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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

(487)4.3 out of 5
8th Easiest To Use in Data Observability 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
    • 49% Enterprise
    • 44% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Monte Carlo Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    165
    Monitoring
    144
    Alerts
    137
    Alerting System
    101
    Features
    91
    Cons
    Alert Management
    75
    Alert Overload
    75
    Inefficient Alert System
    65
    UX Improvement
    62
    Limited Functionality
    55
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Monte Carlo features and usability ratings that predict user satisfaction
    8.5
    Ease of Admin
    Average: 8.8
    8.7
    Anomaly identification
    Average: 8.8
    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
    1,585 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    576 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
  • 49% Enterprise
  • 44% Mid-Market
Monte Carlo Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
165
Monitoring
144
Alerts
137
Alerting System
101
Features
91
Cons
Alert Management
75
Alert Overload
75
Inefficient Alert System
65
UX Improvement
62
Limited Functionality
55
Monte Carlo features and usability ratings that predict user satisfaction
8.5
Ease of Admin
Average: 8.8
8.7
Anomaly identification
Average: 8.8
8.1
Automation
Average: 8.6
8.1
Integrations
Average: 8.8
Seller Details
Company Website
HQ Location
San Francisco, US
Twitter
@montecarlodata
1,585 Twitter followers
LinkedIn® Page
www.linkedin.com
576 employees on LinkedIn®
(53)4.4 out of 5
Optimized for quick response
11th Easiest To Use in Data Observability software
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  • 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
    • 62% 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
    19
    Customer Support
    18
    Efficiency Improvement
    14
    Monitoring
    14
    Automation
    13
    Cons
    UX Improvement
    11
    Poor UI
    8
    Learning Difficulty
    7
    Complex Setup
    6
    Learning Curve
    6
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Acceldata features and usability ratings that predict user satisfaction
    8.6
    Ease of Admin
    Average: 8.8
    8.5
    Anomaly identification
    Average: 8.8
    8.1
    Automation
    Average: 8.6
    8.3
    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
    338 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    271 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
  • 62% 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
19
Customer Support
18
Efficiency Improvement
14
Monitoring
14
Automation
13
Cons
UX Improvement
11
Poor UI
8
Learning Difficulty
7
Complex Setup
6
Learning Curve
6
Acceldata features and usability ratings that predict user satisfaction
8.6
Ease of Admin
Average: 8.8
8.5
Anomaly identification
Average: 8.8
8.1
Automation
Average: 8.6
8.3
Integrations
Average: 8.8
Seller Details
Seller
Acceldata
Company Website
Year Founded
2018
HQ Location
Campbell, CA
Twitter
@acceldataio
338 Twitter followers
LinkedIn® Page
www.linkedin.com
271 employees on LinkedIn®
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(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
    10
    Customer Support
    7
    Easy Integrations
    7
    Monitoring
    6
    Anomaly Detection
    5
    Cons
    Alert Management
    4
    Inefficient Alert System
    4
    Limited Customization
    4
    Complex Setup
    2
    Difficult Setup
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Metaplane features and usability ratings that predict user satisfaction
    9.3
    Ease of Admin
    Average: 8.8
    9.2
    Anomaly identification
    Average: 8.8
    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
    50,749 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    10,625 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
10
Customer Support
7
Easy Integrations
7
Monitoring
6
Anomaly Detection
5
Cons
Alert Management
4
Inefficient Alert System
4
Limited Customization
4
Complex Setup
2
Difficult Setup
2
Metaplane features and usability ratings that predict user satisfaction
9.3
Ease of Admin
Average: 8.8
9.2
Anomaly identification
Average: 8.8
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
50,749 Twitter followers
LinkedIn® Page
www.linkedin.com
10,625 employees on LinkedIn®
Ownership
NASDAQ: DDOG
(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
    Monitoring
    7
    Customer Support
    6
    Efficiency Improvement
    5
    Automation
    3
    Cons
    Alert Management
    6
    Poor Documentation
    2
    Complex Setup
    1
    Difficult Learning Curve
    1
    Learning Curve
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Pantomath features and usability ratings that predict user satisfaction
    8.3
    Ease of Admin
    Average: 8.8
    8.5
    Anomaly identification
    Average: 8.8
    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
    47 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
Monitoring
7
Customer Support
6
Efficiency Improvement
5
Automation
3
Cons
Alert Management
6
Poor Documentation
2
Complex Setup
1
Difficult Learning Curve
1
Learning Curve
1
Pantomath features and usability ratings that predict user satisfaction
8.3
Ease of Admin
Average: 8.8
8.5
Anomaly identification
Average: 8.8
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
47 employees on LinkedIn®
(22)4.9 out of 5
9th Easiest To Use in Data Observability software
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  • 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
    • 55% Enterprise
    • 32% 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
    Ease of Use
    5
    Anomaly Detection
    3
    Automation
    3
    Efficiency Improvement
    3
    Monitoring
    3
    Cons
    Learning Difficulty
    2
    Limited Functionality
    2
    UX Improvement
    2
    Difficult Learning Curve
    1
    Expensive
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Telmai features and usability ratings that predict user satisfaction
    8.8
    Ease of Admin
    Average: 8.8
    9.2
    Anomaly identification
    Average: 8.8
    9.0
    Automation
    Average: 8.6
    9.0
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Telmai
    Year Founded
    2020
    HQ Location
    San Mateo , Ca
    Twitter
    @telmai1
    102 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    15 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
  • 55% Enterprise
  • 32% 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
Ease of Use
5
Anomaly Detection
3
Automation
3
Efficiency Improvement
3
Monitoring
3
Cons
Learning Difficulty
2
Limited Functionality
2
UX Improvement
2
Difficult Learning Curve
1
Expensive
1
Telmai features and usability ratings that predict user satisfaction
8.8
Ease of Admin
Average: 8.8
9.2
Anomaly identification
Average: 8.8
9.0
Automation
Average: 8.6
9.0
Integrations
Average: 8.8
Seller Details
Seller
Telmai
Year Founded
2020
HQ Location
San Mateo , Ca
Twitter
@telmai1
102 Twitter followers
LinkedIn® Page
www.linkedin.com
15 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
    • 44% 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
    Anomaly Detection
    2
    Monitoring
    2
    Automation
    1
    Dashboard Customization
    1
    Data Management
    1
    Cons
    Learning Difficulty
    3
    Limited Features
    3
    Expensive
    2
    Integration Issues
    2
    Missing Features
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM Databand features and usability ratings that predict user satisfaction
    8.0
    Ease of Admin
    Average: 8.8
    8.3
    Anomaly identification
    Average: 8.8
    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
    708,873 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
  • 44% 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
Anomaly Detection
2
Monitoring
2
Automation
1
Dashboard Customization
1
Data Management
1
Cons
Learning Difficulty
3
Limited Features
3
Expensive
2
Integration Issues
2
Missing Features
2
IBM Databand features and usability ratings that predict user satisfaction
8.0
Ease of Admin
Average: 8.8
8.3
Anomaly identification
Average: 8.8
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
708,873 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM
(36)4.4 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.

    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
    • 81% 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
    Insights
    3
    Data Management
    2
    Ease of Use
    2
    Monitoring
    2
    Monitoring Ease
    2
    Cons
    Confusing Details
    2
    Learning Difficulty
    2
    Complex Configuration
    1
    Complexity
    1
    Complex Setup
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Unravel Data features and usability ratings that predict user satisfaction
    8.8
    Ease of Admin
    Average: 8.8
    8.3
    Anomaly identification
    Average: 8.8
    8.2
    Automation
    Average: 8.6
    8.1
    Integrations
    Average: 8.8
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2016
    HQ Location
    Mountain View, CA
    Twitter
    @unraveldata
    1,032 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    103 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
  • 81% 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
Insights
3
Data Management
2
Ease of Use
2
Monitoring
2
Monitoring Ease
2
Cons
Confusing Details
2
Learning Difficulty
2
Complex Configuration
1
Complexity
1
Complex Setup
1
Unravel Data features and usability ratings that predict user satisfaction
8.8
Ease of Admin
Average: 8.8
8.3
Anomaly identification
Average: 8.8
8.2
Automation
Average: 8.6
8.1
Integrations
Average: 8.8
Seller Details
Year Founded
2016
HQ Location
Mountain View, CA
Twitter
@unraveldata
1,032 Twitter followers
LinkedIn® Page
www.linkedin.com
103 employees on LinkedIn®
(53)4.5 out of 5
Optimized for quick response
7th 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
    No information available
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 68% Mid-Market
    • 21% 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
    Efficiency Improvement
    33
    Monitoring
    33
    Data Lineage
    31
    Ease of Use
    31
    Alerting System
    28
    Cons
    Limited Customization
    15
    Complex Setup
    11
    Alert Management
    10
    Limited Integration
    10
    Lineage Issues
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Sifflet features and usability ratings that predict user satisfaction
    9.0
    Ease of Admin
    Average: 8.8
    8.7
    Anomaly identification
    Average: 8.8
    8.6
    Automation
    Average: 8.6
    8.0
    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
    48 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
No information available
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 68% Mid-Market
  • 21% 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
Efficiency Improvement
33
Monitoring
33
Data Lineage
31
Ease of Use
31
Alerting System
28
Cons
Limited Customization
15
Complex Setup
11
Alert Management
10
Limited Integration
10
Lineage Issues
8
Sifflet features and usability ratings that predict user satisfaction
9.0
Ease of Admin
Average: 8.8
8.7
Anomaly identification
Average: 8.8
8.6
Automation
Average: 8.6
8.0
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
48 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
    5
    Ease of Use
    4
    Flexibility
    3
    Customization
    2
    Easy Integrations
    2
    Cons
    Limited Functionality
    3
    Data Management Issues
    2
    Dependency Issues
    2
    Limited Features
    2
    Access Control
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Soda features and usability ratings that predict user satisfaction
    8.6
    Ease of Admin
    Average: 8.8
    8.6
    Anomaly identification
    Average: 8.8
    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
    904 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    125 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
5
Ease of Use
4
Flexibility
3
Customization
2
Easy Integrations
2
Cons
Limited Functionality
3
Data Management Issues
2
Dependency Issues
2
Limited Features
2
Access Control
1
Soda features and usability ratings that predict user satisfaction
8.6
Ease of Admin
Average: 8.8
8.6
Anomaly identification
Average: 8.8
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
904 Twitter followers
LinkedIn® Page
www.linkedin.com
125 employees on LinkedIn®