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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.

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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27 Listings in Data Quality Available
(356)4.4 out of 5
9th 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.

    As businesses increasingly rely on data to power digital products and drive better decision making, it’s mission-critical that this data is accurate and reliable. Monte Carlo’s Data Observability Plat

    Users
    • Data Engineer
    • Senior Data Engineer
    Industries
    • Financial Services
    • Information Technology and Services
    Market Segment
    • 47% Mid-Market
    • 47% Enterprise
  • 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
    150
    Monitoring
    121
    Alerts
    104
    Customer Support
    85
    Alerting System
    79
    Cons
    Alert Overload
    59
    Poor User Interface
    55
    Alert Management
    54
    Inefficient Alert System
    53
    Missing Features
    39
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Monte Carlo features and usability ratings that predict user satisfaction
    9.1
    Quality of Support
    Average: 8.8
    7.4
    Automation
    Average: 8.7
    8.1
    Identification
    Average: 8.8
    6.1
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    San Francisco, US
    Twitter
    @montecarlodata
    1,555 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    400 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

As businesses increasingly rely on data to power digital products and drive better decision making, it’s mission-critical that this data is accurate and reliable. Monte Carlo’s Data Observability Plat

Users
  • Data Engineer
  • Senior Data Engineer
Industries
  • Financial Services
  • Information Technology and Services
Market Segment
  • 47% Mid-Market
  • 47% Enterprise
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
150
Monitoring
121
Alerts
104
Customer Support
85
Alerting System
79
Cons
Alert Overload
59
Poor User Interface
55
Alert Management
54
Inefficient Alert System
53
Missing Features
39
Monte Carlo features and usability ratings that predict user satisfaction
9.1
Quality of Support
Average: 8.8
7.4
Automation
Average: 8.7
8.1
Identification
Average: 8.8
6.1
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,555 Twitter followers
LinkedIn® Page
www.linkedin.com
400 employees on LinkedIn®
(308)4.3 out of 5
4th 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.

    ZoomInfo Operations is a comprehensive data quality management platform for operations teams to clean, enrich, and route their sales and marketing data. With no-code, automated data management engine,

    Users
    • Salesforce Administrator
    • Marketing Operations Manager
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 66% Mid-Market
    • 19% 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
    33
    Data Accuracy
    31
    Contact Information
    21
    Accurate Data
    20
    Lead Generation
    18
    Cons
    Inaccuracy Issues
    12
    Data Quality
    11
    Inaccurate Data
    11
    Outdated Information
    11
    Expensive
    10
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • ZoomInfo Operations features and usability ratings that predict user satisfaction
    8.6
    Quality of Support
    Average: 8.8
    8.9
    Automation
    Average: 8.7
    9.1
    Identification
    Average: 8.8
    8.9
    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
    23,726 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,268 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ZoomInfo Operations is a comprehensive data quality management platform for operations teams to clean, enrich, and route their sales and marketing data. With no-code, automated data management engine,

Users
  • Salesforce Administrator
  • Marketing Operations Manager
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 66% Mid-Market
  • 19% 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
33
Data Accuracy
31
Contact Information
21
Accurate Data
20
Lead Generation
18
Cons
Inaccuracy Issues
12
Data Quality
11
Inaccurate Data
11
Outdated Information
11
Expensive
10
ZoomInfo Operations features and usability ratings that predict user satisfaction
8.6
Quality of Support
Average: 8.8
8.9
Automation
Average: 8.7
9.1
Identification
Average: 8.8
8.9
Preventative Cleaning
Average: 8.4
Seller Details
Seller
ZoomInfo
Company Website
Year Founded
2000
HQ Location
Vancouver, WA
Twitter
@ZoomInfo
23,726 Twitter followers
LinkedIn® Page
www.linkedin.com
4,268 employees on LinkedIn®

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(114)4.1 out of 5
Optimized for quick response
12th 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.

    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
    • 31% Small-Business
  • 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
    32
    Data Accuracy
    29
    Accuracy of Information
    18
    Contact Information
    17
    Data Quality
    16
    Cons
    Expensive
    20
    Inaccurate Data
    14
    Inaccuracy Issues
    13
    Outdated Information
    13
    Data Inaccuracy
    11
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • D&B Connect features and usability ratings that predict user satisfaction
    8.6
    Quality of Support
    Average: 8.8
    8.1
    Automation
    Average: 8.7
    8.0
    Identification
    Average: 8.8
    8.3
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    Short Hills, NJ
    Twitter
    @DunBradstreet
    21,958 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,752 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
  • 31% Small-Business
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
32
Data Accuracy
29
Accuracy of Information
18
Contact Information
17
Data Quality
16
Cons
Expensive
20
Inaccurate Data
14
Inaccuracy Issues
13
Outdated Information
13
Data Inaccuracy
11
D&B Connect features and usability ratings that predict user satisfaction
8.6
Quality of Support
Average: 8.8
8.1
Automation
Average: 8.7
8.0
Identification
Average: 8.8
8.3
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
HQ Location
Short Hills, NJ
Twitter
@DunBradstreet
21,958 Twitter followers
LinkedIn® Page
www.linkedin.com
5,752 employees on LinkedIn®
Ownership
NYSE: DNB
  • 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
    • Statistical Programmer
    • Biostatistician
    Industries
    • Pharmaceuticals
    • Banking
    Market Segment
    • 34% Enterprise
    • 33% 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 analysis platform that allows users to switch between low-code/no-code and hands-on coding to engineer, model, and analyze data.
    • Reviewers appreciate SAS Viya's ability to handle big data, its user-friendly interface, its integration with open-source languages like Python, R, and Java, and its efficient automation of programming tasks.
    • Users mentioned that SAS Viya has a steep learning curve, can be expensive compared to open-source alternatives, may require significant infrastructure for optimal performance, and lacks the flexibility of open-source tools for highly customized solutions.
  • 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
    269
    Features
    167
    Analytics
    136
    Data Analysis
    112
    Performance Efficiency
    108
    Cons
    Learning Curve
    116
    Learning Difficulty
    106
    Complexity
    102
    Difficult Learning
    83
    Expensive
    82
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • SAS Viya features and usability ratings that predict user satisfaction
    8.3
    Quality of Support
    Average: 8.8
    9.1
    Automation
    Average: 8.7
    8.9
    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
    62,434 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    17,268 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
  • Statistical Programmer
  • Biostatistician
Industries
  • Pharmaceuticals
  • Banking
Market Segment
  • 34% Enterprise
  • 33% 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 analysis platform that allows users to switch between low-code/no-code and hands-on coding to engineer, model, and analyze data.
  • Reviewers appreciate SAS Viya's ability to handle big data, its user-friendly interface, its integration with open-source languages like Python, R, and Java, and its efficient automation of programming tasks.
  • Users mentioned that SAS Viya has a steep learning curve, can be expensive compared to open-source alternatives, may require significant infrastructure for optimal performance, and lacks the flexibility of open-source tools for highly customized solutions.
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
269
Features
167
Analytics
136
Data Analysis
112
Performance Efficiency
108
Cons
Learning Curve
116
Learning Difficulty
106
Complexity
102
Difficult Learning
83
Expensive
82
SAS Viya features and usability ratings that predict user satisfaction
8.3
Quality of Support
Average: 8.8
9.1
Automation
Average: 8.7
8.9
Identification
Average: 8.8
8.8
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
Year Founded
1976
HQ Location
Cary, NC
Twitter
@SASsoftware
62,434 Twitter followers
LinkedIn® Page
www.linkedin.com
17,268 employees on LinkedIn®
(266)4.5 out of 5
Optimized for quick response
8th Easiest To Use in Data Quality software
Save to My Lists
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    18
    Time-saving
    8
    Features
    6
    Automation
    5
    Customer Support
    5
    Cons
    Expensive
    3
    Learning Curve
    3
    Learning Difficulty
    2
    Limited Functionality
    2
    Missing Features
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DemandTools features and usability ratings that predict user satisfaction
    8.7
    Quality of Support
    Average: 8.8
    8.1
    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
    1,157 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    276 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
18
Time-saving
8
Features
6
Automation
5
Customer Support
5
Cons
Expensive
3
Learning Curve
3
Learning Difficulty
2
Limited Functionality
2
Missing Features
2
DemandTools features and usability ratings that predict user satisfaction
8.7
Quality of Support
Average: 8.8
8.1
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
1,157 Twitter followers
LinkedIn® Page
www.linkedin.com
276 employees on LinkedIn®
(1,710)4.4 out of 5
Optimized for quick response
11th Easiest To Use in Data Quality software
View top Consulting Services for Demandbase One
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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
    • 51% Mid-Market
    • 31% 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 resources for tracking performance, customizing outreach, and identifying high-value accounts, with a focus on account-based marketing.
    • Users like the platform's ability to provide granular insights and personalized targeting capabilities, its robust data analytics, and its comprehensive reporting tools which significantly improve lead generation and engagement rates.
    • Reviewers experienced issues with the platform's complexity and navigability, some found its integration with existing systems not seamless, and others mentioned limitations with the advertising platform and the accuracy of some data.
  • 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
    167
    Intent Data
    141
    Insights
    124
    Lead Generation
    112
    Intent Analysis
    94
    Cons
    Learning Curve
    48
    Steep Learning Curve
    38
    Complexity
    36
    Data Management
    35
    Missing Features
    35
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Demandbase One features and usability ratings that predict user satisfaction
    8.7
    Quality of Support
    Average: 8.8
    9.1
    Automation
    Average: 8.7
    8.5
    Identification
    Average: 8.8
    8.1
    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
    21,833 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    981 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
  • 51% Mid-Market
  • 31% 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 resources for tracking performance, customizing outreach, and identifying high-value accounts, with a focus on account-based marketing.
  • Users like the platform's ability to provide granular insights and personalized targeting capabilities, its robust data analytics, and its comprehensive reporting tools which significantly improve lead generation and engagement rates.
  • Reviewers experienced issues with the platform's complexity and navigability, some found its integration with existing systems not seamless, and others mentioned limitations with the advertising platform and the accuracy of some data.
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
167
Intent Data
141
Insights
124
Lead Generation
112
Intent Analysis
94
Cons
Learning Curve
48
Steep Learning Curve
38
Complexity
36
Data Management
35
Missing Features
35
Demandbase One features and usability ratings that predict user satisfaction
8.7
Quality of Support
Average: 8.8
9.1
Automation
Average: 8.7
8.5
Identification
Average: 8.8
8.1
Preventative Cleaning
Average: 8.4
Seller Details
Company Website
Year Founded
2005
HQ Location
San Francisco, CA
Twitter
@Demandbase
21,833 Twitter followers
LinkedIn® Page
www.linkedin.com
981 employees on LinkedIn®
(688)4.6 out of 5
Optimized for quick response
5th 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.

    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
    • 60% Mid-Market
    • 33% 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
    144
    Customer Support
    101
    Positive Experience
    84
    Helpful
    83
    Customer Experience
    73
    Cons
    Learning Curve
    52
    Integration Issues
    42
    Steep Learning Curve
    41
    Complexity
    40
    Limitations
    35
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Planhat features and usability ratings that predict user satisfaction
    9.4
    Quality of Support
    Average: 8.8
    8.4
    Automation
    Average: 8.7
    8.1
    Identification
    Average: 8.8
    7.8
    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
    1,030 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    170 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
  • 60% Mid-Market
  • 33% 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
144
Customer Support
101
Positive Experience
84
Helpful
83
Customer Experience
73
Cons
Learning Curve
52
Integration Issues
42
Steep Learning Curve
41
Complexity
40
Limitations
35
Planhat features and usability ratings that predict user satisfaction
9.4
Quality of Support
Average: 8.8
8.4
Automation
Average: 8.7
8.1
Identification
Average: 8.8
7.8
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Planhat
Company Website
Year Founded
2015
HQ Location
Stockholm, Stockholm County
Twitter
@Planhat
1,030 Twitter followers
LinkedIn® Page
www.linkedin.com
170 employees on LinkedIn®
(159)4.8 out of 5
14th Easiest To Use in Data Quality software
View top Consulting Services for dbt
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

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

    Users
    • Analytics Engineer
    • Data Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 59% Mid-Market
    • 25% 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
    30
    Features
    23
    Transformation
    16
    Integrations
    13
    Analytics
    12
    Cons
    Feature Limitations
    13
    Missing Features
    12
    Limited Functionality
    10
    Learning Curve
    7
    Learning Difficulty
    7
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • dbt features and usability ratings that predict user satisfaction
    8.9
    Quality of Support
    Average: 8.8
    9.4
    Automation
    Average: 8.7
    8.3
    Identification
    Average: 8.8
    7.9
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    dbt Labs
    Company Website
    Year Founded
    2016
    HQ Location
    Philadelphia, US
    Twitter
    @getdbt
    13,121 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    535 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
  • Computer Software
  • Information Technology and Services
Market Segment
  • 59% Mid-Market
  • 25% 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
30
Features
23
Transformation
16
Integrations
13
Analytics
12
Cons
Feature Limitations
13
Missing Features
12
Limited Functionality
10
Learning Curve
7
Learning Difficulty
7
dbt features and usability ratings that predict user satisfaction
8.9
Quality of Support
Average: 8.8
9.4
Automation
Average: 8.7
8.3
Identification
Average: 8.8
7.9
Preventative Cleaning
Average: 8.4
Seller Details
Seller
dbt Labs
Company Website
Year Founded
2016
HQ Location
Philadelphia, US
Twitter
@getdbt
13,121 Twitter followers
LinkedIn® Page
www.linkedin.com
535 employees on LinkedIn®
(25)4.9 out of 5
1st Easiest To Use in Data Quality software
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Entry Level Price:$99.00
  • Overview
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  • 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
    No information available
    Market Segment
    • 72% Mid-Market
    • 16% 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
    18
    Ease of Use
    14
    Customer Support
    12
    Efficiency
    10
    Product Quality
    10
    Cons
    Learning Curve
    3
    Difficult Learning Curve
    2
    Difficult Setup
    2
    Learning Difficulty
    2
    Poor User Experience
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DataGroomr features and usability ratings that predict user satisfaction
    9.6
    Quality of Support
    Average: 8.8
    9.4
    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
    Year Founded
    2018
    HQ Location
    Philadelphia, PA
    LinkedIn® Page
    www.linkedin.com
    6 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
No information available
Market Segment
  • 72% Mid-Market
  • 16% 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
18
Ease of Use
14
Customer Support
12
Efficiency
10
Product Quality
10
Cons
Learning Curve
3
Difficult Learning Curve
2
Difficult Setup
2
Learning Difficulty
2
Poor User Experience
2
DataGroomr features and usability ratings that predict user satisfaction
9.6
Quality of Support
Average: 8.8
9.4
Automation
Average: 8.7
9.4
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
6 employees on LinkedIn®
(155)4.7 out of 5
Optimized for quick response
10th Easiest To Use in Data Quality software
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Entry Level Price:$1.00
  • Overview
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  • 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
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 51% Mid-Market
    • 45% 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
    16
    Duplicate Management
    9
    Customer Support
    8
    Data Accuracy
    7
    Merging Leads
    7
    Cons
    Not User-Friendly
    10
    Steep Learning Curve
    6
    Data Management Issues
    5
    Poor User Experience
    5
    Inaccuracy Issues
    4
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Insycle features and usability ratings that predict user satisfaction
    9.3
    Quality of Support
    Average: 8.8
    9.4
    Automation
    Average: 8.7
    8.9
    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
    285 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    14 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
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 51% Mid-Market
  • 45% 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
16
Duplicate Management
9
Customer Support
8
Data Accuracy
7
Merging Leads
7
Cons
Not User-Friendly
10
Steep Learning Curve
6
Data Management Issues
5
Poor User Experience
5
Inaccuracy Issues
4
Insycle features and usability ratings that predict user satisfaction
9.3
Quality of Support
Average: 8.8
9.4
Automation
Average: 8.7
8.9
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
285 Twitter followers
LinkedIn® Page
www.linkedin.com
14 employees on LinkedIn®
(63)4.1 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
    • 43% Enterprise
    • 24% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Oracle Data Quality 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 Cleaning
    10
    Data Quality
    10
    Data Accuracy
    7
    Ease of Use
    5
    Easy Integrations
    5
    Cons
    Expensive
    9
    Steep Learning Curve
    8
    Complexity
    5
    Integration Issues
    3
    Limited Customization
    3
  • 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
    824,139 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    199,405 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
  • 43% Enterprise
  • 24% Small-Business
Oracle Data Quality 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 Cleaning
10
Data Quality
10
Data Accuracy
7
Ease of Use
5
Easy Integrations
5
Cons
Expensive
9
Steep Learning Curve
8
Complexity
5
Integration Issues
3
Limited Customization
3
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
824,139 Twitter followers
LinkedIn® Page
www.linkedin.com
199,405 employees on LinkedIn®
Ownership
NYSE:ORCL
(18)4.8 out of 5
Optimized for quick response
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  • Overview
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  • 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
    • 72% Mid-Market
    • 17% 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
    8
    Data Accuracy
    6
    Efficiency Improvement
    5
    Ease of Use
    4
    Product Improvement
    4
    Cons
    Complexity
    1
    Data Management Issues
    1
    Data Quality
    1
    Learning Difficulty
    1
    Limited Customization
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • DQLabs features and usability ratings that predict user satisfaction
    9.6
    Quality of Support
    Average: 8.8
    9.4
    Automation
    Average: 8.7
    9.4
    Identification
    Average: 8.8
    9.6
    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
    245 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    70 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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
  • 72% Mid-Market
  • 17% 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
8
Data Accuracy
6
Efficiency Improvement
5
Ease of Use
4
Product Improvement
4
Cons
Complexity
1
Data Management Issues
1
Data Quality
1
Learning Difficulty
1
Limited Customization
1
DQLabs features and usability ratings that predict user satisfaction
9.6
Quality of Support
Average: 8.8
9.4
Automation
Average: 8.7
9.4
Identification
Average: 8.8
9.6
Preventative Cleaning
Average: 8.4
Seller Details
Seller
DQLabs
Company Website
Year Founded
2020
HQ Location
Pasadena, California
Twitter
@DQLABSAI
245 Twitter followers
LinkedIn® Page
www.linkedin.com
70 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Does it feel like no matter what you do, your Salesforce org just can’t keep on top of duplicate records? Say hello to Duplicate Check, the future of controlling duplicate information in your Salesfor

    Users
    No information available
    Industries
    • Non-Profit Organization Management
    • Computer Software
    Market Segment
    • 54% Mid-Market
    • 39% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Duplicate Check for Salesforce 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
    12
    Customization
    11
    Customizability
    8
    Customer Support
    7
    Ease of Use
    7
    Cons
    Learning Curve
    4
    Complexity
    2
    Expensive
    2
    Limited Functionality
    2
    Steep Learning Curve
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Duplicate Check for Salesforce features and usability ratings that predict user satisfaction
    9.2
    Quality of Support
    Average: 8.8
    8.0
    Automation
    Average: 8.7
    8.6
    Identification
    Average: 8.8
    8.4
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2011
    HQ Location
    Arnhem, Netherlands
    LinkedIn® Page
    www.linkedin.com
    54 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Does it feel like no matter what you do, your Salesforce org just can’t keep on top of duplicate records? Say hello to Duplicate Check, the future of controlling duplicate information in your Salesfor

Users
No information available
Industries
  • Non-Profit Organization Management
  • Computer Software
Market Segment
  • 54% Mid-Market
  • 39% Small-Business
Duplicate Check for Salesforce 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
12
Customization
11
Customizability
8
Customer Support
7
Ease of Use
7
Cons
Learning Curve
4
Complexity
2
Expensive
2
Limited Functionality
2
Steep Learning Curve
2
Duplicate Check for Salesforce features and usability ratings that predict user satisfaction
9.2
Quality of Support
Average: 8.8
8.0
Automation
Average: 8.7
8.6
Identification
Average: 8.8
8.4
Preventative Cleaning
Average: 8.4
Seller Details
Year Founded
2011
HQ Location
Arnhem, Netherlands
LinkedIn® Page
www.linkedin.com
54 employees on LinkedIn®
(116)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
    • Information Technology and Services
    Market Segment
    • 54% 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
    32
    User Interface
    25
    Features
    20
    Data Lineage
    19
    User Experience
    18
    Cons
    Limited Functionality
    11
    Missing Features
    11
    Lacking Features
    10
    Integration Issues
    7
    Data Lineage Issues
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Atlan features and usability ratings that predict user satisfaction
    9.3
    Quality of Support
    Average: 8.8
    7.6
    Automation
    Average: 8.7
    7.6
    Identification
    Average: 8.8
    6.7
    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
    9,421 Twitter followers
    LinkedIn® Page
    in.linkedin.com
    434 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
  • Information Technology and Services
Market Segment
  • 54% 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
32
User Interface
25
Features
20
Data Lineage
19
User Experience
18
Cons
Limited Functionality
11
Missing Features
11
Lacking Features
10
Integration Issues
7
Data Lineage Issues
6
Atlan features and usability ratings that predict user satisfaction
9.3
Quality of Support
Average: 8.8
7.6
Automation
Average: 8.7
7.6
Identification
Average: 8.8
6.7
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Atlan
Company Website
Year Founded
2019
HQ Location
New York, US
Twitter
@AtlanHQ
9,421 Twitter followers
LinkedIn® Page
in.linkedin.com
434 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Soda is the comprehensive data quality platform that offers end-to-end data quality management, enabling users to test, debug, and prevent data issues while uniting data producers and consumers in def

    Users
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 44% Mid-Market
    • 40% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Soda 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
    17
    Ease of Use
    16
    Easy Integrations
    8
    Features
    6
    Quality Checks
    6
    Cons
    Learning Difficulty
    5
    Limited Functionality
    5
    Data Management Issues
    3
    Dependency Issues
    3
    Integration Issues
    3
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Soda features and usability ratings that predict user satisfaction
    8.7
    Quality of Support
    Average: 8.8
    8.6
    Automation
    Average: 8.7
    8.7
    Identification
    Average: 8.8
    7.7
    Preventative Cleaning
    Average: 8.4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Soda
    Company Website
    Year Founded
    2018
    HQ Location
    Brussels, BE
    Twitter
    @sodadata
    878 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    117 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Soda is the comprehensive data quality platform that offers end-to-end data quality management, enabling users to test, debug, and prevent data issues while uniting data producers and consumers in def

Users
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 44% Mid-Market
  • 40% Enterprise
Soda 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
17
Ease of Use
16
Easy Integrations
8
Features
6
Quality Checks
6
Cons
Learning Difficulty
5
Limited Functionality
5
Data Management Issues
3
Dependency Issues
3
Integration Issues
3
Soda features and usability ratings that predict user satisfaction
8.7
Quality of Support
Average: 8.8
8.6
Automation
Average: 8.7
8.7
Identification
Average: 8.8
7.7
Preventative Cleaning
Average: 8.4
Seller Details
Seller
Soda
Company Website
Year Founded
2018
HQ Location
Brussels, BE
Twitter
@sodadata
878 Twitter followers
LinkedIn® Page
www.linkedin.com
117 employees on LinkedIn®