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Best Enterprise ETL Tools - Page 2

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Products classified in the overall ETL Tools 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 ETL Tools 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 ETL Tools category.

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

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

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44 Listings in Enterprise ETL Tools Available

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    G2 Score
ILUM
(24)4.9 out of 5
5th Easiest To Use in ETL Tools software
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineer

    Users
    No information available
    Industries
    • Telecommunications
    Market Segment
    • 50% 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.
    • Ilum is a data platform that functions as a data warehouse and a data science platform with data ops capabilities, operating seamlessly both on-premise and in the cloud.
    • Users like the flexibility of Ilum, its user-friendly interface, quick setup process, excellent customer support, and its ability to integrate well with other tools, making daily operations easier and more organized.
    • Reviewers mentioned that Ilum could benefit from additional modules focused on ETL, more visual options for customizing dashboards, and that it requires some basic knowledge of K8S to start with, which can be challenging for some users.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • ILUM Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    17
    Features
    17
    Integrations
    17
    Setup Ease
    16
    Easy Integrations
    15
    Cons
    Complex Setup
    9
    Difficult Setup
    9
    Learning Curve
    9
    UX Improvement
    8
    Complexity
    7
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • ILUM features and usability ratings that predict user satisfaction
    9.7
    Has the product been a good partner in doing business?
    Average: 9.1
    10.0
    Automation
    Average: 8.9
    10.0
    Scalability
    Average: 8.6
    10.0
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Ilum
    Company Website
    Year Founded
    2019
    HQ Location
    Santa Fe, US
    Twitter
    @IlumCloud
    18 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineer

Users
No information available
Industries
  • Telecommunications
Market Segment
  • 50% 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.
  • Ilum is a data platform that functions as a data warehouse and a data science platform with data ops capabilities, operating seamlessly both on-premise and in the cloud.
  • Users like the flexibility of Ilum, its user-friendly interface, quick setup process, excellent customer support, and its ability to integrate well with other tools, making daily operations easier and more organized.
  • Reviewers mentioned that Ilum could benefit from additional modules focused on ETL, more visual options for customizing dashboards, and that it requires some basic knowledge of K8S to start with, which can be challenging for some users.
ILUM Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
17
Features
17
Integrations
17
Setup Ease
16
Easy Integrations
15
Cons
Complex Setup
9
Difficult Setup
9
Learning Curve
9
UX Improvement
8
Complexity
7
View All Pros and Cons
ILUM features and usability ratings that predict user satisfaction
9.7
Has the product been a good partner in doing business?
Average: 9.1
10.0
Automation
Average: 8.9
10.0
Scalability
Average: 8.6
10.0
Auditing
Average: 8.0
Seller Details
Seller
Ilum
Company Website
Year Founded
2019
HQ Location
Santa Fe, US
Twitter
@IlumCloud
18 Twitter followers
LinkedIn® Page
www.linkedin.com
4 employees on LinkedIn®
Informatica Cloud Data Integration
(105)4.3 out of 5
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Cloud Data Integration (CDI) is a comprehensive, AI-powered ETL and ELT solution designed to easily move, transform, and synchronize data between various sources and target systems across any cloud, a

    Users
    • Data Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 61% Enterprise
    • 30% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Informatica Cloud Data Integration 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
    3
    Efficiency
    2
    Simple
    2
    Time-saving
    2
    Automation
    1
    Cons
    Complexity
    1
    Complex Usability
    1
    Debugging Difficulty
    1
    Difficult Setup
    1
    Error Messages
    1
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Informatica Cloud Data Integration features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 9.1
    9.1
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.7
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Informatica
    Company Website
    Year Founded
    1993
    HQ Location
    Redwood City, CA
    Twitter
    @Informatica
    100,097 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    5,337 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Cloud Data Integration (CDI) is a comprehensive, AI-powered ETL and ELT solution designed to easily move, transform, and synchronize data between various sources and target systems across any cloud, a

Users
  • Data Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 61% Enterprise
  • 30% Mid-Market
Informatica Cloud Data Integration 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
3
Efficiency
2
Simple
2
Time-saving
2
Automation
1
Cons
Complexity
1
Complex Usability
1
Debugging Difficulty
1
Difficult Setup
1
Error Messages
1
View All Pros and Cons
Informatica Cloud Data Integration features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 9.1
9.1
Automation
Average: 8.9
8.9
Scalability
Average: 8.6
8.7
Auditing
Average: 8.0
Seller Details
Seller
Informatica
Company Website
Year Founded
1993
HQ Location
Redwood City, CA
Twitter
@Informatica
100,097 Twitter followers
LinkedIn® Page
www.linkedin.com
5,337 employees on LinkedIn®
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dbt
(197)4.7 out of 5
14th Easiest To Use in ETL Tools software
View top Consulting Services for dbt
  • 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
    • Data Engineer
    • Analytics Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 57% Mid-Market
    • 27% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • dbt Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    36
    Features
    21
    Automation
    18
    Transformation
    15
    Data Quality
    14
    Cons
    Limited Functionality
    12
    Dependency Issues
    9
    Error Handling
    9
    Steep Learning Curve
    9
    Error Reporting
    8
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • dbt features and usability ratings that predict user satisfaction
    8.6
    Has the product been a good partner in doing business?
    Average: 9.1
    9.5
    Automation
    Average: 8.9
    9.2
    Scalability
    Average: 8.6
    8.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Fivetran
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,711 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,738 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
  • Data Engineer
  • Analytics Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 57% Mid-Market
  • 27% Small-Business
dbt Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
36
Features
21
Automation
18
Transformation
15
Data Quality
14
Cons
Limited Functionality
12
Dependency Issues
9
Error Handling
9
Steep Learning Curve
9
Error Reporting
8
View All Pros and Cons
dbt features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.1
9.5
Automation
Average: 8.9
9.2
Scalability
Average: 8.6
8.2
Auditing
Average: 8.0
Seller Details
Seller
Fivetran
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,711 Twitter followers
LinkedIn® Page
www.linkedin.com
1,738 employees on LinkedIn®
MuleSoft Anypoint Platform
(714)4.5 out of 5
Optimized for quick response
View top Consulting Services for MuleSoft Anypoint Platform
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    MuleSoft enables businesses to transform into customer-first companies by enabling a single customer view across hundreds of systems and touchpoints using one unified platform. With MuleSoft, organiza

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 58% Enterprise
    • 31% 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.
    • MuleSoft Anypoint Platform is a tool for MuleSoft that serves as the Control Plane and Runtime Plane for MuleSoft APIs, allowing deployment and management of CloudHub APIs and addition of policies through the API Manager.
    • Reviewers frequently mention the platform's API-led connectivity approach, reusable components, clear view of all the APIs and data flows, and the ability to read AI-driven recommendations for data transformations, all of which speed up project delivery and reduce development time.
    • Users reported concerns with the licensing and overall cost of ownership, the vCore-based pricing structure making scaling difficult and costly, a steep learning curve for new developers, and some performance issues.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • MuleSoft Anypoint Platform 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
    Integration Capabilities
    32
    API Management
    31
    Easy Integrations
    30
    API Development
    26
    Cons
    Expensive
    21
    Pricing Issues
    14
    Learning Curve
    13
    Costly Features
    10
    Learning Difficulty
    10
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • MuleSoft Anypoint Platform features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    8.8
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Salesforce
    Company Website
    Year Founded
    1999
    HQ Location
    San Francisco, CA
    Twitter
    @salesforce
    581,040 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    86,064 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

MuleSoft enables businesses to transform into customer-first companies by enabling a single customer view across hundreds of systems and touchpoints using one unified platform. With MuleSoft, organiza

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 58% Enterprise
  • 31% 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.
  • MuleSoft Anypoint Platform is a tool for MuleSoft that serves as the Control Plane and Runtime Plane for MuleSoft APIs, allowing deployment and management of CloudHub APIs and addition of policies through the API Manager.
  • Reviewers frequently mention the platform's API-led connectivity approach, reusable components, clear view of all the APIs and data flows, and the ability to read AI-driven recommendations for data transformations, all of which speed up project delivery and reduce development time.
  • Users reported concerns with the licensing and overall cost of ownership, the vCore-based pricing structure making scaling difficult and costly, a steep learning curve for new developers, and some performance issues.
MuleSoft Anypoint Platform 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
Integration Capabilities
32
API Management
31
Easy Integrations
30
API Development
26
Cons
Expensive
21
Pricing Issues
14
Learning Curve
13
Costly Features
10
Learning Difficulty
10
View All Pros and Cons
MuleSoft Anypoint Platform features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
8.8
Automation
Average: 8.9
8.9
Scalability
Average: 8.6
8.3
Auditing
Average: 8.0
Seller Details
Seller
Salesforce
Company Website
Year Founded
1999
HQ Location
San Francisco, CA
Twitter
@salesforce
581,040 Twitter followers
LinkedIn® Page
www.linkedin.com
86,064 employees on LinkedIn®
Frends
(133)4.5 out of 5
Optimized for quick response
Free trial available
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Frends is a European low-code integration platform as a service (iPaaS) that enables organizations to connect applications, automate workflows, and manage APIs across cloud and on-premises environment

    Users
    No information available
    Industries
    • Information Technology and Services
    • Oil & Energy
    Market Segment
    • 54% Mid-Market
    • 26% 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.
    • Frends is a low-code, BPMN-driven integration platform that enables the creation, testing, and deployment of integrations between various systems.
    • Reviewers appreciate the platform's visual approach to process building, its ability to create custom tasks in ,nET, the integrated API management, and the seamless integration between OnPremise and cloud environments.
    • Reviewers noted the lack of code completion and IntelliSense in the code task, the absence of visual mapping tools, the need for more authentication options, and the requirement for C# knowledge for deeper use.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Frends 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
    27
    Easy Integrations
    16
    Features
    16
    Integrations
    16
    Integration Capabilities
    13
    Cons
    Missing Features
    8
    UX Improvement
    7
    Difficult Learning
    6
    Limited Features
    6
    Integration Issues
    5
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Frends features and usability ratings that predict user satisfaction
    9.1
    Has the product been a good partner in doing business?
    Average: 9.1
    9.3
    Automation
    Average: 8.9
    9.2
    Scalability
    Average: 8.6
    8.0
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    FRENDS
    Company Website
    Year Founded
    1988
    HQ Location
    Espoo, Uusimaa, Finland
    Twitter
    @FRENDSplatform
    217 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    288 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Frends is a European low-code integration platform as a service (iPaaS) that enables organizations to connect applications, automate workflows, and manage APIs across cloud and on-premises environment

Users
No information available
Industries
  • Information Technology and Services
  • Oil & Energy
Market Segment
  • 54% Mid-Market
  • 26% 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.
  • Frends is a low-code, BPMN-driven integration platform that enables the creation, testing, and deployment of integrations between various systems.
  • Reviewers appreciate the platform's visual approach to process building, its ability to create custom tasks in ,nET, the integrated API management, and the seamless integration between OnPremise and cloud environments.
  • Reviewers noted the lack of code completion and IntelliSense in the code task, the absence of visual mapping tools, the need for more authentication options, and the requirement for C# knowledge for deeper use.
Frends 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
27
Easy Integrations
16
Features
16
Integrations
16
Integration Capabilities
13
Cons
Missing Features
8
UX Improvement
7
Difficult Learning
6
Limited Features
6
Integration Issues
5
View All Pros and Cons
Frends features and usability ratings that predict user satisfaction
9.1
Has the product been a good partner in doing business?
Average: 9.1
9.3
Automation
Average: 8.9
9.2
Scalability
Average: 8.6
8.0
Auditing
Average: 8.0
Seller Details
Seller
FRENDS
Company Website
Year Founded
1988
HQ Location
Espoo, Uusimaa, Finland
Twitter
@FRENDSplatform
217 Twitter followers
LinkedIn® Page
www.linkedin.com
288 employees on LinkedIn®
Adverity
(261)4.4 out of 5
Optimized for quick response
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Centralized Data Management for the Modern Marketer Adverity is the marketing intelligence platform that empowers agencies and enterprises to transform complex data into confident, AI-powered decis

    Users
    • Data Analyst
    • Data Engineer
    Industries
    • Marketing and Advertising
    • Information Technology and Services
    Market Segment
    • 43% Mid-Market
    • 41% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Adverity 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
    24
    Data Management
    16
    Integrations
    15
    Customer Support
    14
    Easy Integrations
    14
    Cons
    Learning Curve
    9
    Data Management
    8
    Lack of Information
    8
    Time-Consuming
    8
    Difficult Learning
    7
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Adverity features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.1
    9.0
    Automation
    Average: 8.9
    8.4
    Scalability
    Average: 8.6
    7.9
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Adverity GmbH
    Company Website
    Year Founded
    2015
    HQ Location
    Vienna, Austria
    Twitter
    @myadverity
    1,770 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    292 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Centralized Data Management for the Modern Marketer Adverity is the marketing intelligence platform that empowers agencies and enterprises to transform complex data into confident, AI-powered decis

Users
  • Data Analyst
  • Data Engineer
Industries
  • Marketing and Advertising
  • Information Technology and Services
Market Segment
  • 43% Mid-Market
  • 41% Small-Business
Adverity 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
24
Data Management
16
Integrations
15
Customer Support
14
Easy Integrations
14
Cons
Learning Curve
9
Data Management
8
Lack of Information
8
Time-Consuming
8
Difficult Learning
7
View All Pros and Cons
Adverity features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.1
9.0
Automation
Average: 8.9
8.4
Scalability
Average: 8.6
7.9
Auditing
Average: 8.0
Seller Details
Seller
Adverity GmbH
Company Website
Year Founded
2015
HQ Location
Vienna, Austria
Twitter
@myadverity
1,770 Twitter followers
LinkedIn® Page
www.linkedin.com
292 employees on LinkedIn®
FME Platform
(63)4.7 out of 5
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    FME, made by Safe Software, is the only All-Data, Any-AI Enterprise Integration Platform connecting all your data, applications, and AI services. All Data Velocities - Whether it’s batch, event, o

    Users
    • GIS Technician
    Industries
    • Civil Engineering
    • Government Administration
    Market Segment
    • 37% Mid-Market
    • 24% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • FME Platform 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
    Data Management
    12
    Features
    10
    Customer Support
    9
    Data Integration
    9
    Cons
    Expensive
    7
    Complexity
    5
    Pricing Issues
    5
    Learning Curve
    4
    Difficult Learning
    3
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • FME Platform features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.1
    9.0
    Automation
    Average: 8.9
    8.1
    Scalability
    Average: 8.6
    8.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Safe Software
    Company Website
    Year Founded
    1993
    HQ Location
    British Columbia, Canada
    Twitter
    @SafeSoftware
    4,984 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    336 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

FME, made by Safe Software, is the only All-Data, Any-AI Enterprise Integration Platform connecting all your data, applications, and AI services. All Data Velocities - Whether it’s batch, event, o

Users
  • GIS Technician
Industries
  • Civil Engineering
  • Government Administration
Market Segment
  • 37% Mid-Market
  • 24% Enterprise
FME Platform 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
Data Management
12
Features
10
Customer Support
9
Data Integration
9
Cons
Expensive
7
Complexity
5
Pricing Issues
5
Learning Curve
4
Difficult Learning
3
View All Pros and Cons
FME Platform features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.1
9.0
Automation
Average: 8.9
8.1
Scalability
Average: 8.6
8.2
Auditing
Average: 8.0
Seller Details
Seller
Safe Software
Company Website
Year Founded
1993
HQ Location
British Columbia, Canada
Twitter
@SafeSoftware
4,984 Twitter followers
LinkedIn® Page
www.linkedin.com
336 employees on LinkedIn®
Singular
(491)4.5 out of 5
Optimized for quick response
View top Consulting Services for Singular
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Singular is the only end-to-end marketing attribution and analytics platform that uncovers true ROI across all marketing channels. We transform complex marketing data into actionable insights by unify

    Users
    • User Acquisition Manager
    • Marketing Manager
    Industries
    • Computer Games
    • Marketing and Advertising
    Market Segment
    • 51% Mid-Market
    • 27% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Singular 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
    Customer Support
    101
    Ease of Use
    67
    Helpful
    48
    Features
    46
    Analytics
    39
    Cons
    Poor UI
    24
    Poor Interface Design
    22
    Limited Features
    19
    Lack of Information
    18
    Data Limitations
    17
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Singular features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.1
    8.9
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Singular
    Company Website
    Year Founded
    2014
    HQ Location
    Palo Alto, California
    Twitter
    @TweetSingular
    1,317 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    365 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Singular is the only end-to-end marketing attribution and analytics platform that uncovers true ROI across all marketing channels. We transform complex marketing data into actionable insights by unify

Users
  • User Acquisition Manager
  • Marketing Manager
Industries
  • Computer Games
  • Marketing and Advertising
Market Segment
  • 51% Mid-Market
  • 27% Small-Business
Singular 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
Customer Support
101
Ease of Use
67
Helpful
48
Features
46
Analytics
39
Cons
Poor UI
24
Poor Interface Design
22
Limited Features
19
Lack of Information
18
Data Limitations
17
View All Pros and Cons
Singular features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.1
8.9
Automation
Average: 8.9
8.9
Scalability
Average: 8.6
8.3
Auditing
Average: 8.0
Seller Details
Seller
Singular
Company Website
Year Founded
2014
HQ Location
Palo Alto, California
Twitter
@TweetSingular
1,317 Twitter followers
LinkedIn® Page
www.linkedin.com
365 employees on LinkedIn®
Talend Cloud Data Integration
(105)4.3 out of 5
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Integrate all your cloud and on-premises data with a secure cloud integration platform-as-a-service (iPaaS). Talend Integration Cloud puts powerful graphical tools, prebuilt integration templates, and

    Users
    • Software Analyst
    • Data Engineer
    Industries
    • Pharmaceuticals
    • Information Technology and Services
    Market Segment
    • 64% Enterprise
    • 30% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Talend Cloud Data Integration features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 9.1
    8.7
    Automation
    Average: 8.9
    8.8
    Scalability
    Average: 8.6
    8.9
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Qlik
    Year Founded
    1993
    HQ Location
    Radnor, PA
    Twitter
    @qlik
    64,366 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,536 employees on LinkedIn®
    Phone
    1 (888) 994-9854
Product Description
How are these determined?Information
This description is provided by the seller.

Integrate all your cloud and on-premises data with a secure cloud integration platform-as-a-service (iPaaS). Talend Integration Cloud puts powerful graphical tools, prebuilt integration templates, and

Users
  • Software Analyst
  • Data Engineer
Industries
  • Pharmaceuticals
  • Information Technology and Services
Market Segment
  • 64% Enterprise
  • 30% Mid-Market
Talend Cloud Data Integration features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 9.1
8.7
Automation
Average: 8.9
8.8
Scalability
Average: 8.6
8.9
Auditing
Average: 8.0
Seller Details
Seller
Qlik
Year Founded
1993
HQ Location
Radnor, PA
Twitter
@qlik
64,366 Twitter followers
LinkedIn® Page
www.linkedin.com
4,536 employees on LinkedIn®
Phone
1 (888) 994-9854
Hevo Data
(276)4.4 out of 5
Optimized for quick response
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Hevo is a reliable, cost-effective ELT platform that effortlessly streamlines data integration. As an automated data pipeline solution, Hevo seamlessly syncs data from 150+ sources, including SQL, NoS

    Users
    • Data Engineer
    • Data Analyst
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 48% Mid-Market
    • 40% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Hevo 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
    Ease of Use
    36
    Customer Support
    25
    Easy Integrations
    24
    Easy Setup
    18
    Automation
    16
    Cons
    Expensive
    12
    Limited Customization
    11
    Pricing Issues
    11
    Limitations
    10
    Transformation Issues
    7
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Hevo Data features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.1
    8.8
    Automation
    Average: 8.9
    8.5
    Scalability
    Average: 8.6
    8.1
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Hevo Data
    Company Website
    Year Founded
    2017
    HQ Location
    San Francisco, California
    Twitter
    @HevoData
    843 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    239 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Hevo is a reliable, cost-effective ELT platform that effortlessly streamlines data integration. As an automated data pipeline solution, Hevo seamlessly syncs data from 150+ sources, including SQL, NoS

Users
  • Data Engineer
  • Data Analyst
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 48% Mid-Market
  • 40% Small-Business
Hevo 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
Ease of Use
36
Customer Support
25
Easy Integrations
24
Easy Setup
18
Automation
16
Cons
Expensive
12
Limited Customization
11
Pricing Issues
11
Limitations
10
Transformation Issues
7
View All Pros and Cons
Hevo Data features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.1
8.8
Automation
Average: 8.9
8.5
Scalability
Average: 8.6
8.1
Auditing
Average: 8.0
Seller Details
Seller
Hevo Data
Company Website
Year Founded
2017
HQ Location
San Francisco, California
Twitter
@HevoData
843 Twitter followers
LinkedIn® Page
www.linkedin.com
239 employees on LinkedIn®
IBM DataStage
(72)4.0 out of 5
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM® InfoSphere® DataStage® is a leading ETL platform that integrates data across multiple enterprise systems. It leverages a high performance parallel framework, available on-premises or in the cloud

    Users
    No information available
    Industries
    • Banking
    • Information Technology and Services
    Market Segment
    • 76% Enterprise
    • 15% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • IBM DataStage 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
    Customization
    1
    Data Pipelining
    1
    Drag
    1
    Ease of Use
    1
    Efficiency Improvement
    1
    Cons
    Complex Processes
    1
    Dependency Issues
    1
    Expensive
    1
    Lack of Real-Time Data
    1
    Learning Difficulty
    1
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • IBM DataStage features and usability ratings that predict user satisfaction
    7.7
    Has the product been a good partner in doing business?
    Average: 9.1
    7.4
    Automation
    Average: 8.9
    7.9
    Scalability
    Average: 8.6
    7.7
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    IBM
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    709,081 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.

IBM® InfoSphere® DataStage® is a leading ETL platform that integrates data across multiple enterprise systems. It leverages a high performance parallel framework, available on-premises or in the cloud

Users
No information available
Industries
  • Banking
  • Information Technology and Services
Market Segment
  • 76% Enterprise
  • 15% Mid-Market
IBM DataStage 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
Customization
1
Data Pipelining
1
Drag
1
Ease of Use
1
Efficiency Improvement
1
Cons
Complex Processes
1
Dependency Issues
1
Expensive
1
Lack of Real-Time Data
1
Learning Difficulty
1
View All Pros and Cons
IBM DataStage features and usability ratings that predict user satisfaction
7.7
Has the product been a good partner in doing business?
Average: 9.1
7.4
Automation
Average: 8.9
7.9
Scalability
Average: 8.6
7.7
Auditing
Average: 8.0
Seller Details
Seller
IBM
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
709,081 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM
CloverDX
(72)4.3 out of 5
Entry Level Price:Starting at $18,000.00
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    CloverDX is a comprehensive data integration and transformation solution designed to assist organizations in automating and managing their data pipelines effectively. With engineering-led data pipelin

    Users
    No information available
    Industries
    • Financial Services
    • Information Technology and Services
    Market Segment
    • 40% Mid-Market
    • 36% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • CloverDX 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
    Automation
    7
    User Interface
    7
    Ease of Use
    6
    Easy Integrations
    6
    Code Generation
    4
    Cons
    Poor Documentation
    3
    Error Reporting
    2
    Slow Performance
    2
    Steep Learning Curve
    2
    Unclear Documentation
    2
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • CloverDX features and usability ratings that predict user satisfaction
    9.0
    Has the product been a good partner in doing business?
    Average: 9.1
    8.6
    Automation
    Average: 8.9
    8.2
    Scalability
    Average: 8.6
    7.5
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    CloverDX
    Company Website
    Year Founded
    2002
    HQ Location
    Prague
    Twitter
    @CloverDX
    1,247 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    56 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

CloverDX is a comprehensive data integration and transformation solution designed to assist organizations in automating and managing their data pipelines effectively. With engineering-led data pipelin

Users
No information available
Industries
  • Financial Services
  • Information Technology and Services
Market Segment
  • 40% Mid-Market
  • 36% Enterprise
CloverDX 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
Automation
7
User Interface
7
Ease of Use
6
Easy Integrations
6
Code Generation
4
Cons
Poor Documentation
3
Error Reporting
2
Slow Performance
2
Steep Learning Curve
2
Unclear Documentation
2
View All Pros and Cons
CloverDX features and usability ratings that predict user satisfaction
9.0
Has the product been a good partner in doing business?
Average: 9.1
8.6
Automation
Average: 8.9
8.2
Scalability
Average: 8.6
7.5
Auditing
Average: 8.0
Seller Details
Seller
CloverDX
Company Website
Year Founded
2002
HQ Location
Prague
Twitter
@CloverDX
1,247 Twitter followers
LinkedIn® Page
www.linkedin.com
56 employees on LinkedIn®
Keboola
(138)4.6 out of 5
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Keboola is the unified AI & Data orchestration platform that empowers organizations to turn data into business value faster and more securely than ever. It acts as your agentic AI co-pilot for dat

    Users
    • Data Analyst
    • Data Engineer
    Industries
    • Information Technology and Services
    • Marketing and Advertising
    Market Segment
    • 64% Mid-Market
    • 21% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Keboola 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
    35
    Features
    27
    Data Management
    26
    Integrations
    26
    Customer Support
    25
    Cons
    Learning Curve
    14
    Complexity
    13
    Steep Learning Curve
    11
    Data Management
    9
    UX Improvement
    9
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Keboola features and usability ratings that predict user satisfaction
    9.0
    Has the product been a good partner in doing business?
    Average: 9.1
    9.1
    Automation
    Average: 8.9
    8.5
    Scalability
    Average: 8.6
    7.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Keboola
    Company Website
    Year Founded
    2008
    HQ Location
    Prague
    Twitter
    @keboola
    2,019 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    113 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Keboola is the unified AI & Data orchestration platform that empowers organizations to turn data into business value faster and more securely than ever. It acts as your agentic AI co-pilot for dat

Users
  • Data Analyst
  • Data Engineer
Industries
  • Information Technology and Services
  • Marketing and Advertising
Market Segment
  • 64% Mid-Market
  • 21% Small-Business
Keboola 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
35
Features
27
Data Management
26
Integrations
26
Customer Support
25
Cons
Learning Curve
14
Complexity
13
Steep Learning Curve
11
Data Management
9
UX Improvement
9
View All Pros and Cons
Keboola features and usability ratings that predict user satisfaction
9.0
Has the product been a good partner in doing business?
Average: 9.1
9.1
Automation
Average: 8.9
8.5
Scalability
Average: 8.6
7.2
Auditing
Average: 8.0
Seller Details
Seller
Keboola
Company Website
Year Founded
2008
HQ Location
Prague
Twitter
@keboola
2,019 Twitter followers
LinkedIn® Page
www.linkedin.com
113 employees on LinkedIn®
Oracle Data Integrator
(19)4.0 out of 5
View top Consulting Services for Oracle Data Integrator
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Oracle Data Integrator (on-premises & Cloud Service) - a high-Performance Bulk Data Movement and Data Transformation. Delivers unique next-generation, extract load and transform (ELT) technology

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 84% Enterprise
    • 16% Mid-Market
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Oracle Data Integrator features and usability ratings that predict user satisfaction
    8.1
    Has the product been a good partner in doing business?
    Average: 9.1
    8.9
    Automation
    Average: 8.9
    8.3
    Scalability
    Average: 8.6
    7.8
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Oracle
    Year Founded
    1977
    HQ Location
    Austin, TX
    Twitter
    @Oracle
    824,411 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    198,071 employees on LinkedIn®
    Ownership
    NYSE:ORCL
Product Description
How are these determined?Information
This description is provided by the seller.

Oracle Data Integrator (on-premises & Cloud Service) - a high-Performance Bulk Data Movement and Data Transformation. Delivers unique next-generation, extract load and transform (ELT) technology

Users
No information available
Industries
No information available
Market Segment
  • 84% Enterprise
  • 16% Mid-Market
Oracle Data Integrator features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 9.1
8.9
Automation
Average: 8.9
8.3
Scalability
Average: 8.6
7.8
Auditing
Average: 8.0
Seller Details
Seller
Oracle
Year Founded
1977
HQ Location
Austin, TX
Twitter
@Oracle
824,411 Twitter followers
LinkedIn® Page
www.linkedin.com
198,071 employees on LinkedIn®
Ownership
NYSE:ORCL
Supermetrics
(818)4.4 out of 5
View top Consulting Services for Supermetrics
Entry Level Price:Starting at €29.00
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Supermetrics is a marketing intelligence platform designed to help users connect, extract, and analyze data from a wide array of marketing and sales platforms. Founded in 2010 and headquartered in Hel

    Users
    • Digital Marketing Manager
    • CEO
    Industries
    • Marketing and Advertising
    • Retail
    Market Segment
    • 56% Small-Business
    • 35% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Supermetrics 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
    43
    Integrations
    42
    Connectors
    24
    Easy Integrations
    24
    Customer Support
    21
    Cons
    Missing Features
    18
    Expensive
    17
    Connection Issues
    11
    Connector Issues
    11
    Product Limitations
    10
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Supermetrics features and usability ratings that predict user satisfaction
    8.2
    Has the product been a good partner in doing business?
    Average: 9.1
    8.5
    Automation
    Average: 8.9
    8.6
    Scalability
    Average: 8.6
    8.1
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Supermetrics
    Company Website
    Year Founded
    2013
    HQ Location
    Helsinki, Uusimaa
    Twitter
    @Supermetrics
    7,865 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    506 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Supermetrics is a marketing intelligence platform designed to help users connect, extract, and analyze data from a wide array of marketing and sales platforms. Founded in 2010 and headquartered in Hel

Users
  • Digital Marketing Manager
  • CEO
Industries
  • Marketing and Advertising
  • Retail
Market Segment
  • 56% Small-Business
  • 35% Mid-Market
Supermetrics 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
43
Integrations
42
Connectors
24
Easy Integrations
24
Customer Support
21
Cons
Missing Features
18
Expensive
17
Connection Issues
11
Connector Issues
11
Product Limitations
10
View All Pros and Cons
Supermetrics features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.1
8.5
Automation
Average: 8.9
8.6
Scalability
Average: 8.6
8.1
Auditing
Average: 8.0
Seller Details
Seller
Supermetrics
Company Website
Year Founded
2013
HQ Location
Helsinki, Uusimaa
Twitter
@Supermetrics
7,865 Twitter followers
LinkedIn® Page
www.linkedin.com
506 employees on LinkedIn®
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