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Best Enterprise Data Observability Software

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Products classified in the overall Data Observability category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business Data Observability to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business Data Observability category.

In addition to qualifying for inclusion in the Data Observability Software category, to qualify for inclusion in the Enterprise Business Data Observability Software category, a product must have at least 10 reviews left by a reviewer from an enterprise business.

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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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9 Listings in Enterprise Data Observability Software Available

(437)4.4 out of 5
8th Easiest To Use in Data Observability 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.

    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
    8.5
    Ease of Admin
    Average: 8.7
    8.7
    Anomaly identification
    Average: 8.7
    8.1
    Automation
    Average: 8.6
    8.1
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    San Francisco, US
    Twitter
    @montecarlodata
    1,593 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    542 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
  • Data Engineer
  • Senior Data Engineer
Industries
  • Financial Services
  • Computer Software
Market Segment
  • 51% Enterprise
  • 45% Mid-Market
Monte Carlo Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
139
Monitoring
129
Alerts
125
Alerting System
88
Features
80
Cons
Alert Management
63
Alert Overload
63
Inefficient Alert System
57
UX Improvement
54
Limited Features
45
Monte Carlo features and usability ratings that predict user satisfaction
8.5
Ease of Admin
Average: 8.7
8.7
Anomaly identification
Average: 8.7
8.1
Automation
Average: 8.6
8.1
Integrations
Average: 8.8
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,593 Twitter followers
LinkedIn® Page
www.linkedin.com
542 employees on LinkedIn®
(116)4.8 out of 5
5th Easiest To Use in Data Observability software
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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.

    Metaplane is the end-to-end data observability tool that helps data teams know when things break, what went wrong, and how to fix it. Built for the modern data stack, we empower data teams to start mo

    Users
    • Data Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 66% Mid-Market
    • 22% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Metaplane 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
    13
    Customer Support
    9
    Easy Setup
    8
    Setup Ease
    8
    Efficiency Improvement
    5
    Cons
    Alert Management
    3
    Inefficient Alert System
    3
    Limited Customization
    2
    Noise Issues
    2
    Noisy Alerts
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Metaplane features and usability ratings that predict user satisfaction
    9.3
    Ease of Admin
    Average: 8.7
    9.2
    Anomaly identification
    Average: 8.7
    9.1
    Automation
    Average: 8.6
    9.0
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Datadog
    Year Founded
    2010
    HQ Location
    New York
    Twitter
    @datadoghq
    50,509 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    10,373 employees on LinkedIn®
    Ownership
    NASDAQ: DDOG
Product Description
How are these determined?Information
This description is provided by the seller.

Metaplane is the end-to-end data observability tool that helps data teams know when things break, what went wrong, and how to fix it. Built for the modern data stack, we empower data teams to start mo

Users
  • Data Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 66% Mid-Market
  • 22% Small-Business
Metaplane 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
13
Customer Support
9
Easy Setup
8
Setup Ease
8
Efficiency Improvement
5
Cons
Alert Management
3
Inefficient Alert System
3
Limited Customization
2
Noise Issues
2
Noisy Alerts
2
Metaplane features and usability ratings that predict user satisfaction
9.3
Ease of Admin
Average: 8.7
9.2
Anomaly identification
Average: 8.7
9.1
Automation
Average: 8.6
9.0
Integrations
Average: 8.8
Seller Details
Seller
Datadog
Year Founded
2010
HQ Location
New York
Twitter
@datadoghq
50,509 Twitter followers
LinkedIn® Page
www.linkedin.com
10,373 employees on LinkedIn®
Ownership
NASDAQ: DDOG

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(48)4.4 out of 5
Optimized for quick response
9th Easiest To Use in Data Observability software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

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

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 63% Enterprise
    • 21% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Acceldata Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    15
    Customer Support
    12
    Automation
    10
    Data Management
    10
    Efficiency Improvement
    10
    Cons
    Poor UI
    7
    UX Improvement
    7
    Learning Difficulty
    6
    Complex Setup
    5
    Difficult Setup
    5
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acceldata features and usability ratings that predict user satisfaction
    8.5
    Ease of Admin
    Average: 8.7
    8.5
    Anomaly identification
    Average: 8.7
    8.2
    Automation
    Average: 8.6
    8.1
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Acceldata
    Company Website
    Year Founded
    2018
    HQ Location
    Campbell, CA
    Twitter
    @acceldataio
    339 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    73 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 63% Enterprise
  • 21% Mid-Market
Acceldata Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
15
Customer Support
12
Automation
10
Data Management
10
Efficiency Improvement
10
Cons
Poor UI
7
UX Improvement
7
Learning Difficulty
6
Complex Setup
5
Difficult Setup
5
Acceldata features and usability ratings that predict user satisfaction
8.5
Ease of Admin
Average: 8.7
8.5
Anomaly identification
Average: 8.7
8.2
Automation
Average: 8.6
8.1
Integrations
Average: 8.8
Seller Details
Seller
Acceldata
Company Website
Year Founded
2018
HQ Location
Campbell, CA
Twitter
@acceldataio
339 Twitter followers
LinkedIn® Page
www.linkedin.com
73 employees on LinkedIn®
(75)4.7 out of 5
Optimized for quick response
1st Easiest To Use in Data Observability 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
    • 75% 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
    9.6
    Ease of Admin
    Average: 8.7
    9.2
    Anomaly identification
    Average: 8.7
    8.9
    Automation
    Average: 8.6
    8.8
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Sifflet
    Company Website
    Year Founded
    2021
    HQ Location
    Paris, Ile-de-France
    Twitter
    @Siffletdata
    394 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
  • 75% 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
9.6
Ease of Admin
Average: 8.7
9.2
Anomaly identification
Average: 8.7
8.9
Automation
Average: 8.6
8.8
Integrations
Average: 8.8
Seller Details
Seller
Sifflet
Company Website
Year Founded
2021
HQ Location
Paris, Ile-de-France
Twitter
@Siffletdata
394 Twitter followers
LinkedIn® Page
www.linkedin.com
43 employees on LinkedIn®
(15)4.7 out of 5
Optimized for quick response
12th Easiest To Use in Data Observability 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.

    Pantomath is pioneering the Data Operations Center (DOC), establishing a centralized, AI-driven platform necessary to manage data reliability as a strategic operational function. We are the first plat

    Users
    No information available
    Industries
    • Financial Services
    Market Segment
    • 73% Enterprise
    • 27% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Pantomath 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
    8
    Customer Support
    7
    Monitoring
    7
    Efficiency Improvement
    5
    Data Management
    4
    Cons
    Alert Management
    7
    Learning Difficulty
    2
    Noise Issues
    2
    Poor Documentation
    2
    Complex Setup
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Pantomath features and usability ratings that predict user satisfaction
    8.3
    Ease of Admin
    Average: 8.7
    8.5
    Anomaly identification
    Average: 8.7
    8.5
    Automation
    Average: 8.6
    8.6
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2022
    HQ Location
    Cincinnati
    LinkedIn® Page
    www.linkedin.com
    59 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Pantomath is pioneering the Data Operations Center (DOC), establishing a centralized, AI-driven platform necessary to manage data reliability as a strategic operational function. We are the first plat

Users
No information available
Industries
  • Financial Services
Market Segment
  • 73% Enterprise
  • 27% Mid-Market
Pantomath 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
8
Customer Support
7
Monitoring
7
Efficiency Improvement
5
Data Management
4
Cons
Alert Management
7
Learning Difficulty
2
Noise Issues
2
Poor Documentation
2
Complex Setup
1
Pantomath features and usability ratings that predict user satisfaction
8.3
Ease of Admin
Average: 8.7
8.5
Anomaly identification
Average: 8.7
8.5
Automation
Average: 8.6
8.6
Integrations
Average: 8.8
Seller Details
Company Website
Year Founded
2022
HQ Location
Cincinnati
LinkedIn® Page
www.linkedin.com
59 employees on LinkedIn®
(35)4.4 out of 5
Optimized for quick response
11th Easiest To Use in Data Observability software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Unravel Data is an AI-powered data observability and FinOps platform that goes beyond just observing problems to empowering data teams to take immediate action for transformative results. Built to add

    Users
    No information available
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 80% Enterprise
    • 17% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Unravel Data 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 Management
    2
    Insights
    2
    Bug Detection
    1
    Cost-Effective
    1
    Cost Reduction
    1
    Cons
    Complexity
    1
    Confusing Details
    1
    Difficult Learning
    1
    Expensive
    1
    Learning Curve
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Unravel Data features and usability ratings that predict user satisfaction
    8.8
    Ease of Admin
    Average: 8.7
    8.3
    Anomaly identification
    Average: 8.7
    8.2
    Automation
    Average: 8.6
    8.1
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2016
    HQ Location
    Mountain View, CA
    Twitter
    @unraveldata
    1,034 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    101 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Unravel Data is an AI-powered data observability and FinOps platform that goes beyond just observing problems to empowering data teams to take immediate action for transformative results. Built to add

Users
No information available
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 80% Enterprise
  • 17% Small-Business
Unravel Data 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 Management
2
Insights
2
Bug Detection
1
Cost-Effective
1
Cost Reduction
1
Cons
Complexity
1
Confusing Details
1
Difficult Learning
1
Expensive
1
Learning Curve
1
Unravel Data features and usability ratings that predict user satisfaction
8.8
Ease of Admin
Average: 8.7
8.3
Anomaly identification
Average: 8.7
8.2
Automation
Average: 8.6
8.1
Integrations
Average: 8.8
Seller Details
Company Website
Year Founded
2016
HQ Location
Mountain View, CA
Twitter
@unraveldata
1,034 Twitter followers
LinkedIn® Page
www.linkedin.com
101 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Detect and resolve your data issues faster than ever with Databand. The only continuous data observability platform that catches bad data before it impacts your business. Book a demo today --> ht

    Users
    • Software Engineer
    • Data Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 43% Mid-Market
    • 33% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM Databand 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
    Efficiency Improvement
    7
    Data Quality
    6
    Alerting System
    4
    Ease of Use
    4
    Anomaly Detection
    3
    Cons
    Learning Difficulty
    5
    Limited Features
    3
    Complexity
    2
    Expensive
    2
    Integration Issues
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM Databand features and usability ratings that predict user satisfaction
    8.0
    Ease of Admin
    Average: 8.7
    8.3
    Anomaly identification
    Average: 8.7
    8.2
    Automation
    Average: 8.6
    8.6
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    709,117 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
    Ownership
    SWX:IBM
Product Description
How are these determined?Information
This description is provided by the seller.

Detect and resolve your data issues faster than ever with Databand. The only continuous data observability platform that catches bad data before it impacts your business. Book a demo today --> ht

Users
  • Software Engineer
  • Data Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 43% Mid-Market
  • 33% Enterprise
IBM Databand 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
Efficiency Improvement
7
Data Quality
6
Alerting System
4
Ease of Use
4
Anomaly Detection
3
Cons
Learning Difficulty
5
Limited Features
3
Complexity
2
Expensive
2
Integration Issues
2
IBM Databand features and usability ratings that predict user satisfaction
8.0
Ease of Admin
Average: 8.7
8.3
Anomaly identification
Average: 8.7
8.2
Automation
Average: 8.6
8.6
Integrations
Average: 8.8
Seller Details
Seller
IBM
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
709,117 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM
(20)4.9 out of 5
10th Easiest To Use in Data Observability software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Telmai is an AI-powered data observability platform that continuously monitors data across every stage of the pipeline—from ingestion to business applications. Designed for structured and semi-structu

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 50% Enterprise
    • 35% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Telmai 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
    Anomaly Detection
    2
    Ease of Use
    2
    Machine Learning
    2
    Automation
    1
    Connectivity
    1
    Cons
    Difficult Learning Curve
    1
    Learning Difficulty
    1
    Limited Functionality
    1
    Poor User Experience
    1
    UX Improvement
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Telmai features and usability ratings that predict user satisfaction
    8.8
    Ease of Admin
    Average: 8.7
    9.1
    Anomaly identification
    Average: 8.7
    8.9
    Automation
    Average: 8.6
    8.9
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Telmai
    Year Founded
    2020
    HQ Location
    San Mateo , Ca
    Twitter
    @telmai1
    101 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    16 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Telmai is an AI-powered data observability platform that continuously monitors data across every stage of the pipeline—from ingestion to business applications. Designed for structured and semi-structu

Users
No information available
Industries
  • Computer Software
Market Segment
  • 50% Enterprise
  • 35% Mid-Market
Telmai 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
Anomaly Detection
2
Ease of Use
2
Machine Learning
2
Automation
1
Connectivity
1
Cons
Difficult Learning Curve
1
Learning Difficulty
1
Limited Functionality
1
Poor User Experience
1
UX Improvement
1
Telmai features and usability ratings that predict user satisfaction
8.8
Ease of Admin
Average: 8.7
9.1
Anomaly identification
Average: 8.7
8.9
Automation
Average: 8.6
8.9
Integrations
Average: 8.8
Seller Details
Seller
Telmai
Year Founded
2020
HQ Location
San Mateo , Ca
Twitter
@telmai1
101 Twitter followers
LinkedIn® Page
www.linkedin.com
16 employees on LinkedIn®
(55)4.4 out of 5
13th Easiest To Use in Data Observability 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.

    Most companies struggle to operationalize data governance and quality. Business teams don’t want to manually enforce rules, and engineers get buried in pipeline issues — eroding trust in data and slow

    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
    7
    Ease of Use
    7
    Easy Integrations
    4
    Customization
    3
    Documentation
    3
    Cons
    Limited Functionality
    4
    Poor Documentation
    3
    Data Management Issues
    2
    Dependency Issues
    2
    Expensive
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Soda features and usability ratings that predict user satisfaction
    8.6
    Ease of Admin
    Average: 8.7
    8.6
    Anomaly identification
    Average: 8.7
    8.1
    Automation
    Average: 8.6
    8.5
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Soda
    Year Founded
    2018
    HQ Location
    Brussels, BE
    Twitter
    @sodadata
    909 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    111 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Most companies struggle to operationalize data governance and quality. Business teams don’t want to manually enforce rules, and engineers get buried in pipeline issues — eroding trust in data and slow

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
7
Ease of Use
7
Easy Integrations
4
Customization
3
Documentation
3
Cons
Limited Functionality
4
Poor Documentation
3
Data Management Issues
2
Dependency Issues
2
Expensive
2
Soda features and usability ratings that predict user satisfaction
8.6
Ease of Admin
Average: 8.7
8.6
Anomaly identification
Average: 8.7
8.1
Automation
Average: 8.6
8.5
Integrations
Average: 8.8
Seller Details
Seller
Soda
Year Founded
2018
HQ Location
Brussels, BE
Twitter
@sodadata
909 Twitter followers
LinkedIn® Page
www.linkedin.com
111 employees on LinkedIn®