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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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24 Listings in Enterprise Data Quality Tools Available

(437)4.4 out of 5
15th 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
    • 51% Enterprise
    • 45% 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
    139
    Monitoring
    129
    Alerts
    125
    Alerting System
    88
    Features
    80
    Cons
    Alert Management
    63
    Alert Overload
    63
    Inefficient Alert System
    57
    UX Improvement
    54
    Limited Features
    45
  • 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
    8.0
    Identification
    Average: 8.8
    6.0
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    San Francisco, US
    Twitter
    @montecarlodata
    1,593 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    542 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
  • 51% Enterprise
  • 45% 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
139
Monitoring
129
Alerts
125
Alerting System
88
Features
80
Cons
Alert Management
63
Alert Overload
63
Inefficient Alert System
57
UX Improvement
54
Limited Features
45
Monte Carlo features and usability ratings that predict user satisfaction
9.0
Quality of Support
Average: 8.8
7.5
Automation
Average: 8.7
8.0
Identification
Average: 8.8
6.0
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,593 Twitter followers
LinkedIn® Page
www.linkedin.com
542 employees on LinkedIn®
(610)4.3 out of 5
1st Easiest To Use in Data Quality 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
    • Higher Education
    Market Segment
    • 34% Small-Business
    • 32% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
    • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
    • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SAS Viya Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    271
    Features
    188
    Analytics
    162
    Data Analysis
    135
    User Interface
    126
    Cons
    Learning Curve
    127
    Learning Difficulty
    126
    Complexity
    116
    Difficult Learning
    99
    Not User-Friendly
    92
  • 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
    61,236 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,116 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Student
  • Biostatistician
Industries
  • Pharmaceuticals
  • Higher Education
Market Segment
  • 34% Small-Business
  • 32% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
  • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
  • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
SAS Viya Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
271
Features
188
Analytics
162
Data Analysis
135
User Interface
126
Cons
Learning Curve
127
Learning Difficulty
126
Complexity
116
Difficult Learning
99
Not User-Friendly
92
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
61,236 Twitter followers
LinkedIn® Page
www.linkedin.com
18,116 employees on LinkedIn®

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(101)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
    • 71% 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
    Features
    12
    Ease of Use
    11
    Data Management
    9
    Integrations
    9
    Data Governance
    8
    Cons
    Limited Functionality
    8
    Missing Features
    7
    Integration Issues
    6
    Complexity Issues
    5
    Improvement Needed
    5
  • 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
    5,761 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
  • 71% 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
Features
12
Ease of Use
11
Data Management
9
Integrations
9
Data Governance
8
Cons
Limited Functionality
8
Missing Features
7
Integration Issues
6
Complexity Issues
5
Improvement Needed
5
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
5,761 Twitter followers
LinkedIn® Page
www.linkedin.com
1,050 employees on LinkedIn®
(121)4.5 out of 5
Optimized for quick response
Save to My Lists
  • 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
    • 40% 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
    23
    Features
    17
    User Interface
    15
    Data Lineage
    14
    Integrations
    12
    Cons
    Limited Functionality
    7
    Lacking Features
    6
    Missing Features
    6
    Data Lineage Issues
    5
    Integration Issues
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Atlan features and usability ratings that predict user satisfaction
    9.3
    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
    9,598 Twitter followers
    LinkedIn® Page
    in.linkedin.com
    548 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
  • 40% 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
23
Features
17
User Interface
15
Data Lineage
14
Integrations
12
Cons
Limited Functionality
7
Lacking Features
6
Missing Features
6
Data Lineage Issues
5
Integration Issues
5
Atlan features and usability ratings that predict user satisfaction
9.3
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
9,598 Twitter followers
LinkedIn® Page
in.linkedin.com
548 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
    21
    Time-saving
    10
    Duplicate Management
    8
    Efficiency
    7
    Customer Support
    6
    Cons
    Missing Features
    4
    Learning Curve
    3
    Limited Functionality
    3
    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
    1,154 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    331 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Salesforce Administrator
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 48% Mid-Market
  • 33% Enterprise
DemandTools Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
21
Time-saving
10
Duplicate Management
8
Efficiency
7
Customer Support
6
Cons
Missing Features
4
Learning Curve
3
Limited Functionality
3
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
1,154 Twitter followers
LinkedIn® Page
www.linkedin.com
331 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
    • 46% Mid-Market
    • 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.
    • D&B Connect is a data management tool that provides access to business data and assists in updating and enriching company records.
    • Reviewers like the comprehensive database coverage of D&B Connect, including credit risks, corporate linkages, firmographics, and its ability to conduct valuable risk assessments and create a credible brand due to its stability and accuracy in data management.
    • Users reported that D&B Connect sometimes focuses on inaccurate or outdated data, has a complex interface for those unfamiliar with data management tools, and can be slow when processing large amounts of data.
  • 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
    16
    Data Accuracy
    12
    Data Quality
    8
    Easy Integrations
    8
    Integrations
    8
    Cons
    Expensive
    9
    Inaccurate Data
    7
    Data Inaccuracy
    6
    Learning Curve
    6
    Missing Features
    5
  • 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
    8.2
    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
    22,818 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
  • 46% Mid-Market
  • 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.
  • D&B Connect is a data management tool that provides access to business data and assists in updating and enriching company records.
  • Reviewers like the comprehensive database coverage of D&B Connect, including credit risks, corporate linkages, firmographics, and its ability to conduct valuable risk assessments and create a credible brand due to its stability and accuracy in data management.
  • Users reported that D&B Connect sometimes focuses on inaccurate or outdated data, has a complex interface for those unfamiliar with data management tools, and can be slow when processing large amounts of data.
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
16
Data Accuracy
12
Data Quality
8
Easy Integrations
8
Integrations
8
Cons
Expensive
9
Inaccurate Data
7
Data Inaccuracy
6
Learning Curve
6
Missing Features
5
D&B Connect features and usability ratings that predict user satisfaction
8.5
Quality of Support
Average: 8.8
8.2
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
22,818 Twitter followers
LinkedIn® Page
www.linkedin.com
5,919 employees on LinkedIn®
Ownership
NYSE: DNB
(54)4.0 out of 5
View top Consulting Services for Oracle Data Quality
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  • Overview
    Expand/Collapse Overview
  • 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
    820,686 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    197,850 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
820,686 Twitter followers
LinkedIn® Page
www.linkedin.com
197,850 employees on LinkedIn®
Ownership
NYSE:ORCL
(48)4.4 out of 5
Optimized for quick response
Save to My Lists
  • 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
    • 63% 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
    15
    Customer Support
    12
    Automation
    10
    Data Management
    10
    Efficiency Improvement
    10
    Cons
    Poor UI
    7
    UX Improvement
    7
    Learning Difficulty
    6
    Complex Setup
    5
    Difficult Setup
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acceldata features and usability ratings that predict user satisfaction
    9.0
    Quality of Support
    Average: 8.8
    8.7
    Automation
    Average: 8.7
    9.2
    Identification
    Average: 8.8
    7.8
    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
    339 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    73 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
  • 63% 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
15
Customer Support
12
Automation
10
Data Management
10
Efficiency Improvement
10
Cons
Poor UI
7
UX Improvement
7
Learning Difficulty
6
Complex Setup
5
Difficult Setup
5
Acceldata features and usability ratings that predict user satisfaction
9.0
Quality of Support
Average: 8.8
8.7
Automation
Average: 8.7
9.2
Identification
Average: 8.8
7.8
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Acceldata
Company Website
Year Founded
2018
HQ Location
Campbell, CA
Twitter
@acceldataio
339 Twitter followers
LinkedIn® Page
www.linkedin.com
73 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • 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
    Year Founded
    1993
    HQ Location
    Redwood City, CA
    Twitter
    @Informatica
    100,074 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,370 employees on LinkedIn®
    Ownership
    NYSE: INFA
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
Year Founded
1993
HQ Location
Redwood City, CA
Twitter
@Informatica
100,074 Twitter followers
LinkedIn® Page
www.linkedin.com
5,370 employees on LinkedIn®
Ownership
NYSE: INFA
(1,898)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 platform that provides personalized reports, integrates with various tools for outreach campaigns, and offers insights for strategic planning.
    • Reviewers appreciate the platform's intuitive navigation, seamless integration capabilities, and the valuable insights it provides for identifying high-priority accounts and buying interests.
    • Reviewers mentioned that the platform's Slack notifications lack precision and clarity, and some features can feel complex for new users, creating a steep learning curve.
  • 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
    207
    Lead Generation
    197
    Insights
    190
    Intent Data
    171
    Features
    148
    Cons
    Learning Curve
    85
    Steep Learning Curve
    72
    Complexity
    57
    Not Intuitive
    55
    Learning Difficulty
    53
  • 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
    21,488 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,036 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 platform that provides personalized reports, integrates with various tools for outreach campaigns, and offers insights for strategic planning.
  • Reviewers appreciate the platform's intuitive navigation, seamless integration capabilities, and the valuable insights it provides for identifying high-priority accounts and buying interests.
  • Reviewers mentioned that the platform's Slack notifications lack precision and clarity, and some features can feel complex for new users, creating a steep learning curve.
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
207
Lead Generation
197
Insights
190
Intent Data
171
Features
148
Cons
Learning Curve
85
Steep Learning Curve
72
Complexity
57
Not Intuitive
55
Learning Difficulty
53
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
21,488 Twitter followers
LinkedIn® Page
www.linkedin.com
1,036 employees on LinkedIn®
(189)4.7 out of 5
7th 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.

    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
    • 58% Mid-Market
    • 26% 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
    20
    Transformation
    11
    Automation
    10
    Features
    10
    Documentation
    9
    Cons
    Complex Setup
    6
    Steep Learning Curve
    6
    Dependency Issues
    4
    Error Handling
    4
    Learning Curve
    4
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • dbt features and usability ratings that predict user satisfaction
    8.8
    Quality of Support
    Average: 8.8
    9.2
    Automation
    Average: 8.7
    8.6
    Identification
    Average: 8.8
    8.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Fivetran
    Company Website
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,678 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,682 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Analytics Engineer
  • Data Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 58% Mid-Market
  • 26% 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
20
Transformation
11
Automation
10
Features
10
Documentation
9
Cons
Complex Setup
6
Steep Learning Curve
6
Dependency Issues
4
Error Handling
4
Learning Curve
4
dbt features and usability ratings that predict user satisfaction
8.8
Quality of Support
Average: 8.8
9.2
Automation
Average: 8.7
8.6
Identification
Average: 8.8
8.2
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Fivetran
Company Website
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,678 Twitter followers
LinkedIn® Page
www.linkedin.com
1,682 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    26,388 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
26,388 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    709,117 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
709,117 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.

    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
    13,133,301 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    220,934 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
13,133,301 Twitter followers
LinkedIn® Page
www.linkedin.com
220,934 employees on LinkedIn®
Ownership
MSFT
(350)4.4 out of 5
8th 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.

    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
    28
    Data Accuracy
    26
    Lead Generation
    19
    Accurate Data
    17
    Automation
    17
    Cons
    Inaccuracy Issues
    12
    Expensive
    11
    Inaccurate Data
    10
    Learning Curve
    9
    Outdated Information
    8
  • 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
    23,556 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,387 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
28
Data Accuracy
26
Lead Generation
19
Accurate Data
17
Automation
17
Cons
Inaccuracy Issues
12
Expensive
11
Inaccurate Data
10
Learning Curve
9
Outdated Information
8
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
23,556 Twitter followers
LinkedIn® Page
www.linkedin.com
4,387 employees on LinkedIn®