2026 Best Software Awards are here!See the list

Best ETL Tools

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

ETL (extract, transform, and load) tools are used to transfer data between databases or for external use. ETL tools are used for data replication, after which the data will be stored in database management systems and data warehouses. These solutions also help with data extraction for analytics. These software products transform data sets to operate through querying and analysis. Many companies use these tools to create a visual workflow for the data they transfer. Other uses are typically analysis, data cleansing, and structuring data.

It has become increasingly common for data management platforms to extract data from various sources and load it into the target warehouse through ELT (extract, load, and transform). The difference between ETL and ELT is that ELT uses the target system to transform the data instead of pre-processing the data like in ETL.

To qualify for inclusion in the ETL category, a product must:

Facilitate extract, transform, and load processes
Transform data for quality or visualization
Audit or record integration data
Archive data for backup, future reference, or analysis
Show More
Show Less

Featured ETL Tools At A Glance

Free Plan Available:
CData Sync
Sponsored
CData Sync
Leader:
Google Cloud BigQuery
Google Cloud BigQuery
Highest Performer:
5X
5X
Easiest to Use:
5X
5X
Top Trending:
Peliqan
Peliqan
Show LessShow More
Highest Performer:
5X
5X
Easiest to Use:
5X
5X
Top Trending:
Peliqan
Peliqan

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.

  • Segment
  • Rating
  • Language
  • Pricing
  • Data Management Strategy
No filters applied
  • Segment
  • Rating
  • Language
  • Pricing
  • Data Management Strategy
Clear Filter
More Filters
Market Segments
All Segments
Small Business
Mid Market
Enterprise
Avg. Customer Review
Language
Pricing
Data Management Strategy
Sort by
Clear All
245 Listings in ETL Tools Available
  • Sort By:
    G2 Score
Google Cloud BigQuery
(1,211)4.5 out of 5
13th Easiest To Use in ETL Tools software
View top Consulting Services for Google Cloud BigQuery
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.

    BigQuery is a fully managed, AI-ready data analytics platform that helps you maximize value from your data and is designed to be multi-engine, multi-format, and multi-cloud. Store 10 GiB of data and

    Users
    • Data Engineer
    • Data Analyst
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 37% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Google Cloud BigQuery 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
    162
    Speed
    142
    Fast Querying
    121
    Integrations
    119
    Scalability
    116
    Cons
    Expensive
    129
    Query Issues
    74
    Cost Issues
    62
    Cost Management
    60
    Learning Curve
    55
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Google Cloud BigQuery features and usability ratings that predict user satisfaction
    8.6
    Has the product been a good partner in doing business?
    Average: 9.1
    8.9
    Automation
    Average: 8.9
    9.3
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    31,726,776 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    325,935 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

BigQuery is a fully managed, AI-ready data analytics platform that helps you maximize value from your data and is designed to be multi-engine, multi-format, and multi-cloud. Store 10 GiB of data and

Users
  • Data Engineer
  • Data Analyst
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 37% Enterprise
  • 36% Mid-Market
Google Cloud BigQuery 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
162
Speed
142
Fast Querying
121
Integrations
119
Scalability
116
Cons
Expensive
129
Query Issues
74
Cost Issues
62
Cost Management
60
Learning Curve
55
View All Pros and Cons
Google Cloud BigQuery features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.1
8.9
Automation
Average: 8.9
9.3
Scalability
Average: 8.6
8.3
Auditing
Average: 8.0
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
31,726,776 Twitter followers
LinkedIn® Page
www.linkedin.com
325,935 employees on LinkedIn®
Databricks
(657)4.6 out of 5
Optimized for quick response
6th Easiest To Use in ETL Tools software
View top Consulting Services for Databricks
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and over 60% of the Fortune 500 — rely on Data

    Users
    • Data Engineer
    • Data Analyst
    Industries
    • Information Technology and Services
    • Financial Services
    Market Segment
    • 46% Enterprise
    • 37% 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.
    • Databricks Data Intelligence Platform is a unified data engineering platform for lakehouse architecture with cloud integration, designed to accommodate business and official data for detailed analytics and future growth planning.
    • Users frequently mention the platform's data governance capabilities, its support for machine learning applications, and its helpful autofilling features, as well as its seamless integration with other tools like Power BI for reporting.
    • Users mentioned challenges such as the complexity of fine-tuning the platform to specific business use cases, the need for a team of professionals to handle large data, and the financial investment involved in using the platform.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Databricks 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
    Features
    277
    Ease of Use
    267
    Integrations
    184
    Collaboration
    148
    Easy Integrations
    144
    Cons
    Learning Curve
    106
    Expensive
    94
    Steep Learning Curve
    91
    Missing Features
    63
    Complexity
    61
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Databricks 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
    9.1
    Scalability
    Average: 8.6
    8.5
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Databricks Inc.
    Company Website
    Year Founded
    2013
    HQ Location
    San Francisco, CA
    Twitter
    @databricks
    87,182 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    13,825 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and over 60% of the Fortune 500 — rely on Data

Users
  • Data Engineer
  • Data Analyst
Industries
  • Information Technology and Services
  • Financial Services
Market Segment
  • 46% Enterprise
  • 37% 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.
  • Databricks Data Intelligence Platform is a unified data engineering platform for lakehouse architecture with cloud integration, designed to accommodate business and official data for detailed analytics and future growth planning.
  • Users frequently mention the platform's data governance capabilities, its support for machine learning applications, and its helpful autofilling features, as well as its seamless integration with other tools like Power BI for reporting.
  • Users mentioned challenges such as the complexity of fine-tuning the platform to specific business use cases, the need for a team of professionals to handle large data, and the financial investment involved in using the platform.
Databricks 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
Features
277
Ease of Use
267
Integrations
184
Collaboration
148
Easy Integrations
144
Cons
Learning Curve
106
Expensive
94
Steep Learning Curve
91
Missing Features
63
Complexity
61
View All Pros and Cons
Databricks 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
9.1
Scalability
Average: 8.6
8.5
Auditing
Average: 8.0
Seller Details
Seller
Databricks Inc.
Company Website
Year Founded
2013
HQ Location
San Francisco, CA
Twitter
@databricks
87,182 Twitter followers
LinkedIn® Page
www.linkedin.com
13,825 employees on LinkedIn®
G2 Advertising
Sponsored
G2 Advertising
Get 2x conversion than Google Ads with G2 Advertising!
G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments.
Learn More
Celigo
(1,025)4.7 out of 5
Optimized for quick response
4th Easiest To Use in ETL Tools software
View top Consulting Services for Celigo
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.

    Celigo is a modern Integration Platform as a Service (iPaaS) solution designed to help users streamline and automate their mission-critical business processes. With a focus on addressing the most pres

    Users
    • IT Manager
    • NetSuite Administrator
    Industries
    • Retail
    • Computer Software
    Market Segment
    • 58% Mid-Market
    • 37% Small-Business
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Celigo is an integration tool that provides solutions for connecting various business platforms and automating workflows.
    • Reviewers like Celigo's user-friendly interface, robust integration capabilities, and the support received, which allows for in-depth configuration to support various customer requirements.
    • Reviewers experienced a learning curve with Celigo, noting that it requires some technical knowledge for effective use and that error messages can sometimes be vague, making troubleshooting complex issues time-consuming.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Celigo 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
    256
    Integrations
    169
    Integration Capabilities
    163
    Easy Integrations
    144
    Customer Support
    135
    Cons
    Error Handling
    61
    Expensive
    51
    Learning Curve
    46
    Limited Customization
    40
    Missing Features
    38
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Celigo features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.1
    0.0
    No information available
    0.0
    No information available
    0.0
    No information available
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Celigo
    Company Website
    Year Founded
    2011
    HQ Location
    Redwood City, California
    Twitter
    @celigoinc
    1,433 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    740 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Celigo is a modern Integration Platform as a Service (iPaaS) solution designed to help users streamline and automate their mission-critical business processes. With a focus on addressing the most pres

Users
  • IT Manager
  • NetSuite Administrator
Industries
  • Retail
  • Computer Software
Market Segment
  • 58% Mid-Market
  • 37% Small-Business
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Celigo is an integration tool that provides solutions for connecting various business platforms and automating workflows.
  • Reviewers like Celigo's user-friendly interface, robust integration capabilities, and the support received, which allows for in-depth configuration to support various customer requirements.
  • Reviewers experienced a learning curve with Celigo, noting that it requires some technical knowledge for effective use and that error messages can sometimes be vague, making troubleshooting complex issues time-consuming.
Celigo 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
256
Integrations
169
Integration Capabilities
163
Easy Integrations
144
Customer Support
135
Cons
Error Handling
61
Expensive
51
Learning Curve
46
Limited Customization
40
Missing Features
38
View All Pros and Cons
Celigo features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.1
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Seller
Celigo
Company Website
Year Founded
2011
HQ Location
Redwood City, California
Twitter
@celigoinc
1,433 Twitter followers
LinkedIn® Page
www.linkedin.com
740 employees on LinkedIn®
IBM watsonx.data
(149)4.4 out of 5
Optimized for quick response
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM watsonx.data is a hybrid, open data lakehouse that helps organizations easily access, integrate, and analyze structured and unstructured data across hybrid cloud and on-premises environments. It c

    Users
    • Software Engineer
    • CEO
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 34% Small-Business
    • 34% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • IBM watsonx.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
    48
    Features
    31
    Data Management
    30
    Analytics
    25
    Flexibility
    23
    Cons
    Learning Curve
    29
    Complexity
    18
    Expensive
    18
    Difficulty
    14
    Integration Issues
    14
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • IBM watsonx.data features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.1
    6.7
    Automation
    Average: 8.9
    5.0
    Scalability
    Average: 8.6
    3.3
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    IBM
    Company Website
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,967 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    339,241 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

IBM watsonx.data is a hybrid, open data lakehouse that helps organizations easily access, integrate, and analyze structured and unstructured data across hybrid cloud and on-premises environments. It c

Users
  • Software Engineer
  • CEO
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 34% Small-Business
  • 34% Enterprise
IBM watsonx.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
48
Features
31
Data Management
30
Analytics
25
Flexibility
23
Cons
Learning Curve
29
Complexity
18
Expensive
18
Difficulty
14
Integration Issues
14
View All Pros and Cons
IBM watsonx.data features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.1
6.7
Automation
Average: 8.9
5.0
Scalability
Average: 8.6
3.3
Auditing
Average: 8.0
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,967 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Workato
(752)4.7 out of 5
Optimized for quick response
9th Easiest To Use in ETL Tools software
View top Consulting Services for Workato
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Workato is the enterprise orchestration platform trusted by 12,000+ global customers to move faster, innovate confidently, and lead with AI. The only vendor rated #1 in both analyst and customer revie

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 43% Mid-Market
    • 33% 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.
    • Workato is a 'low code' recipe builder designed to create complex automations and sophisticated workflows, with a library of pre-built connectors for linking various apps.
    • Reviewers like Workato's user-friendly interface, powerful automation capabilities, and the ability to create complex automations with minimal effort, which speeds up workflow setup and reduces errors.
    • Users reported that Workato's high pricing and steep learning curve for complex logic can be barriers for smaller teams, and its complex workflows can be hard to manage.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Workato 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
    336
    Integrations
    226
    Easy Integrations
    214
    Automation
    183
    Features
    176
    Cons
    Complexity
    72
    Data Limitations
    67
    Learning Curve
    67
    Missing Features
    67
    Expensive
    65
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Workato features and usability ratings that predict user satisfaction
    9.4
    Has the product been a good partner in doing business?
    Average: 9.1
    9.2
    Automation
    Average: 8.9
    9.0
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Workato
    Company Website
    Year Founded
    2013
    HQ Location
    Mountain View, California
    Twitter
    @Workato
    3,570 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,291 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Workato is the enterprise orchestration platform trusted by 12,000+ global customers to move faster, innovate confidently, and lead with AI. The only vendor rated #1 in both analyst and customer revie

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 43% Mid-Market
  • 33% 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.
  • Workato is a 'low code' recipe builder designed to create complex automations and sophisticated workflows, with a library of pre-built connectors for linking various apps.
  • Reviewers like Workato's user-friendly interface, powerful automation capabilities, and the ability to create complex automations with minimal effort, which speeds up workflow setup and reduces errors.
  • Users reported that Workato's high pricing and steep learning curve for complex logic can be barriers for smaller teams, and its complex workflows can be hard to manage.
Workato 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
336
Integrations
226
Easy Integrations
214
Automation
183
Features
176
Cons
Complexity
72
Data Limitations
67
Learning Curve
67
Missing Features
67
Expensive
65
View All Pros and Cons
Workato features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.1
9.2
Automation
Average: 8.9
9.0
Scalability
Average: 8.6
8.3
Auditing
Average: 8.0
Seller Details
Seller
Workato
Company Website
Year Founded
2013
HQ Location
Mountain View, California
Twitter
@Workato
3,570 Twitter followers
LinkedIn® Page
www.linkedin.com
1,291 employees on LinkedIn®
SnapLogic Intelligent Integration Platform (IIP)
(398)4.4 out of 5
Optimized for quick response
11th Easiest To Use in ETL Tools software
View top Consulting Services for SnapLogic Intelligent Integration Platform (IIP)
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    SnapLogic is the leader in generative integration. As a pioneer in AI-led integration, the SnapLogic Platform accelerates digital transformation across the enterprise and empowers everyone to integrat

    Users
    • Data Engineer
    • Consultant
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 46% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • SnapLogic Intelligent Integration Platform (IIP) 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
    79
    Easy Integrations
    63
    Integrations
    49
    User Interface
    48
    Automation
    41
    Cons
    Performance Issues
    26
    Poor Performance
    23
    Technical Difficulties
    20
    Error Reporting
    18
    Complexity
    17
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • SnapLogic Intelligent Integration Platform (IIP) features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    8.6
    Automation
    Average: 8.9
    8.4
    Scalability
    Average: 8.6
    8.1
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    SnapLogic
    Company Website
    Year Founded
    2006
    HQ Location
    San Mateo, CA
    Twitter
    @SnapLogic
    7,367 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    342 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SnapLogic is the leader in generative integration. As a pioneer in AI-led integration, the SnapLogic Platform accelerates digital transformation across the enterprise and empowers everyone to integrat

Users
  • Data Engineer
  • Consultant
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 46% Enterprise
  • 36% Mid-Market
SnapLogic Intelligent Integration Platform (IIP) 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
79
Easy Integrations
63
Integrations
49
User Interface
48
Automation
41
Cons
Performance Issues
26
Poor Performance
23
Technical Difficulties
20
Error Reporting
18
Complexity
17
View All Pros and Cons
SnapLogic Intelligent Integration Platform (IIP) features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
8.6
Automation
Average: 8.9
8.4
Scalability
Average: 8.6
8.1
Auditing
Average: 8.0
Seller Details
Seller
SnapLogic
Company Website
Year Founded
2006
HQ Location
San Mateo, CA
Twitter
@SnapLogic
7,367 Twitter followers
LinkedIn® Page
www.linkedin.com
342 employees on LinkedIn®
Domo
(985)4.3 out of 5
Optimized for quick response
View top Consulting Services for Domo
Save to My Lists
Free trial available
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and g

    Users
    • Data Analyst
    • Business Analyst
    Industries
    • Computer Software
    • Marketing and Advertising
    Market Segment
    • 49% Mid-Market
    • 29% 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.
    • Domo is a business intelligence tool used to aggregate data from various sources and display it in a unified manner, with features such as custom visualization and app creation.
    • Reviewers appreciate Domo's ease of use, its ability to cater to non-technical users, and its Magic ETL feature which simplifies data transformation and visualization.
    • Users experienced issues with Domo's performance during product launches, difficulties in data cleaning and sorting, and complexities in the pricing model and licensing.
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Domo 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
    208
    Data Visualization
    99
    Easy Integrations
    81
    Integrations
    78
    Intuitive
    78
    Cons
    Learning Curve
    60
    Missing Features
    48
    Data Management Issues
    43
    Expensive
    36
    Limited Customization
    34
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Domo features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.1
    8.5
    Automation
    Average: 8.9
    7.9
    Scalability
    Average: 8.6
    7.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Domo
    Company Website
    Year Founded
    2010
    HQ Location
    American Fork, UT
    Twitter
    @Domotalk
    63,845 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,325 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and g

Users
  • Data Analyst
  • Business Analyst
Industries
  • Computer Software
  • Marketing and Advertising
Market Segment
  • 49% Mid-Market
  • 29% 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.
  • Domo is a business intelligence tool used to aggregate data from various sources and display it in a unified manner, with features such as custom visualization and app creation.
  • Reviewers appreciate Domo's ease of use, its ability to cater to non-technical users, and its Magic ETL feature which simplifies data transformation and visualization.
  • Users experienced issues with Domo's performance during product launches, difficulties in data cleaning and sorting, and complexities in the pricing model and licensing.
Domo 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
208
Data Visualization
99
Easy Integrations
81
Integrations
78
Intuitive
78
Cons
Learning Curve
60
Missing Features
48
Data Management Issues
43
Expensive
36
Limited Customization
34
View All Pros and Cons
Domo features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.1
8.5
Automation
Average: 8.9
7.9
Scalability
Average: 8.6
7.2
Auditing
Average: 8.0
Seller Details
Seller
Domo
Company Website
Year Founded
2010
HQ Location
American Fork, UT
Twitter
@Domotalk
63,845 Twitter followers
LinkedIn® Page
www.linkedin.com
1,325 employees on LinkedIn®
Fivetran
(779)4.3 out of 5
Optimized for quick response
10th Easiest To Use in ETL Tools software
View top Consulting Services for Fivetran
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.

    Shaped by the real-world needs of data analysts, Fivetran technology is the smartest, fastest way to replicate your applications, databases, events and files into a high-performance cloud warehouse. F

    Users
    • Data Engineer
    • Data Analyst
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 59% Mid-Market
    • 28% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Fivetran 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
    38
    Connectors Quantity
    24
    Easy Setup
    24
    Easy Integrations
    23
    Connectors Variety
    22
    Cons
    Expensive
    25
    Pricing Issues
    15
    Data Limitations
    9
    Limited Connectors
    8
    Faulty Connectors
    7
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Fivetran features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.1
    9.0
    Automation
    Average: 8.9
    8.5
    Scalability
    Average: 8.6
    7.4
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Fivetran
    Company Website
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,706 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.

Shaped by the real-world needs of data analysts, Fivetran technology is the smartest, fastest way to replicate your applications, databases, events and files into a high-performance cloud warehouse. F

Users
  • Data Engineer
  • Data Analyst
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 59% Mid-Market
  • 28% Small-Business
Fivetran 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
38
Connectors Quantity
24
Easy Setup
24
Easy Integrations
23
Connectors Variety
22
Cons
Expensive
25
Pricing Issues
15
Data Limitations
9
Limited Connectors
8
Faulty Connectors
7
View All Pros and Cons
Fivetran features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.1
9.0
Automation
Average: 8.9
8.5
Scalability
Average: 8.6
7.4
Auditing
Average: 8.0
Seller Details
Seller
Fivetran
Company Website
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,706 Twitter followers
LinkedIn® Page
www.linkedin.com
1,738 employees on LinkedIn®
5X
(81)4.9 out of 5
1st Easiest To Use in ETL Tools 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.

    5X is an end-to-end data and AI platform. The platform organizes your data regardless of source or format. Whether you have a dedicated data team or not, our platform
transforms fragmented data into a

    Users
    No information available
    Industries
    • Computer Software
    • Financial Services
    Market Segment
    • 56% Mid-Market
    • 40% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • 5X 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
    Customer Support
    25
    Features
    18
    User Interface
    15
    Integrations
    14
    Cons
    Steep Learning Curve
    5
    Complex Setup
    4
    Feature Limitations
    4
    Learning Curve
    4
    Difficult Setup
    3
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • 5X features and usability ratings that predict user satisfaction
    9.8
    Has the product been a good partner in doing business?
    Average: 9.1
    9.5
    Automation
    Average: 8.9
    9.5
    Scalability
    Average: 8.6
    9.4
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    5X
    Company Website
    Year Founded
    2020
    HQ Location
    San Francisco
    Twitter
    @DataWith5x
    49 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    128 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

5X is an end-to-end data and AI platform. The platform organizes your data regardless of source or format. Whether you have a dedicated data team or not, our platform
transforms fragmented data into a

Users
No information available
Industries
  • Computer Software
  • Financial Services
Market Segment
  • 56% Mid-Market
  • 40% Small-Business
5X 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
Customer Support
25
Features
18
User Interface
15
Integrations
14
Cons
Steep Learning Curve
5
Complex Setup
4
Feature Limitations
4
Learning Curve
4
Difficult Setup
3
View All Pros and Cons
5X features and usability ratings that predict user satisfaction
9.8
Has the product been a good partner in doing business?
Average: 9.1
9.5
Automation
Average: 8.9
9.5
Scalability
Average: 8.6
9.4
Auditing
Average: 8.0
Seller Details
Seller
5X
Company Website
Year Founded
2020
HQ Location
San Francisco
Twitter
@DataWith5x
49 Twitter followers
LinkedIn® Page
www.linkedin.com
128 employees on LinkedIn®
Azure Data Factory
(93)4.6 out of 5
View top Consulting Services for Azure Data Factory
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Azure Data Factory (ADF) is a fully managed, serverless data integration service designed to simplify the process of ingesting, preparing, and transforming data from diverse sources. It enables organi

    Users
    • Data Engineer
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 63% Enterprise
    • 27% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Azure Data Factory 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
    6
    Connectors
    5
    Data Integration
    4
    Simple
    4
    Automation
    3
    Cons
    Feature Limitations
    3
    Complex Processes
    2
    Complex Usability
    2
    Connectivity Issues
    2
    Data Limitations
    2
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Azure Data Factory features and usability ratings that predict user satisfaction
    9.1
    Has the product been a good partner in doing business?
    Average: 9.1
    9.2
    Automation
    Average: 8.9
    9.1
    Scalability
    Average: 8.6
    8.4
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    13,093,068 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    226,132 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

Azure Data Factory (ADF) is a fully managed, serverless data integration service designed to simplify the process of ingesting, preparing, and transforming data from diverse sources. It enables organi

Users
  • Data Engineer
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 63% Enterprise
  • 27% Mid-Market
Azure Data Factory 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
6
Connectors
5
Data Integration
4
Simple
4
Automation
3
Cons
Feature Limitations
3
Complex Processes
2
Complex Usability
2
Connectivity Issues
2
Data Limitations
2
View All Pros and Cons
Azure Data Factory features and usability ratings that predict user satisfaction
9.1
Has the product been a good partner in doing business?
Average: 9.1
9.2
Automation
Average: 8.9
9.1
Scalability
Average: 8.6
8.4
Auditing
Average: 8.0
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
13,093,068 Twitter followers
LinkedIn® Page
www.linkedin.com
226,132 employees on LinkedIn®
Ownership
MSFT
Boomi Data Integration
(120)4.7 out of 5
View top Consulting Services for Boomi Data Integration
Save to My Lists
Entry Level Price:$0.75
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Rivery's SaaS platform provides a unified solution for ELT pipelines, workflow orchestration, and data operations. Achieve more with less and create the most efficient, scalable data stack for your or

    Users
    • Data Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 42% Mid-Market
    • 36% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Boomi 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
    11
    Customer Support
    9
    Data Management
    7
    Automation
    4
    Customer Experience
    4
    Cons
    Lacking Features
    4
    Insufficient Information
    3
    Bugs
    2
    Data Limitations
    2
    Data Management
    2
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Boomi Data Integration features and usability ratings that predict user satisfaction
    9.6
    Has the product been a good partner in doing business?
    Average: 9.1
    9.5
    Automation
    Average: 8.9
    9.3
    Scalability
    Average: 8.6
    8.8
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Boomi
    Year Founded
    2000
    HQ Location
    Chesterbrook, PA
    Twitter
    @boomi
    101,400 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    2,874 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Rivery's SaaS platform provides a unified solution for ELT pipelines, workflow orchestration, and data operations. Achieve more with less and create the most efficient, scalable data stack for your or

Users
  • Data Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 42% Mid-Market
  • 36% Small-Business
Boomi 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
11
Customer Support
9
Data Management
7
Automation
4
Customer Experience
4
Cons
Lacking Features
4
Insufficient Information
3
Bugs
2
Data Limitations
2
Data Management
2
View All Pros and Cons
Boomi Data Integration features and usability ratings that predict user satisfaction
9.6
Has the product been a good partner in doing business?
Average: 9.1
9.5
Automation
Average: 8.9
9.3
Scalability
Average: 8.6
8.8
Auditing
Average: 8.0
Seller Details
Seller
Boomi
Year Founded
2000
HQ Location
Chesterbrook, PA
Twitter
@boomi
101,400 Twitter followers
LinkedIn® Page
www.linkedin.com
2,874 employees on LinkedIn®
IBM StreamSets
(116)4.0 out of 5
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.

    IBM StreamSets is a robust streaming data integration tool for hybrid, multi-cloud environments that enables real-time decision making. It allows ingestion and in-flight transformation of structured,

    Users
    • Data Engineer
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 41% Enterprise
    • 34% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • IBM StreamSets Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    28
    User Interface
    15
    Data Management
    14
    Data Pipelining
    13
    Integrations
    13
    Cons
    Learning Curve
    12
    Expensive
    8
    Steep Learning Curve
    8
    Learning Difficulty
    7
    Poor Documentation
    7
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • IBM StreamSets features and usability ratings that predict user satisfaction
    8.2
    Has the product been a good partner in doing business?
    Average: 9.1
    7.8
    Automation
    Average: 8.9
    7.6
    Scalability
    Average: 8.6
    7.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    IBM
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,967 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 StreamSets is a robust streaming data integration tool for hybrid, multi-cloud environments that enables real-time decision making. It allows ingestion and in-flight transformation of structured,

Users
  • Data Engineer
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 41% Enterprise
  • 34% Mid-Market
IBM StreamSets Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
28
User Interface
15
Data Management
14
Data Pipelining
13
Integrations
13
Cons
Learning Curve
12
Expensive
8
Steep Learning Curve
8
Learning Difficulty
7
Poor Documentation
7
View All Pros and Cons
IBM StreamSets features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.1
7.8
Automation
Average: 8.9
7.6
Scalability
Average: 8.6
7.2
Auditing
Average: 8.0
Seller Details
Seller
IBM
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,967 Twitter followers
LinkedIn® Page
www.linkedin.com
339,241 employees on LinkedIn®
Ownership
SWX:IBM
Skyvia
(299)4.8 out of 5
7th Easiest To Use in ETL Tools software
Save to My Lists
Entry Level Price:$79.00
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Skyvia is a no-code cloud data integration and data pipeline platform that enables ETL, ELT, Reverse ETL, data migration, one-way and bi-directional data sync, workflow automation, real-time connectiv

    Users
    • Chief Executive Officer
    • CEO
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 53% Small-Business
    • 35% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Skyvia 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
    40
    Easy Integrations
    25
    Easy Setup
    22
    Setup Ease
    22
    Data Management
    21
    Cons
    Slow Performance
    7
    Difficult Setup
    6
    Setup Difficulty
    6
    Complex Setup
    5
    Connection Issues
    5
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Skyvia features and usability ratings that predict user satisfaction
    9.3
    Has the product been a good partner in doing business?
    Average: 9.1
    9.3
    Automation
    Average: 8.9
    9.3
    Scalability
    Average: 8.6
    9.0
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Devart
    Year Founded
    1997
    HQ Location
    Wilmington, Delaware, USA
    Twitter
    @DevartSoftware
    1,744 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    252 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Skyvia is a no-code cloud data integration and data pipeline platform that enables ETL, ELT, Reverse ETL, data migration, one-way and bi-directional data sync, workflow automation, real-time connectiv

Users
  • Chief Executive Officer
  • CEO
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 53% Small-Business
  • 35% Mid-Market
Skyvia 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
40
Easy Integrations
25
Easy Setup
22
Setup Ease
22
Data Management
21
Cons
Slow Performance
7
Difficult Setup
6
Setup Difficulty
6
Complex Setup
5
Connection Issues
5
View All Pros and Cons
Skyvia features and usability ratings that predict user satisfaction
9.3
Has the product been a good partner in doing business?
Average: 9.1
9.3
Automation
Average: 8.9
9.3
Scalability
Average: 8.6
9.0
Auditing
Average: 8.0
Seller Details
Seller
Devart
Year Founded
1997
HQ Location
Wilmington, Delaware, USA
Twitter
@DevartSoftware
1,744 Twitter followers
LinkedIn® Page
www.linkedin.com
252 employees on LinkedIn®
MuleSoft Anypoint Platform
(714)4.5 out of 5
Optimized for quick response
View top Consulting Services for MuleSoft Anypoint Platform
Save to My Lists
  • 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
    581,047 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
581,047 Twitter followers
LinkedIn® Page
www.linkedin.com
86,064 employees on LinkedIn®
HubSpot Data Hub
(572)4.5 out of 5
Optimized for quick response
View top Consulting Services for HubSpot Data Hub
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.

    Operations Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality, ensure system integration, and streamline busines

    Users
    • CEO
    • Owner
    Industries
    • Information Technology and Services
    • Marketing and Advertising
    Market Segment
    • 67% Small-Business
    • 29% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • HubSpot Data Hub Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    112
    Automation
    87
    Data Management
    83
    Integrations
    62
    Customization
    45
    Cons
    Limitations
    55
    Learning Curve
    37
    Missing Features
    37
    Expensive
    31
    Complexity
    27
    View All Pros and Cons
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • HubSpot Data Hub features and usability ratings that predict user satisfaction
    9.1
    Has the product been a good partner in doing business?
    Average: 9.1
    8.8
    Automation
    Average: 8.9
    10.0
    Scalability
    Average: 8.6
    9.2
    Auditing
    Average: 8.0
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    HubSpot
    Company Website
    Year Founded
    2006
    HQ Location
    Cambridge, MA
    Twitter
    @HubSpot
    786,375 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    11,675 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Operations Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality, ensure system integration, and streamline busines

Users
  • CEO
  • Owner
Industries
  • Information Technology and Services
  • Marketing and Advertising
Market Segment
  • 67% Small-Business
  • 29% Mid-Market
HubSpot Data Hub Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
112
Automation
87
Data Management
83
Integrations
62
Customization
45
Cons
Limitations
55
Learning Curve
37
Missing Features
37
Expensive
31
Complexity
27
View All Pros and Cons
HubSpot Data Hub features and usability ratings that predict user satisfaction
9.1
Has the product been a good partner in doing business?
Average: 9.1
8.8
Automation
Average: 8.9
10.0
Scalability
Average: 8.6
9.2
Auditing
Average: 8.0
Seller Details
Seller
HubSpot
Company Website
Year Founded
2006
HQ Location
Cambridge, MA
Twitter
@HubSpot
786,375 Twitter followers
LinkedIn® Page
www.linkedin.com
11,675 employees on LinkedIn®
Filters
Filter
Clear Filter
More Filters
Market Segments
All Segments
Small Business
Mid Market
Enterprise
Avg. Customer Review
Language
Pricing
Data Management Strategy
Sort by
Clear All
  • Segment
Clear Filter
More Filters
Market Segments
All Segments
Small Business
Mid Market
Enterprise
Avg. Customer Review
Language
Pricing
Data Management Strategy
Sort by
Clear All
245 Listings in ETL Tools Available
  • Sort By:
    G2 Score

ETL Tools Topics

Expand/Collapse

Learn More About ETL Tools

What are ETL Tools?

ETL stands for extract, transform, and load. Organizations use this process to collect data from various sources, clean it for different applications in a staging system, and upload it to a specific database. Sometimes, organizations simply need to extract data from a platform for other uses as well. ETL tools provide a variety of functionalities to facilitate this process and mitigate issues with data management.

ETL tools work through a process of extraction, transformation and loading to help simplify the data management process. First information is extracted from internal databases, external databases, applications and systems. Next, the user converts the inputs into a more suitable format so it can be stored appropriately and easily queried and analysed later. Lastly, the polished file is typically loaded into a data warehouse or other database where it can be processed by different business intelligence software or analytics software that can be run against it at some point in the future.

ETL tools have proven to be extremely valuable to businesses when it comes to improving the quality of the information stored and analyzed by businesses. Data migration, merging, and warehousing are all important aspects of the data collection and analysis process. All these processes are greatly improved when paired with ETL tools. If they want, users can manually query information when it becomes available and store the results in a database. Alternatively, they can build their own pipeline, however, those options typically come with an additional cost.

Key Benefits of ETL Tools

  • Allow users to successfully transfer data without committing their own resources to building and maintaining a data pipeline
  • Help preserve data integrity
  • Easily scale and execute projects as they grow

Why Use ETL Tools?

ETL tools make the process of moving and manipulating data much easier; without them, employees would have to be experts in every field they use information from. Furthermore, employees would need to code all that information by hand. The typical type of data mitigation can consume copious amounts of money and resources. Additionally, it can create hours worth of additional work for developers who must constantly update those computations.

Another reason to use ETL software is the fact that creating an independent data pipeline can be extremely confusing and time consuming as the amount of information stored in a database increases.

Scalability — One reason that ETL tools should be considered in the operation of a business is that they allow for easy scaling. A successful business will grow and so will the amount of information needed for its sustainability.

Professional grade — One alternative to an ETL is for a company to create its own pipeline, but that can be problematic as the amount of information in a database increases. Pipelines need to constantly be edited and modified to handle datasets that are consistently expanding over time but also change the way information is processed. This approach can devour hours of time and is prone to human error; ETL tools save companies the time and hassle that comes with a proprietary pipeline.

Efficiency — By removing the need for constant maintenance, ETL tools improve productivity and allow developers to focus their energy on growing and managing websites or applications associated with their company.

Who Uses ETL Tools?

The main users of ETL tools tend to be ETL developers, admins, and database administrators (DBAs).

ETL developers — ETL developers are responsible for creating ETL software and implementing it within a company. They periodically update the software as needed and modify how data is processed when necessary. In addition to creating ETL systems, developers manage ETL systems to ensure they are functioning properly and efficiently.

ETL admins — ETL admins have a wide range of responsibilities including performing standard importing of data and exporting of data, reporting the health and status of databases, backing up and recovering an ETL system, fixing bugs and optimizing the ETL software, and establishing roles and permissions for users in designated databases.

Database administrators — Usually employed with larger companies, database administrators are responsible for regulating and storing information. Their duties include designing databases, migrating information, and cleaning it as needed before it’s dumped into a repository. Typically, but not always, the DBA will be responsible for extracting all data from available sources before loading it into another system. However, they will always be responsible for transforming it. When adding new information to a database, there’s usually some differences in either the format of the file or its content which needs to be adjusted to properly synchronize with the rest of the information in the target database.

Kinds of ETL Tools

ETL tools are pretty straightforward but one variation of the extract, transform, and load process is ELT.

ELT — The ELT process differs in that users load the information into the database before they start the transformation phase. This change removes the staging system from the standard ETL process. The upside to this procedure is that it allows users to store raw data. The standard ETL process requires that all information and data be restructured prior to uploading. This is beneficial when a user doesn’t have time to clean information; they can still input their information into storage where it can be reviewed and modified later.

ETL Tools' Features

This category has many different platforms to choose from, all with slightly different offerings. However, most ETL tools have the following features.

Basic ETL functions — ETL tools must be able to extract data, transform it to fit the needs of the end user, and have the functionality to load data into a data warehouse.

Cloud-based — While some ETL tools are compatible with on-site systems, it’s essential they are able to integrate with cloud-based systems. Cloud-based systems have many advantages including seamless updates and the ability for users to easily collaborate across departments.

Connectors — Connectors are tools that allow various different software sources to integrate in one place. They act as a translator between software products so that software can be placed in a common format for easy integration. This is important as ETL tools need to transform data regardless of the source. This means that even with various origins, data should be convertible with the ETL software.

Visual designer — Almost all ETL tools integrate with a visual designer which is an application that allows users to utilize drag and drop functionality to design their system. This user-friendly interface enables users to design an ETL system with little to no coding.

Archive data — It’s essential that ETL tools backup data in the event that it needs to be restored. The data can also be easily stockpiled for future analysis. This is helpful for users that work with large amounts of data, as it can be easy to lose track of important data.

Record integration data — ETL tools must record integration data for every transaction. In the event that an audit needs to take place, it’s easier for users to pull the relevant data. Additionally, this helps identify when an issue was introduced to a system.