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Best Data Quality Tools for Medium-Sized Businesses

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, medium-sized business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Medium-Sized 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 Medium-Sized Business Data Quality category.

In addition to qualifying for inclusion in the Data Quality Tools category, to qualify for inclusion in the Medium-Sized Business Data Quality Tools category, a product must have at least 10 reviews left by a reviewer from a medium-sized 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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28 Listings in Data Quality 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
    1,594 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
1,594 Twitter followers
LinkedIn® Page
www.linkedin.com
542 employees on LinkedIn®
(351)4.4 out of 5
7th 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
    23,567 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
23,567 Twitter followers
LinkedIn® Page
www.linkedin.com
4,387 employees on LinkedIn®

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(607)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 data analytics tool used for data visualization, reporting, and code generation in various programming languages.
    • Users frequently mention the platform's user-friendly interface, impressive visual representation tools, and the convenience of its no-code, drag-and-drop functionality.
    • Reviewers experienced complexity in the user interface and found the output from the Explore and Visualize section unnecessarily long and complicated.
  • 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
    61,347 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 data analytics tool used for data visualization, reporting, and code generation in various programming languages.
  • Users frequently mention the platform's user-friendly interface, impressive visual representation tools, and the convenience of its no-code, drag-and-drop functionality.
  • Reviewers experienced complexity in the user interface and found the output from the Explore and Visualize section unnecessarily long and complicated.
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
61,347 Twitter followers
LinkedIn® Page
www.linkedin.com
18,116 employees on LinkedIn®
(559)4.5 out of 5
Optimized for quick response
View top Consulting Services for HubSpot Data Hub
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Operations Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data. It offers native integrations with other applications to create a more efficient, al

    Users
    • CEO
    • Owner
    Industries
    • Information Technology and Services
    • Marketing and Advertising
    Market Segment
    • 67% Small-Business
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • HubSpot Data Hub 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
    107
    Automation
    85
    Data Management
    78
    Integrations
    60
    Customization
    43
    Cons
    Limitations
    52
    Missing Features
    35
    Learning Curve
    33
    Expensive
    30
    Complexity
    25
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • HubSpot Data Hub features and usability ratings that predict user satisfaction
    8.8
    Quality of Support
    Average: 8.8
    8.8
    Automation
    Average: 8.7
    8.8
    Identification
    Average: 8.8
    8.8
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    HubSpot
    Company Website
    Year Founded
    2006
    HQ Location
    Cambridge, MA
    Twitter
    @HubSpot
    789,318 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    10,898 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Operations Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data. It offers native integrations with other applications to create a more efficient, al

Users
  • CEO
  • Owner
Industries
  • Information Technology and Services
  • Marketing and Advertising
Market Segment
  • 67% Small-Business
  • 29% Mid-Market
HubSpot Data Hub 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
107
Automation
85
Data Management
78
Integrations
60
Customization
43
Cons
Limitations
52
Missing Features
35
Learning Curve
33
Expensive
30
Complexity
25
HubSpot Data Hub features and usability ratings that predict user satisfaction
8.8
Quality of Support
Average: 8.8
8.8
Automation
Average: 8.7
8.8
Identification
Average: 8.8
8.8
Preventative Cleaning
Average: 8.4
Seller Details
Seller
HubSpot
Company Website
Year Founded
2006
HQ Location
Cambridge, MA
Twitter
@HubSpot
789,318 Twitter followers
LinkedIn® Page
www.linkedin.com
10,898 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
    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
    1,155 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    324 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
1,155 Twitter followers
LinkedIn® Page
www.linkedin.com
324 employees on LinkedIn®
(882)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.

    Planhat is a customer platform that provides software and services to help organizations grow lifelong customers. Our platform powers sales, service and customer success products that scale with our c

    Users
    • Customer Success Manager
    • Head of Customer Success
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 59% Mid-Market
    • 32% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Planhat 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
    235
    Customer Support
    164
    Helpful
    113
    Customization
    110
    Positive Experience
    106
    Cons
    Learning Curve
    109
    Complexity
    74
    Integration Issues
    61
    Steep Learning Curve
    61
    Missing Features
    60
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Planhat features and usability ratings that predict user satisfaction
    9.2
    Quality of Support
    Average: 8.8
    8.3
    Automation
    Average: 8.7
    7.6
    Identification
    Average: 8.8
    7.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Planhat
    Company Website
    Year Founded
    2015
    HQ Location
    Stockholm, Stockholm County
    Twitter
    @Planhat
    1,058 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    209 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Planhat is a customer platform that provides software and services to help organizations grow lifelong customers. Our platform powers sales, service and customer success products that scale with our c

Users
  • Customer Success Manager
  • Head of Customer Success
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 59% Mid-Market
  • 32% Small-Business
Planhat 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
235
Customer Support
164
Helpful
113
Customization
110
Positive Experience
106
Cons
Learning Curve
109
Complexity
74
Integration Issues
61
Steep Learning Curve
61
Missing Features
60
Planhat features and usability ratings that predict user satisfaction
9.2
Quality of Support
Average: 8.8
8.3
Automation
Average: 8.7
7.6
Identification
Average: 8.8
7.2
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Planhat
Company Website
Year Founded
2015
HQ Location
Stockholm, Stockholm County
Twitter
@Planhat
1,058 Twitter followers
LinkedIn® Page
www.linkedin.com
209 employees on LinkedIn®
(1,896)4.4 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

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

    Users
    • Account Executive
    • Business Development Representative
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 49% Mid-Market
    • 32% Enterprise
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Demandbase One is a unified platform that integrates account-based marketing, intent data, and sales intelligence, facilitating outbound prospecting and enhancing brand awareness.
    • Reviewers frequently mention the platform's ability to provide complete coverage on outbound prospecting efforts, its seamless integration with CRM tools like Salesforce and HubSpot, and its efficient automation of content distribution.
    • Users reported issues with the accuracy of company revenue data and employee count, the complexity of the platform, and inconsistencies in data syncing.
  • 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
    21,505 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 unified platform that integrates account-based marketing, intent data, and sales intelligence, facilitating outbound prospecting and enhancing brand awareness.
  • Reviewers frequently mention the platform's ability to provide complete coverage on outbound prospecting efforts, its seamless integration with CRM tools like Salesforce and HubSpot, and its efficient automation of content distribution.
  • Users reported issues with the accuracy of company revenue data and employee count, the complexity of the platform, and inconsistencies in data syncing.
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
21,505 Twitter followers
LinkedIn® Page
www.linkedin.com
1,036 employees on LinkedIn®
(187)4.7 out of 5
9th 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
    9.3
    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
9.3
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®
(41)4.7 out of 5
Optimized for quick response
3rd 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.

    DQLabs redefines data management with Semantics and GenAI powered Modern Data Quality Platform, empowering organisations to transform raw data into reliable, actionable insights. Our automation-first,

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 49% Mid-Market
    • 22% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • DQLabs Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Data Quality
    13
    Ease of Use
    12
    Data Accuracy
    11
    Automation
    9
    Data Integration
    9
    Cons
    Poor Documentation
    2
    Complexity
    1
    Data Management Issues
    1
    Data Quality
    1
    Learning Difficulty
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DQLabs features and usability ratings that predict user satisfaction
    9.5
    Quality of Support
    Average: 8.8
    9.5
    Automation
    Average: 8.7
    9.4
    Identification
    Average: 8.8
    9.4
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    DQLabs
    Company Website
    Year Founded
    2020
    HQ Location
    Pasadena, California
    Twitter
    @DQLABSAI
    247 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    88 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

DQLabs redefines data management with Semantics and GenAI powered Modern Data Quality Platform, empowering organisations to transform raw data into reliable, actionable insights. Our automation-first,

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 49% Mid-Market
  • 22% Enterprise
DQLabs Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Data Quality
13
Ease of Use
12
Data Accuracy
11
Automation
9
Data Integration
9
Cons
Poor Documentation
2
Complexity
1
Data Management Issues
1
Data Quality
1
Learning Difficulty
1
DQLabs features and usability ratings that predict user satisfaction
9.5
Quality of Support
Average: 8.8
9.5
Automation
Average: 8.7
9.4
Identification
Average: 8.8
9.4
Preventative Cleaning
Average: 8.4
Seller Details
Seller
DQLabs
Company Website
Year Founded
2020
HQ Location
Pasadena, California
Twitter
@DQLABSAI
247 Twitter followers
LinkedIn® Page
www.linkedin.com
88 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
    • 33% 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 software that provides database coverage, risk assessments, and data management for businesses.
    • Users like the software's machine learning support, data enrichment capabilities, and its ability to integrate with multiple workflow tools, providing access to millions of insights from different sources and ensuring data accuracy and consistency.
    • Reviewers mentioned issues with data inaccuracy from outdated databases, difficulties in tracking usage, delays in data updates, and high prices that may not be affordable for all businesses.
  • 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
    8.0
    Identification
    Average: 8.8
    8.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    Short Hills, NJ
    Twitter
    @DunBradstreet
    22,832 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
  • 33% 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 software that provides database coverage, risk assessments, and data management for businesses.
  • Users like the software's machine learning support, data enrichment capabilities, and its ability to integrate with multiple workflow tools, providing access to millions of insights from different sources and ensuring data accuracy and consistency.
  • Reviewers mentioned issues with data inaccuracy from outdated databases, difficulties in tracking usage, delays in data updates, and high prices that may not be affordable for all businesses.
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
8.0
Identification
Average: 8.8
8.2
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
Short Hills, NJ
Twitter
@DunBradstreet
22,832 Twitter followers
LinkedIn® Page
www.linkedin.com
5,919 employees on LinkedIn®
Ownership
NYSE: DNB
(76)4.7 out of 5
Optimized for quick response
2nd 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.

    Sifflet is a comprehensive data observability solution designed to assist data engineers and data consumers in gaining complete visibility into their data stacks. This platform can be deployed as a So

    Users
    • Data Engineer
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 74% Mid-Market
    • 28% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Sifflet Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Data Lineage
    27
    Monitoring
    27
    Efficiency Improvement
    26
    Ease of Use
    24
    Alerting System
    23
    Cons
    Limited Customization
    12
    Complex Setup
    10
    Limited Integration
    10
    Alert Management
    7
    Lineage Issues
    7
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Sifflet features and usability ratings that predict user satisfaction
    9.4
    Quality of Support
    Average: 8.8
    9.8
    Automation
    Average: 8.7
    9.4
    Identification
    Average: 8.8
    9.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Sifflet
    Company Website
    Year Founded
    2021
    HQ Location
    Paris, Ile-de-France
    Twitter
    @Siffletdata
    393 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    43 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Sifflet is a comprehensive data observability solution designed to assist data engineers and data consumers in gaining complete visibility into their data stacks. This platform can be deployed as a So

Users
  • Data Engineer
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 74% Mid-Market
  • 28% Enterprise
Sifflet Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Data Lineage
27
Monitoring
27
Efficiency Improvement
26
Ease of Use
24
Alerting System
23
Cons
Limited Customization
12
Complex Setup
10
Limited Integration
10
Alert Management
7
Lineage Issues
7
Sifflet features and usability ratings that predict user satisfaction
9.4
Quality of Support
Average: 8.8
9.8
Automation
Average: 8.7
9.4
Identification
Average: 8.8
9.2
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Sifflet
Company Website
Year Founded
2021
HQ Location
Paris, Ile-de-France
Twitter
@Siffletdata
393 Twitter followers
LinkedIn® Page
www.linkedin.com
43 employees on LinkedIn®
(30)4.8 out of 5
5th Easiest To Use in Data Quality software
Save to My Lists
Entry Level Price:$99.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    DataGroomr is the modern, leading-edge solution to Salesforce data quality. Data cleansing is critical for any organization to be successful, but it doesn’t need to be so painful. Duplicate records

    Users
    No information available
    Industries
    • Non-Profit Organization Management
    Market Segment
    • 63% Mid-Market
    • 20% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • DataGroomr 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
    Duplicate Management
    20
    Ease of Use
    19
    Customer Support
    16
    Efficiency
    11
    Intuitive
    11
    Cons
    Learning Curve
    6
    Complexity
    4
    Difficult Learning Curve
    3
    Learning Difficulty
    3
    Not Intuitive
    3
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DataGroomr features and usability ratings that predict user satisfaction
    9.5
    Quality of Support
    Average: 8.8
    9.3
    Automation
    Average: 8.7
    9.3
    Identification
    Average: 8.8
    9.2
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2018
    HQ Location
    Philadelphia, PA
    LinkedIn® Page
    www.linkedin.com
    5 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

DataGroomr is the modern, leading-edge solution to Salesforce data quality. Data cleansing is critical for any organization to be successful, but it doesn’t need to be so painful. Duplicate records

Users
No information available
Industries
  • Non-Profit Organization Management
Market Segment
  • 63% Mid-Market
  • 20% Small-Business
DataGroomr 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
Duplicate Management
20
Ease of Use
19
Customer Support
16
Efficiency
11
Intuitive
11
Cons
Learning Curve
6
Complexity
4
Difficult Learning Curve
3
Learning Difficulty
3
Not Intuitive
3
DataGroomr features and usability ratings that predict user satisfaction
9.5
Quality of Support
Average: 8.8
9.3
Automation
Average: 8.7
9.3
Identification
Average: 8.8
9.2
Preventative Cleaning
Average: 8.4
Seller Details
Year Founded
2018
HQ Location
Philadelphia, PA
LinkedIn® Page
www.linkedin.com
5 employees on LinkedIn®
(186)4.7 out of 5
Optimized for quick response
11th Easiest To Use in Data Quality software
Save to My Lists
Entry Level Price:Starting at $1.00
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Insycle is a powerful and intuitive solution that keeps your CRM data clean, accurate, and organized. Insycle integrates with HubSpot, Salesforce, Pipedrive, and more, giving users the power to ac

    Users
    • Marketing Manager
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 51% Mid-Market
    • 44% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Insycle 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
    32
    Duplicate Management
    23
    Data Accuracy
    21
    Customer Support
    20
    HubSpot Integration
    19
    Cons
    Not User-Friendly
    15
    Learning Curve
    14
    Expensive
    9
    Steep Learning Curve
    9
    Data Management Issues
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Insycle features and usability ratings that predict user satisfaction
    9.3
    Quality of Support
    Average: 8.8
    9.3
    Automation
    Average: 8.7
    9.0
    Identification
    Average: 8.8
    9.0
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Insycle
    Company Website
    Year Founded
    2016
    HQ Location
    New York
    Twitter
    @insycle
    290 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    11 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Insycle is a powerful and intuitive solution that keeps your CRM data clean, accurate, and organized. Insycle integrates with HubSpot, Salesforce, Pipedrive, and more, giving users the power to ac

Users
  • Marketing Manager
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 51% Mid-Market
  • 44% Small-Business
Insycle 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
32
Duplicate Management
23
Data Accuracy
21
Customer Support
20
HubSpot Integration
19
Cons
Not User-Friendly
15
Learning Curve
14
Expensive
9
Steep Learning Curve
9
Data Management Issues
8
Insycle features and usability ratings that predict user satisfaction
9.3
Quality of Support
Average: 8.8
9.3
Automation
Average: 8.7
9.0
Identification
Average: 8.8
9.0
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Insycle
Company Website
Year Founded
2016
HQ Location
New York
Twitter
@insycle
290 Twitter followers
LinkedIn® Page
www.linkedin.com
11 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
    9,605 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
9,605 Twitter followers
LinkedIn® Page
in.linkedin.com
548 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    We help customers plan, implement, and govern their event-driven infrastructure.

    Users
    No information available
    Industries
    • Financial Services
    Market Segment
    • 57% Mid-Market
    • 29% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Avo 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
    Comprehensive Overview
    1
    Customer Support
    1
    Data Lineage
    1
    Documentation
    1
    Documentation Quality
    1
    Cons
    This product has not yet received any negative sentiments.
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Avo features and usability ratings that predict user satisfaction
    9.8
    Quality of Support
    Average: 8.8
    6.7
    Automation
    Average: 8.7
    8.3
    Identification
    Average: 8.8
    8.3
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Avo
    Year Founded
    2018
    HQ Location
    Walnut, US
    Twitter
    @avohq
    733 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    32 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

We help customers plan, implement, and govern their event-driven infrastructure.

Users
No information available
Industries
  • Financial Services
Market Segment
  • 57% Mid-Market
  • 29% Small-Business
Avo 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
Comprehensive Overview
1
Customer Support
1
Data Lineage
1
Documentation
1
Documentation Quality
1
Cons
This product has not yet received any negative sentiments.
Avo features and usability ratings that predict user satisfaction
9.8
Quality of Support
Average: 8.8
6.7
Automation
Average: 8.7
8.3
Identification
Average: 8.8
8.3
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Avo
Year Founded
2018
HQ Location
Walnut, US
Twitter
@avohq
733 Twitter followers
LinkedIn® Page
www.linkedin.com
32 employees on LinkedIn®