  • Data Engineer
  • Senior Data Engineer
Industries
  • Financial Services
  • Computer Software
Market Segment
  • 49% Enterprise
  • 43% Mid-Market
Monte Carlo 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
165
Monitoring
144
Alerts
137
Alerting System
101
Features
91
Cons
Alert Management
75
Alert Overload
75
Inefficient Alert System
65
UX Improvement
62
Limited Functionality
55
Monte Carlo features and usability ratings that predict user satisfaction
9.0
Quality of Support
Average: 8.8
7.5
Automation
Average: 8.7
8.1
Identification
Average: 8.8
6.1
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,587 Twitter followers
LinkedIn® Page
www.linkedin.com
576 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    D&B Connect (the next generation of D&B Optimizer) is an AI-driven Data Management Platform based on the D&B Cloud that provides businesses with customer data and market insights. With D&a

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 44% Mid-Market
    • 31% 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.
    • D&B Connect is a platform that provides B2B data coverage with contact information and multiple integration options.
    • Reviewers frequently mention the platform's comprehensive data coverage, ease of use, integration with Salesforce, and the ability to customize data fields and matching criteria.
    • Reviewers mentioned issues with data inaccuracy, slow processing speed, lack of tracking for contact job changes, limited customizability, and difficulties in setup and integration processes.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • D&B Connect Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    18
    Data Accuracy
    15
    Data Quality
    9
    Accuracy
    8
    CRM Integration
    8
    Cons
    Expensive
    9
    Inaccurate Data
    7
    Learning Curve
    7
    Data Inaccuracy
    6
    Outdated Information
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • D&B Connect features and usability ratings that predict user satisfaction
    8.5
    Quality of Support
    Average: 8.8
    8.1
    Automation
    Average: 8.7
    8.1
    Identification
    Average: 8.8
    8.1
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    Short Hills, NJ
    Twitter
    @DunBradstreet
    22,742 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,919 employees on LinkedIn®
    Ownership
    NYSE: DNB
Product Description
How are these determined?Information
This description is provided by the seller.

D&B Connect (the next generation of D&B Optimizer) is an AI-driven Data Management Platform based on the D&B Cloud that provides businesses with customer data and market insights. With D&a

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 44% Mid-Market
  • 31% 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.
  • D&B Connect is a platform that provides B2B data coverage with contact information and multiple integration options.
  • Reviewers frequently mention the platform's comprehensive data coverage, ease of use, integration with Salesforce, and the ability to customize data fields and matching criteria.
  • Reviewers mentioned issues with data inaccuracy, slow processing speed, lack of tracking for contact job changes, limited customizability, and difficulties in setup and integration processes.
D&B Connect Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
18
Data Accuracy
15
Data Quality
9
Accuracy
8
CRM Integration
8
Cons
Expensive
9
Inaccurate Data
7
Learning Curve
7
Data Inaccuracy
6
Outdated Information
6
D&B Connect features and usability ratings that predict user satisfaction
8.5
Quality of Support
Average: 8.8
8.1
Automation
Average: 8.7
8.1
Identification
Average: 8.8
8.1
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
Short Hills, NJ
Twitter
@DunBradstreet
22,742 Twitter followers
LinkedIn® Page
www.linkedin.com
5,919 employees on LinkedIn®
Ownership
NYSE: DNB
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(730)4.3 out of 5
1st Easiest To Use in Data Quality software
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  • 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-native platform that provides detailed keyword and sentiment analysis, and allows users to customize categories for analysis.
    • Reviewers appreciate SAS Viya's scalability, seamless integration of data preparation, advanced analytics, and machine learning within a single platform, and its user-friendly UI combined with powerful statistical capabilities.
    • Users mentioned that SAS Viya has a steep learning curve for new users, especially when transitioning from open-source ecosystems like Python, and its cost structure could be improved.
  • 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
    8.3
    Quality of Support
    Average: 8.8
    9.0
    Automation
    Average: 8.7
    8.7
    Identification
    Average: 8.8
    8.8
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1976
    HQ Location
    Cary, NC
    Twitter
    @SASsoftware
    61,097 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-native platform that provides detailed keyword and sentiment analysis, and allows users to customize categories for analysis.
  • Reviewers appreciate SAS Viya's scalability, seamless integration of data preparation, advanced analytics, and machine learning within a single platform, and its user-friendly UI combined with powerful statistical capabilities.
  • Users mentioned that SAS Viya has a steep learning curve for new users, especially when transitioning from open-source ecosystems like Python, and its cost structure could be improved.
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
8.3
Quality of Support
Average: 8.8
9.0
Automation
Average: 8.7
8.7
Identification
Average: 8.8
8.8
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
Year Founded
1976
HQ Location
Cary, NC
Twitter
@SASsoftware
61,097 Twitter followers
LinkedIn® Page
www.linkedin.com
18,238 employees on LinkedIn®
(102)4.2 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Try Collibra for free @ Collibra.com/tour Collibra is for organizations with complex data challenges, hybrid data ecosystems—and big ambitions for data and AI. We help organizations who are trying

    Users
    No information available
    Industries
    • Financial Services
    • Banking
    Market Segment
    • 72% Enterprise
    • 19% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Collibra Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    14
    Features
    14
    Data Management
    12
    Integrations
    10
    Data Governance
    9
    Cons
    Limited Functionality
    9
    Complexity Issues
    7
    Complexity
    6
    Improvement Needed
    6
    Missing Features
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Collibra features and usability ratings that predict user satisfaction
    8.2
    Quality of Support
    Average: 8.8
    7.8
    Automation
    Average: 8.7
    8.4
    Identification
    Average: 8.8
    7.1
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Collibra
    Company Website
    Year Founded
    2008
    HQ Location
    New York, New York
    Twitter
    @collibra
    5,741 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,050 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Try Collibra for free @ Collibra.com/tour Collibra is for organizations with complex data challenges, hybrid data ecosystems—and big ambitions for data and AI. We help organizations who are trying

Users
No information available
Industries
  • Financial Services
  • Banking
Market Segment
  • 72% Enterprise
  • 19% Mid-Market
Collibra Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
14
Features
14
Data Management
12
Integrations
10
Data Governance
9
Cons
Limited Functionality
9
Complexity Issues
7
Complexity
6
Improvement Needed
6
Missing Features
6
Collibra features and usability ratings that predict user satisfaction
8.2
Quality of Support
Average: 8.8
7.8
Automation
Average: 8.7
8.4
Identification
Average: 8.8
7.1
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Collibra
Company Website
Year Founded
2008
HQ Location
New York, New York
Twitter
@collibra
5,741 Twitter followers
LinkedIn® Page
www.linkedin.com
1,050 employees on LinkedIn®
(284)4.6 out of 5
Optimized for quick response
9th Easiest To Use in Data Quality 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
    8.8
    Quality of Support
    Average: 8.8
    8.2
    Automation
    Average: 8.7
    9.1
    Identification
    Average: 8.8
    8.8
    Preventative Cleaning
    Average: 8.4
  • 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
8.8
Quality of Support
Average: 8.8
8.2
Automation
Average: 8.7
9.1
Identification
Average: 8.8
8.8
Preventative Cleaning
Average: 8.4
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®
(123)4.5 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Built by a data team, for data teams, Atlan is THE Active Metadata platform for enterprises to find, trust, and govern AI-ready data, and a leader in The Forrester Wave™: Enterprise Data Catalogs, Q3

    Users
    No information available
    Industries
    • Financial Services
    • Computer Software
    Market Segment
    • 53% Mid-Market
    • 39% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Atlan 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
    26
    Features
    18
    User Interface
    17
    Data Lineage
    14
    Easy Setup
    13
    Cons
    Limited Functionality
    8
    Lacking Features
    6
    Learning Curve
    6
    Missing Features
    6
    Data Lineage Issues
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Atlan features and usability ratings that predict user satisfaction
    9.2
    Quality of Support
    Average: 8.8
    7.7
    Automation
    Average: 8.7
    7.6
    Identification
    Average: 8.8
    6.8
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Atlan
    Company Website
    Year Founded
    2019
    HQ Location
    New York, US
    Twitter
    @AtlanHQ
    9,695 Twitter followers
    LinkedIn® Page
    in.linkedin.com
    580 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Built by a data team, for data teams, Atlan is THE Active Metadata platform for enterprises to find, trust, and govern AI-ready data, and a leader in The Forrester Wave™: Enterprise Data Catalogs, Q3

Users
No information available
Industries
  • Financial Services
  • Computer Software
Market Segment
  • 53% Mid-Market
  • 39% Enterprise
Atlan 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
26
Features
18
User Interface
17
Data Lineage
14
Easy Setup
13
Cons
Limited Functionality
8
Lacking Features
6
Learning Curve
6
Missing Features
6
Data Lineage Issues
5
Atlan features and usability ratings that predict user satisfaction
9.2
Quality of Support
Average: 8.8
7.7
Automation
Average: 8.7
7.6
Identification
Average: 8.8
6.8
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Atlan
Company Website
Year Founded
2019
HQ Location
New York, US
Twitter
@AtlanHQ
9,695 Twitter followers
LinkedIn® Page
in.linkedin.com
580 employees on LinkedIn®
(53)4.4 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Acceldata is a pioneering provider of enterprise solutions in data observability and Agentic Data Management. Its technology enables organizations to monitor, manage, and improve the reliability, qual

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 62% Enterprise
    • 21% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Acceldata 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
    19
    Customer Support
    18
    Efficiency Improvement
    14
    Monitoring
    14
    Automation
    13
    Cons
    UX Improvement
    11
    Poor UI
    8
    Learning Difficulty
    7
    Complex Setup
    6
    Learning Curve
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acceldata features and usability ratings that predict user satisfaction
    8.9
    Quality of Support
    Average: 8.8
    8.8
    Automation
    Average: 8.7
    9.0
    Identification
    Average: 8.8
    7.3
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Acceldata
    Company Website
    Year Founded
    2018
    HQ Location
    Campbell, CA
    Twitter
    @acceldataio
    338 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    271 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Acceldata is a pioneering provider of enterprise solutions in data observability and Agentic Data Management. Its technology enables organizations to monitor, manage, and improve the reliability, qual

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 62% Enterprise
  • 21% Mid-Market
Acceldata 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
19
Customer Support
18
Efficiency Improvement
14
Monitoring
14
Automation
13
Cons
UX Improvement
11
Poor UI
8
Learning Difficulty
7
Complex Setup
6
Learning Curve
6
Acceldata features and usability ratings that predict user satisfaction
8.9
Quality of Support
Average: 8.8
8.8
Automation
Average: 8.7
9.0
Identification
Average: 8.8
7.3
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Acceldata
Company Website
Year Founded
2018
HQ Location
Campbell, CA
Twitter
@acceldataio
338 Twitter followers
LinkedIn® Page
www.linkedin.com
271 employees on LinkedIn®
(1,919)4.4 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Demandbase is the leading, enterprise-grade account-based GTM platform for sales and marketing teams designed to make every moment and every dollar count. Since creating the category in 2013, we h

    Users
    • Account Executive
    • Business Development Representative
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 49% Mid-Market
    • 32% 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.
    • Demandbase One is a unified platform that provides visibility into account intent and engagement, simplifies audience segmentation, and integrates with various marketing and sales platforms.
    • Users like the platform's ability to provide a complete picture of each account, its simplistic installation, and its exceptional support that helps connect marketing and sales motions.
    • Reviewers experienced a steep learning curve with many overwhelming features, slow loading times, and issues with data validation and accuracy.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Demandbase One 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
    223
    Lead Generation
    199
    Insights
    197
    Features
    167
    Intent Data
    166
    Cons
    Learning Curve
    87
    Steep Learning Curve
    72
    Complexity
    58
    Missing Features
    57
    Not Intuitive
    57
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Demandbase One features and usability ratings that predict user satisfaction
    8.8
    Quality of Support
    Average: 8.8
    9.0
    Automation
    Average: 8.7
    8.7
    Identification
    Average: 8.8
    8.3
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2005
    HQ Location
    San Francisco, CA
    Twitter
    @Demandbase
    21,429 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,001 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Demandbase is the leading, enterprise-grade account-based GTM platform for sales and marketing teams designed to make every moment and every dollar count. Since creating the category in 2013, we h

Users
  • Account Executive
  • Business Development Representative
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 49% Mid-Market
  • 32% 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.
  • Demandbase One is a unified platform that provides visibility into account intent and engagement, simplifies audience segmentation, and integrates with various marketing and sales platforms.
  • Users like the platform's ability to provide a complete picture of each account, its simplistic installation, and its exceptional support that helps connect marketing and sales motions.
  • Reviewers experienced a steep learning curve with many overwhelming features, slow loading times, and issues with data validation and accuracy.
Demandbase One 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
223
Lead Generation
199
Insights
197
Features
167
Intent Data
166
Cons
Learning Curve
87
Steep Learning Curve
72
Complexity
58
Missing Features
57
Not Intuitive
57
Demandbase One features and usability ratings that predict user satisfaction
8.8
Quality of Support
Average: 8.8
9.0
Automation
Average: 8.7
8.7
Identification
Average: 8.8
8.3
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
Year Founded
2005
HQ Location
San Francisco, CA
Twitter
@Demandbase
21,429 Twitter followers
LinkedIn® Page
www.linkedin.com
1,001 employees on LinkedIn®
(54)4.0 out of 5
View top Consulting Services for Oracle Data Quality
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Oracle Enterprise Data Quality delivers a complete, best-of-breed approach to party and product data resulting in trustworthy master data that integrates with applications to improve business insight.

    Users
    No information available
    Industries
    • Hospital & Health Care
    • Information Technology and Services
    Market Segment
    • 50% Enterprise
    • 28% Small-Business
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Oracle Data Quality features and usability ratings that predict user satisfaction
    8.4
    Quality of Support
    Average: 8.8
    8.2
    Automation
    Average: 8.7
    9.2
    Identification
    Average: 8.8
    8.6
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Oracle
    Year Founded
    1977
    HQ Location
    Austin, TX
    Twitter
    @Oracle
    823,838 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    198,071 employees on LinkedIn®
    Ownership
    NYSE:ORCL
Product Description
How are these determined?Information
This description is provided by the seller.

Oracle Enterprise Data Quality delivers a complete, best-of-breed approach to party and product data resulting in trustworthy master data that integrates with applications to improve business insight.

Users
No information available
Industries
  • Hospital & Health Care
  • Information Technology and Services
Market Segment
  • 50% Enterprise
  • 28% Small-Business
Oracle Data Quality features and usability ratings that predict user satisfaction
8.4
Quality of Support
Average: 8.8
8.2
Automation
Average: 8.7
9.2
Identification
Average: 8.8
8.6
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Oracle
Year Founded
1977
HQ Location
Austin, TX
Twitter
@Oracle
823,838 Twitter followers
LinkedIn® Page
www.linkedin.com
198,071 employees on LinkedIn®
Ownership
NYSE:ORCL
  • Overview
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Informatica Cloud Data Quality empowers your company to take a holistic approach to managing data quality to quickly identify, fix, and monitor data quality problems in your business applications. The

    Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 180% Enterprise
    • 80% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Informatica Cloud Data Quality features and usability ratings that predict user satisfaction
    9.2
    Quality of Support
    Average: 8.8
    8.3
    Automation
    Average: 8.7
    8.3
    Identification
    Average: 8.8
    6.7
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    1993
    HQ Location
    Redwood City, CA
    Twitter
    @Informatica
    100,111 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,337 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Informatica Cloud Data Quality empowers your company to take a holistic approach to managing data quality to quickly identify, fix, and monitor data quality problems in your business applications. The

Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 180% Enterprise
  • 80% Mid-Market
Informatica Cloud Data Quality features and usability ratings that predict user satisfaction
9.2
Quality of Support
Average: 8.8
8.3
Automation
Average: 8.7
8.3
Identification
Average: 8.8
6.7
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
Year Founded
1993
HQ Location
Redwood City, CA
Twitter
@Informatica
100,111 Twitter followers
LinkedIn® Page
www.linkedin.com
5,337 employees on LinkedIn®
(197)4.7 out of 5
3rd Easiest To Use in Data Quality software
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  • Overview
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  • 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
    8.9
    Quality of Support
    Average: 8.8
    9.3
    Automation
    Average: 8.7
    8.7
    Identification
    Average: 8.8
    8.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Fivetran
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,706 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
8.9
Quality of Support
Average: 8.8
9.3
Automation
Average: 8.7
8.7
Identification
Average: 8.8
8.2
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Fivetran
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,706 Twitter followers
LinkedIn® Page
www.linkedin.com
1,738 employees on LinkedIn®
  • Overview
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SQL Server Data Quality Services (DQS) is a knowledge-driven data quality product.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 53% Small-Business
    • 29% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Microsoft Data Quality Services features and usability ratings that predict user satisfaction
    8.0
    Quality of Support
    Average: 8.8
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    13,093,068 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    226,132 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

SQL Server Data Quality Services (DQS) is a knowledge-driven data quality product.

Users
No information available
Industries
No information available
Market Segment
  • 53% Small-Business
  • 29% Mid-Market
Microsoft Data Quality Services features and usability ratings that predict user satisfaction
8.0
Quality of Support
Average: 8.8
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
13,093,068 Twitter followers
LinkedIn® Page
www.linkedin.com
226,132 employees on LinkedIn®
Ownership
MSFT
(351)4.4 out of 5
10th Easiest To Use in Data Quality software
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Entry Level Price:Contact Us
  • Overview
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    ZoomInfo Operations is a sophisticated data management solution designed to assist organizations in optimizing their go-to-market (GTM) strategies by effectively managing sales and marketing data. Thi

    Users
    • Salesforce Administrator
    • Marketing Operations Manager
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 66% Mid-Market
    • 20% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • ZoomInfo Operations 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
    24
    Data Accuracy
    23
    Automation
    21
    Lead Generation
    19
    Efficiency
    18
    Cons
    Inaccuracy Issues
    13
    Inaccurate Data
    11
    Learning Curve
    11
    Learning Difficulty
    11
    Expensive
    10
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • ZoomInfo Operations features and usability ratings that predict user satisfaction
    8.6
    Quality of Support
    Average: 8.8
    8.9
    Automation
    Average: 8.7
    9.0
    Identification
    Average: 8.8
    8.8
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    ZoomInfo
    Company Website
    Year Founded
    2000
    HQ Location
    Vancouver, WA
    Twitter
    @ZoomInfo
    23,523 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,353 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ZoomInfo Operations is a sophisticated data management solution designed to assist organizations in optimizing their go-to-market (GTM) strategies by effectively managing sales and marketing data. Thi

Users
  • Salesforce Administrator
  • Marketing Operations Manager
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 66% Mid-Market
  • 20% Small-Business
ZoomInfo Operations 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
24
Data Accuracy
23
Automation
21
Lead Generation
19
Efficiency
18
Cons
Inaccuracy Issues
13
Inaccurate Data
11
Learning Curve
11
Learning Difficulty
11
Expensive
10
ZoomInfo Operations features and usability ratings that predict user satisfaction
8.6
Quality of Support
Average: 8.8
8.9
Automation
Average: 8.7
9.0
Identification
Average: 8.8
8.8
Preventative Cleaning
Average: 8.4
Seller Details
Seller
ZoomInfo
Company Website
Year Founded
2000
HQ Location
Vancouver, WA
Twitter
@ZoomInfo
23,523 Twitter followers
LinkedIn® Page
www.linkedin.com
4,353 employees on LinkedIn®
  • Overview
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  • 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
    8.6
    Quality of Support
    Average: 8.8
    9.2
    Automation
    Average: 8.7
    8.8
    Identification
    Average: 8.8
    8.5
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Alteryx
    Year Founded
    1997
    HQ Location
    Irvine, CA
    Twitter
    @alteryx
    26,276 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
8.6
Quality of Support
Average: 8.8
9.2
Automation
Average: 8.7
8.8
Identification
Average: 8.8
8.5
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Alteryx
Year Founded
1997
HQ Location
Irvine, CA
Twitter
@alteryx
26,276 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
  • Overview
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  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Better understand your data and cleanse, monitor, transform and deliver it. Build confidence in your data Delivers clean, consistent and timely information for your data warehouses or big data projec

    Users
    No information available
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 96% Enterprise
    • 26% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM InfoSphere Information Server features and usability ratings that predict user satisfaction
    7.1
    Quality of Support
    Average: 8.8
    6.7
    Automation
    Average: 8.7
    8.3
    Identification
    Average: 8.8
    6.7
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,967 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.

Better understand your data and cleanse, monitor, transform and deliver it. Build confidence in your data Delivers clean, consistent and timely information for your data warehouses or big data projec

Users
No information available
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 96% Enterprise
  • 26% Mid-Market
IBM InfoSphere Information Server features and usability ratings that predict user satisfaction
7.1
Quality of Support
Average: 8.8
6.7
Automation
Average: 8.7
8.3
Identification
Average: 8.8
6.7
Preventative Cleaning
Average: 8.4
Seller Details
Seller
IBM
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,967 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM