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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

(462)4.4 out of 5
14th 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
    • 50% Enterprise
    • 44% 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
    140
    Monitoring
    129
    Alerts
    125
    Alerting System
    89
    Features
    80
    Cons
    Alert Management
    63
    Alert Overload
    63
    Inefficient Alert System
    57
    UX Improvement
    53
    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
    8.1
    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
    1,591 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
  • 50% Enterprise
  • 44% 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
140
Monitoring
129
Alerts
125
Alerting System
89
Features
80
Cons
Alert Management
63
Alert Overload
63
Inefficient Alert System
57
UX Improvement
53
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
8.1
Identification
Average: 8.8
6.0
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,591 Twitter followers
LinkedIn® Page
www.linkedin.com
542 employees on LinkedIn®
(618)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
    • Banking
    Market Segment
    • 34% Small-Business
    • 32% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
    • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
    • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SAS Viya Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    279
    Features
    199
    Analytics
    172
    Data Analysis
    143
    User Interface
    133
    Cons
    Learning Difficulty
    132
    Learning Curve
    129
    Complexity
    125
    Difficult Learning
    102
    Not User-Friendly
    96
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • SAS Viya features and usability ratings that predict user satisfaction
    8.3
    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
    61,220 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    18,116 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Student
  • Biostatistician
Industries
  • Pharmaceuticals
  • Banking
Market Segment
  • 34% Small-Business
  • 32% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • SAS Viya is a cloud-based analytics platform that supports advanced analytics, machine learning, and data processing in one platform.
  • Reviewers frequently mention its strong performance, fast processing, easy integration with cloud platforms, and its ability to make teamwork easier by keeping everything in one place.
  • Reviewers mentioned that SAS Viya can be complex to configure, requires strong technical skills to manage in large environments, and its high cost can be a barrier for smaller organizations or teams with limited budgets.
SAS Viya Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
279
Features
199
Analytics
172
Data Analysis
143
User Interface
133
Cons
Learning Difficulty
132
Learning Curve
129
Complexity
125
Difficult Learning
102
Not User-Friendly
96
SAS Viya features and usability ratings that predict user satisfaction
8.3
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
61,220 Twitter followers
LinkedIn® Page
www.linkedin.com
18,116 employees on LinkedIn®

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(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
    5,753 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
5,753 Twitter followers
LinkedIn® Page
www.linkedin.com
1,050 employees on LinkedIn®
(121)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
    • 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
    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
    9.3
    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
    9,601 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
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
9.3
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
9,601 Twitter followers
LinkedIn® Page
in.linkedin.com
548 employees on LinkedIn®
(284)4.6 out of 5
Optimized for quick response
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.

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

    Users
    • Salesforce Administrator
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 48% Mid-Market
    • 33% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • DemandTools Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    16
    Duplicate Management
    8
    Time-saving
    8
    Efficiency
    5
    Problem Solving
    5
    Cons
    Learning Curve
    3
    Limited Functionality
    3
    Missing Features
    3
    Poor Interface Design
    2
    Slow Loading
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DemandTools features and usability ratings that predict user satisfaction
    8.8
    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
    1,156 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    331 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Salesforce Administrator
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 48% Mid-Market
  • 33% Enterprise
DemandTools Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
16
Duplicate Management
8
Time-saving
8
Efficiency
5
Problem Solving
5
Cons
Learning Curve
3
Limited Functionality
3
Missing Features
3
Poor Interface Design
2
Slow Loading
2
DemandTools features and usability ratings that predict user satisfaction
8.8
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
1,156 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
    • 45% 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
    22,835 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
  • 45% 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
22,835 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
    820,945 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
820,945 Twitter followers
LinkedIn® Page
www.linkedin.com
197,850 employees on LinkedIn®
Ownership
NYSE:ORCL
(51)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
    • 61% Enterprise
    • 22% 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
    17
    Customer Support
    14
    Efficiency Improvement
    13
    Automation
    12
    Product Usefulness
    12
    Cons
    UX Improvement
    10
    Poor UI
    7
    Complex Setup
    6
    Learning Difficulty
    6
    Difficult Setup
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acceldata features and usability ratings that predict user satisfaction
    8.9
    Quality of Support
    Average: 8.8
    8.7
    Automation
    Average: 8.7
    8.9
    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
    340 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
  • 61% Enterprise
  • 22% 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
17
Customer Support
14
Efficiency Improvement
13
Automation
12
Product Usefulness
12
Cons
UX Improvement
10
Poor UI
7
Complex Setup
6
Learning Difficulty
6
Difficult Setup
5
Acceldata features and usability ratings that predict user satisfaction
8.9
Quality of Support
Average: 8.8
8.7
Automation
Average: 8.7
8.9
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
340 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
    100,073 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
100,073 Twitter followers
LinkedIn® Page
www.linkedin.com
5,370 employees on LinkedIn®
Ownership
NYSE: INFA
(1,903)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
    213
    Lead Generation
    195
    Insights
    189
    Intent Data
    161
    Features
    156
    Cons
    Learning Curve
    84
    Steep Learning Curve
    70
    Complexity
    55
    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
    21,490 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
213
Lead Generation
195
Insights
189
Intent Data
161
Features
156
Cons
Learning Curve
84
Steep Learning Curve
70
Complexity
55
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
21,490 Twitter followers
LinkedIn® Page
www.linkedin.com
1,036 employees on LinkedIn®
(194)4.7 out of 5
5th 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
    • 57% Mid-Market
    • 27% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • dbt Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    28
    Features
    14
    Automation
    13
    Data Quality
    13
    Transformation
    13
    Cons
    Limited Functionality
    8
    Complex Setup
    7
    Error Handling
    7
    Error Reporting
    6
    Feature Limitations
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • dbt features and usability ratings that predict user satisfaction
    8.9
    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
    Company Website
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,691 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,682 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Analytics Engineer
  • Data Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 57% Mid-Market
  • 27% Small-Business
dbt Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
28
Features
14
Automation
13
Data Quality
13
Transformation
13
Cons
Limited Functionality
8
Complex Setup
7
Error Handling
7
Error Reporting
6
Feature Limitations
6
dbt features and usability ratings that predict user satisfaction
8.9
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
Company Website
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,691 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.

    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
    708,968 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
708,968 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
    13,086,922 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
13,086,922 Twitter followers
LinkedIn® Page
www.linkedin.com
220,934 employees on LinkedIn®
Ownership
MSFT
  • 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
    26,367 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
26,367 Twitter followers
LinkedIn® Page
www.linkedin.com
2,265 employees on LinkedIn®
Ownership
Private
(350)4.4 out of 5
7th 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.

    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
    25
    Data Accuracy
    24
    Automation
    22
    Lead Generation
    19
    Efficiency
    18
    Cons
    Inaccuracy Issues
    13
    Learning Curve
    12
    Learning Difficulty
    12
    Inaccurate Data
    11
    Steep Learning Curve
    11
  • 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
    23,543 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
25
Data Accuracy
24
Automation
22
Lead Generation
19
Efficiency
18
Cons
Inaccuracy Issues
13
Learning Curve
12
Learning Difficulty
12
Inaccurate Data
11
Steep Learning Curve
11
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
23,543 Twitter followers
LinkedIn® Page
www.linkedin.com
4,387 employees on LinkedIn®