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Best ETL Tools

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

Best ETL Tools At A Glance

Leader:
Google Cloud BigQuery
Google Cloud BigQuery
Highest Performer:
5X
5X
Best Contender:
IBM StreamSets
IBM StreamSets
Most Niche:
Adverity
Adverity
Most Trending:
Portable
Portable
Show LessShow More
Best Contender:
IBM StreamSets
IBM StreamSets
Most Niche:
Adverity
Adverity
Most Trending:
Portable
Portable

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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227 Listings in ETL Tools Available
Google Cloud BigQuery
(1,121)4.5 out of 5
8th Easiest To Use in ETL Tools software
View top Consulting Services for Google Cloud BigQuery
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    • 38% Enterprise
    • 32% 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
    297
    Fast Querying
    163
    Speed
    163
    Querying
    154
    Scalability
    139
    Cons
    Expensive
    135
    Query Issues
    127
    Learning Curve
    86
    Cost Management
    74
    Cost Issues
    71
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Google Cloud BigQuery features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Automation
    Average: 8.9
    9.2
    Scalability
    Average: 8.6
    8.1
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Google
    Company Website
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    32,687,682 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    301,875 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
  • 38% Enterprise
  • 32% 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
297
Fast Querying
163
Speed
163
Querying
154
Scalability
139
Cons
Expensive
135
Query Issues
127
Learning Curve
86
Cost Management
74
Cost Issues
71
Google Cloud BigQuery features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.0
8.8
Automation
Average: 8.9
9.2
Scalability
Average: 8.6
8.1
Auditing
Average: 8.1
Seller Details
Seller
Google
Company Website
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
32,687,682 Twitter followers
LinkedIn® Page
www.linkedin.com
301,875 employees on LinkedIn®
Databricks Data Intelligence Platform
(424)4.6 out of 5
Optimized for quick response
3rd Easiest To Use in ETL Tools software
View top Consulting Services for Databricks Data Intelligence Platform
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 10,000 organizations worldwide — including Block, Comcast, Conde Nast, Rivian, and Shell, and over 60% of the Fortune 500 — rely on the Databricks Data

    Users
    • Data Engineer
    • Data Scientist
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 46% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Databricks Data Intelligence 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
    191
    Features
    183
    Integrations
    115
    Data Management
    100
    Easy Integrations
    98
    Cons
    Learning Curve
    58
    Steep Learning Curve
    55
    Expensive
    54
    Missing Features
    52
    Performance Issues
    39
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Databricks Data Intelligence Platform features and usability ratings that predict user satisfaction
    8.6
    Has the product been a good partner in doing business?
    Average: 9.0
    8.9
    Automation
    Average: 8.9
    9.1
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Databricks Inc.
    Company Website
    Year Founded
    1999
    HQ Location
    San Francisco, CA
    Twitter
    @databricks
    77,174 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    9,769 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 10,000 organizations worldwide — including Block, Comcast, Conde Nast, Rivian, and Shell, and over 60% of the Fortune 500 — rely on the Databricks Data

Users
  • Data Engineer
  • Data Scientist
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 46% Enterprise
  • 36% Mid-Market
Databricks Data Intelligence 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
191
Features
183
Integrations
115
Data Management
100
Easy Integrations
98
Cons
Learning Curve
58
Steep Learning Curve
55
Expensive
54
Missing Features
52
Performance Issues
39
Databricks Data Intelligence Platform features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
8.9
Automation
Average: 8.9
9.1
Scalability
Average: 8.6
8.3
Auditing
Average: 8.1
Seller Details
Seller
Databricks Inc.
Company Website
Year Founded
1999
HQ Location
San Francisco, CA
Twitter
@databricks
77,174 Twitter followers
LinkedIn® Page
www.linkedin.com
9,769 employees on LinkedIn®

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SnapLogic Intelligent Integration Platform (IIP)
(312)4.3 out of 5
Optimized for quick response
15th Easiest To Use in ETL Tools software
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
    • 49% Enterprise
    • 34% 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
    110
    Integrations
    69
    Easy Integrations
    68
    User Interface
    47
    Data Integration
    44
    Cons
    Performance Issues
    30
    Complexity
    23
    Poor UI
    22
    Learning Curve
    21
    Poor User Interface
    21
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • SnapLogic Intelligent Integration Platform (IIP) features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.0
    8.6
    Automation
    Average: 8.9
    8.4
    Scalability
    Average: 8.6
    8.0
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    SnapLogic
    Company Website
    Year Founded
    2006
    HQ Location
    San Mateo, CA
    Twitter
    @SnapLogic
    7,514 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    364 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
  • 49% Enterprise
  • 34% 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
110
Integrations
69
Easy Integrations
68
User Interface
47
Data Integration
44
Cons
Performance Issues
30
Complexity
23
Poor UI
22
Learning Curve
21
Poor User Interface
21
SnapLogic Intelligent Integration Platform (IIP) features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.0
8.6
Automation
Average: 8.9
8.4
Scalability
Average: 8.6
8.0
Auditing
Average: 8.1
Seller Details
Seller
SnapLogic
Company Website
Year Founded
2006
HQ Location
San Mateo, CA
Twitter
@SnapLogic
7,514 Twitter followers
LinkedIn® Page
www.linkedin.com
364 employees on LinkedIn®
Workato
(524)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 leading Integration and Automation Platform. Recognized as a leader, Workato enables both business and IT teams to integrate their apps and automate business workflows without compromis

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 43% Mid-Market
    • 37% 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 an automation and integration platform designed to simplify complex workflows across multiple applications, with a user-friendly interface and powerful capabilities.
    • Reviewers appreciate the platform's ease of use, extensive library of pre-built connectors, and responsive customer support, which enables seamless integration with a wide range of applications and services.
    • Users reported challenges with the platform's pricing structure, occasional delays in data syncing during peak times, and a steep learning curve for beginners.
  • 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
    193
    Integrations
    115
    Customer Support
    100
    Easy Integrations
    97
    Automation
    85
    Cons
    Expensive
    43
    Data Limitations
    37
    Missing Features
    33
    Learning Curve
    29
    Limitations
    26
  • 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: 9.0
    9.1
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Workato
    Company Website
    Year Founded
    2013
    HQ Location
    Mountain View, California
    Twitter
    @Workato
    3,377 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,045 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Workato is the leading Integration and Automation Platform. Recognized as a leader, Workato enables both business and IT teams to integrate their apps and automate business workflows without compromis

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 43% Mid-Market
  • 37% 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 an automation and integration platform designed to simplify complex workflows across multiple applications, with a user-friendly interface and powerful capabilities.
  • Reviewers appreciate the platform's ease of use, extensive library of pre-built connectors, and responsive customer support, which enables seamless integration with a wide range of applications and services.
  • Users reported challenges with the platform's pricing structure, occasional delays in data syncing during peak times, and a steep learning curve for beginners.
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
193
Integrations
115
Customer Support
100
Easy Integrations
97
Automation
85
Cons
Expensive
43
Data Limitations
37
Missing Features
33
Learning Curve
29
Limitations
26
Workato features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.0
9.1
Automation
Average: 8.9
8.9
Scalability
Average: 8.6
8.3
Auditing
Average: 8.1
Seller Details
Seller
Workato
Company Website
Year Founded
2013
HQ Location
Mountain View, California
Twitter
@Workato
3,377 Twitter followers
LinkedIn® Page
www.linkedin.com
1,045 employees on LinkedIn®
Domo
(832)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
    • 50% 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 platform that provides data integration, analytics features, and visualization tools for business reporting and decision-making.
    • Reviewers appreciate Domo's seamless data integration from multiple sources, powerful analytics features, and the ability to create visual dashboards that provide real-time insights.
    • Reviewers mentioned that Domo has a steep learning curve for new users, some advanced features can be complex to navigate, and the pricing can be high for smaller teams or businesses.
  • 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
    139
    Data Visualization
    72
    Easy Integrations
    59
    Integrations
    54
    Insights
    52
    Cons
    Learning Curve
    49
    Data Management Issues
    33
    Missing Features
    33
    Expensive
    26
    Limited Customization
    22
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Domo features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.0
    7.2
    Automation
    Average: 8.9
    5.0
    Scalability
    Average: 8.6
    6.1
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Domo
    Company Website
    Year Founded
    2010
    HQ Location
    American Fork, UT
    Twitter
    @Domotalk
    65,727 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,263 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
  • 50% 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 platform that provides data integration, analytics features, and visualization tools for business reporting and decision-making.
  • Reviewers appreciate Domo's seamless data integration from multiple sources, powerful analytics features, and the ability to create visual dashboards that provide real-time insights.
  • Reviewers mentioned that Domo has a steep learning curve for new users, some advanced features can be complex to navigate, and the pricing can be high for smaller teams or businesses.
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
139
Data Visualization
72
Easy Integrations
59
Integrations
54
Insights
52
Cons
Learning Curve
49
Data Management Issues
33
Missing Features
33
Expensive
26
Limited Customization
22
Domo features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.0
7.2
Automation
Average: 8.9
5.0
Scalability
Average: 8.6
6.1
Auditing
Average: 8.1
Seller Details
Seller
Domo
Company Website
Year Founded
2010
HQ Location
American Fork, UT
Twitter
@Domotalk
65,727 Twitter followers
LinkedIn® Page
www.linkedin.com
1,263 employees on LinkedIn®
AWS Glue
(194)4.3 out of 5
View top Consulting Services for AWS Glue
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    AWS Glue is a serverless data integration service that makes it easier for analytics users to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and app

    Users
    • Data Engineer
    • DevOps Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 48% Enterprise
    • 28% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • AWS Glue Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    15
    Easy Integrations
    9
    Data Integration
    8
    Integrations
    8
    Simple
    8
    Cons
    Feature Limitations
    7
    Limited Functionality
    6
    Complexity
    4
    Data Limitations
    4
    Missing Features
    4
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • AWS Glue features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.0
    8.7
    Automation
    Average: 8.9
    8.8
    Scalability
    Average: 8.6
    8.7
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Amazon Web Services (AWS)
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,233,647 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    136,383 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

AWS Glue is a serverless data integration service that makes it easier for analytics users to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning, and app

Users
  • Data Engineer
  • DevOps Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 48% Enterprise
  • 28% Mid-Market
AWS Glue Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
15
Easy Integrations
9
Data Integration
8
Integrations
8
Simple
8
Cons
Feature Limitations
7
Limited Functionality
6
Complexity
4
Data Limitations
4
Missing Features
4
AWS Glue features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.0
8.7
Automation
Average: 8.9
8.8
Scalability
Average: 8.6
8.7
Auditing
Average: 8.1
Seller Details
Seller
Amazon Web Services (AWS)
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,233,647 Twitter followers
LinkedIn® Page
www.linkedin.com
136,383 employees on LinkedIn®
Ownership
NASDAQ: AMZN
Read AWS Glue Reviews
Azure Data Factory
(82)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 service designed to allow developers to integrate disparate data sources. It provides access to on-premises data in SQL Server and cloud data in Azure Storage (Blob and T

    Users
    • Data Engineer
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 61% Enterprise
    • 30% 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
    13
    Data Integration
    10
    User Interface
    8
    Integrations
    7
    Connectors
    6
    Cons
    Feature Limitations
    6
    Connectivity Issues
    4
    Limited Connectors
    3
    Data Limitations
    2
    Data Management
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Azure Data Factory features and usability ratings that predict user satisfaction
    9.4
    Has the product been a good partner in doing business?
    Average: 9.0
    9.2
    Automation
    Average: 8.9
    9.3
    Scalability
    Average: 8.6
    8.5
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    14,060,532 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    238,990 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 service designed to allow developers to integrate disparate data sources. It provides access to on-premises data in SQL Server and cloud data in Azure Storage (Blob and T

Users
  • Data Engineer
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 61% Enterprise
  • 30% 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
13
Data Integration
10
User Interface
8
Integrations
7
Connectors
6
Cons
Feature Limitations
6
Connectivity Issues
4
Limited Connectors
3
Data Limitations
2
Data Management
2
Azure Data Factory features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.0
9.2
Automation
Average: 8.9
9.3
Scalability
Average: 8.6
8.5
Auditing
Average: 8.1
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
14,060,532 Twitter followers
LinkedIn® Page
www.linkedin.com
238,990 employees on LinkedIn®
Ownership
MSFT
Read Azure Data Factory Reviews
5X
(62)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 all-in-one data platform. We give you everything you need to centralize, clean, model, and analyze your data. The customer feedback we get most often is, "This is self-explanatory," and "It'

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 56% Mid-Market
    • 37% 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
    44
    Customer Support
    35
    Features
    20
    Cost-Effective
    14
    User Interface
    14
    Cons
    Feature Limitations
    5
    Missing Features
    3
    Limited Customization
    2
    Poor Customer Support
    2
    Poor User Interface
    2
  • 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: 9.0
    9.4
    Automation
    Average: 8.9
    9.6
    Scalability
    Average: 8.6
    9.3
    Auditing
    Average: 8.1
  • 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
    110 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

5X is an all-in-one data platform. We give you everything you need to centralize, clean, model, and analyze your data. The customer feedback we get most often is, "This is self-explanatory," and "It'

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 56% Mid-Market
  • 37% 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
44
Customer Support
35
Features
20
Cost-Effective
14
User Interface
14
Cons
Feature Limitations
5
Missing Features
3
Limited Customization
2
Poor Customer Support
2
Poor User Interface
2
5X features and usability ratings that predict user satisfaction
9.8
Has the product been a good partner in doing business?
Average: 9.0
9.4
Automation
Average: 8.9
9.6
Scalability
Average: 8.6
9.3
Auditing
Average: 8.1
Seller Details
Seller
5X
Company Website
Year Founded
2020
HQ Location
San Francisco
Twitter
@DataWith5x
49 Twitter followers
LinkedIn® Page
www.linkedin.com
110 employees on LinkedIn®
Hevo Data
(257)4.4 out of 5
12th 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.

    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
    • Financial Services
    Market Segment
    • 51% 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
    38
    Customer Support
    30
    Easy Integrations
    19
    Implementation Ease
    17
    Features
    16
    Cons
    Expensive
    11
    Data Inaccuracy
    9
    Limitations
    9
    Pipeline Issues
    9
    Pricing Issues
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Hevo Data features and usability ratings that predict user satisfaction
    8.8
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Automation
    Average: 8.9
    8.5
    Scalability
    Average: 8.6
    8.1
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Hevo Data
    Year Founded
    2017
    HQ Location
    San Francisco, California
    Twitter
    @HevoData
    836 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    242 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
  • Financial Services
Market Segment
  • 51% 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
38
Customer Support
30
Easy Integrations
19
Implementation Ease
17
Features
16
Cons
Expensive
11
Data Inaccuracy
9
Limitations
9
Pipeline Issues
9
Pricing Issues
8
Hevo Data features and usability ratings that predict user satisfaction
8.8
Has the product been a good partner in doing business?
Average: 9.0
8.8
Automation
Average: 8.9
8.5
Scalability
Average: 8.6
8.1
Auditing
Average: 8.1
Seller Details
Seller
Hevo Data
Year Founded
2017
HQ Location
San Francisco, California
Twitter
@HevoData
836 Twitter followers
LinkedIn® Page
www.linkedin.com
242 employees on LinkedIn®
Read Hevo Data Reviews
Fivetran
(412)4.2 out of 5
Optimized for quick response
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    • 57% Mid-Market
    • 32% 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
    33
    Connectors Quantity
    17
    Easy Setup
    17
    Easy Integrations
    16
    Connectors Variety
    15
    Cons
    Expensive
    17
    Limited Connectors
    11
    Pricing Issues
    10
    Data Limitations
    9
    Faulty Connectors
    9
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Fivetran features and usability ratings that predict user satisfaction
    8.2
    Has the product been a good partner in doing business?
    Average: 9.0
    8.9
    Automation
    Average: 8.9
    8.6
    Scalability
    Average: 8.6
    7.1
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Fivetran
    Company Website
    Year Founded
    2012
    HQ Location
    Oakland, CA
    Twitter
    @fivetran
    5,477 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,339 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
  • 57% Mid-Market
  • 32% 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
33
Connectors Quantity
17
Easy Setup
17
Easy Integrations
16
Connectors Variety
15
Cons
Expensive
17
Limited Connectors
11
Pricing Issues
10
Data Limitations
9
Faulty Connectors
9
Fivetran features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.0
8.9
Automation
Average: 8.9
8.6
Scalability
Average: 8.6
7.1
Auditing
Average: 8.1
Seller Details
Seller
Fivetran
Company Website
Year Founded
2012
HQ Location
Oakland, CA
Twitter
@fivetran
5,477 Twitter followers
LinkedIn® Page
www.linkedin.com
1,339 employees on LinkedIn®
Clarisights
(62)4.9 out of 5
2nd Easiest To Use in ETL Tools software
Save to My Lists
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Clarisights is the leading marketing analytics platform for Enterprises. Connect, visualize and explore all your marketing data in one place. Go from a cross-channel overview to in-depth campaign deep

    Users
    No information available
    Industries
    • Apparel & Fashion
    • Consumer Goods
    Market Segment
    • 81% Enterprise
    • 16% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • Clarisights 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
    50
    Helpful
    34
    Reporting
    34
    Customer Support
    30
    Analytics
    28
    Cons
    Time Delays
    6
    Lack of Information
    5
    Learning Curve
    5
    Error Handling
    3
    Limitations
    3
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Clarisights features and usability ratings that predict user satisfaction
    9.5
    Has the product been a good partner in doing business?
    Average: 9.0
    9.8
    Automation
    Average: 8.9
    9.7
    Scalability
    Average: 8.6
    9.9
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Clarisights
    Company Website
    Year Founded
    2018
    HQ Location
    Lewes, US
    Twitter
    @Clarisights
    1,123 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    53 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Clarisights is the leading marketing analytics platform for Enterprises. Connect, visualize and explore all your marketing data in one place. Go from a cross-channel overview to in-depth campaign deep

Users
No information available
Industries
  • Apparel & Fashion
  • Consumer Goods
Market Segment
  • 81% Enterprise
  • 16% Mid-Market
Clarisights 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
50
Helpful
34
Reporting
34
Customer Support
30
Analytics
28
Cons
Time Delays
6
Lack of Information
5
Learning Curve
5
Error Handling
3
Limitations
3
Clarisights features and usability ratings that predict user satisfaction
9.5
Has the product been a good partner in doing business?
Average: 9.0
9.8
Automation
Average: 8.9
9.7
Scalability
Average: 8.6
9.9
Auditing
Average: 8.1
Seller Details
Seller
Clarisights
Company Website
Year Founded
2018
HQ Location
Lewes, US
Twitter
@Clarisights
1,123 Twitter followers
LinkedIn® Page
www.linkedin.com
53 employees on LinkedIn®
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Rivery
(120)4.7 out of 5
6th Easiest To Use in ETL Tools software
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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
    • Rivery 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
    Intuitive
    18
    User Interface
    17
    Integrations
    15
    Easy Integrations
    14
    Cons
    Lacking Features
    6
    Learning Curve
    4
    Learning Difficulty
    4
    Data Management
    3
    Difficult Learning
    3
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • Rivery features and usability ratings that predict user satisfaction
    9.6
    Has the product been a good partner in doing business?
    Average: 9.0
    9.5
    Automation
    Average: 8.9
    9.3
    Scalability
    Average: 8.6
    8.8
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Rivery Technology
    Year Founded
    2017
    HQ Location
    New York, New York
    Twitter
    @RiveryData
    1,516 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    94 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
Rivery 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
Intuitive
18
User Interface
17
Integrations
15
Easy Integrations
14
Cons
Lacking Features
6
Learning Curve
4
Learning Difficulty
4
Data Management
3
Difficult Learning
3
Rivery features and usability ratings that predict user satisfaction
9.6
Has the product been a good partner in doing business?
Average: 9.0
9.5
Automation
Average: 8.9
9.3
Scalability
Average: 8.6
8.8
Auditing
Average: 8.1
Seller Details
Seller
Rivery Technology
Year Founded
2017
HQ Location
New York, New York
Twitter
@RiveryData
1,516 Twitter followers
LinkedIn® Page
www.linkedin.com
94 employees on LinkedIn®
Read Rivery Reviews
Singular
(401)4.5 out of 5
Optimized for quick response
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    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
    • Data Analyst
    Industries
    • Computer Games
    • Entertainment
    Market Segment
    • 53% Mid-Market
    • 26% 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
    106
    Ease of Use
    70
    Helpful
    50
    Integrations
    44
    Data Management
    43
    Cons
    Limited Features
    20
    Integration Issues
    17
    Lack of Information
    17
    Poor Customer Support
    17
    Poor Interface Design
    17
  • 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: 9.0
    8.9
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.4
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Singular
    Company Website
    Year Founded
    2014
    HQ Location
    Palo Alto, California
    Twitter
    @TweetSingular
    1,256 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    309 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
  • Data Analyst
Industries
  • Computer Games
  • Entertainment
Market Segment
  • 53% Mid-Market
  • 26% 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
106
Ease of Use
70
Helpful
50
Integrations
44
Data Management
43
Cons
Limited Features
20
Integration Issues
17
Lack of Information
17
Poor Customer Support
17
Poor Interface Design
17
Singular features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
8.9
Automation
Average: 8.9
8.9
Scalability
Average: 8.6
8.4
Auditing
Average: 8.1
Seller Details
Seller
Singular
Company Website
Year Founded
2014
HQ Location
Palo Alto, California
Twitter
@TweetSingular
1,256 Twitter followers
LinkedIn® Page
www.linkedin.com
309 employees on LinkedIn®
Get a quote
TimeXtender
(143)4.3 out of 5
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  • Overview
    Expand/Collapse Overview
    • Product Description
    How are these determined?Information
    This description is provided by the seller.

    TimeXtender is a Danish software company founded in 2006, dedicated to simplifying and accelerating data management. With over 3,000 global customers, TimeXtender offers a comprehensive suite of pro

    Users
    • Data Analyst
    • Business Intelligence Consultant
    Industries
    • Information Technology and Services
    • Consulting
    Market Segment
    • 45% Mid-Market
    • 34% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
    • TimeXtender 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
    Customer Support
    22
    Automation
    19
    Drag
    14
    Simple
    14
    Cons
    Limitations
    11
    Data Management
    10
    Steep Learning Curve
    9
    Learning Curve
    8
    Poor Documentation
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • TimeXtender features and usability ratings that predict user satisfaction
    9.0
    Has the product been a good partner in doing business?
    Average: 9.0
    8.6
    Automation
    Average: 8.9
    8.2
    Scalability
    Average: 8.6
    7.5
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    TimeXtender
    Company Website
    Year Founded
    2006
    HQ Location
    Aarhus, Denmark
    Twitter
    @TimeXtender
    18,061 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    90 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

TimeXtender is a Danish software company founded in 2006, dedicated to simplifying and accelerating data management. With over 3,000 global customers, TimeXtender offers a comprehensive suite of pro

Users
  • Data Analyst
  • Business Intelligence Consultant
Industries
  • Information Technology and Services
  • Consulting
Market Segment
  • 45% Mid-Market
  • 34% Small-Business
TimeXtender 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
Customer Support
22
Automation
19
Drag
14
Simple
14
Cons
Limitations
11
Data Management
10
Steep Learning Curve
9
Learning Curve
8
Poor Documentation
8
TimeXtender features and usability ratings that predict user satisfaction
9.0
Has the product been a good partner in doing business?
Average: 9.0
8.6
Automation
Average: 8.9
8.2
Scalability
Average: 8.6
7.5
Auditing
Average: 8.1
Seller Details
Seller
TimeXtender
Company Website
Year Founded
2006
HQ Location
Aarhus, Denmark
Twitter
@TimeXtender
18,061 Twitter followers
LinkedIn® Page
www.linkedin.com
90 employees on LinkedIn®
MuleSoft Anypoint Platform
(700)4.4 out of 5
Optimized for quick response
View top Consulting Services for MuleSoft Anypoint Platform
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  • 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 Consultant
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 58% Enterprise
    • 30% 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 is a tool for integrating applications, data, and devices, with capabilities such as transformation using xml, json and java, and deployment on cloudhub.
    • Reviewers appreciate the wide range of connectors, the ease of integration with systems like Salesforce, and the user-friendly interface that simplifies complex integrations and saves time.
    • Users experienced challenges with the high cost, complex implementation, confusing user interface, performance issues with large-scale integrations, and difficulties in setting up the platform and using it for the first time.
  • 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
    79
    Integration Capabilities
    71
    Integrations
    70
    API Management
    68
    Easy Integrations
    68
    Cons
    Expensive
    42
    Pricing Issues
    29
    Learning Curve
    23
    Learning Difficulty
    23
    Steep Learning Curve
    20
  • User Satisfaction
    Expand/Collapse User Satisfaction
    • MuleSoft Anypoint Platform features and usability ratings that predict user satisfaction
    8.7
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Automation
    Average: 8.9
    8.9
    Scalability
    Average: 8.6
    8.3
    Auditing
    Average: 8.1
  • Seller Details
    Expand/Collapse Seller Details
    • Seller Details
    Seller
    Salesforce
    Company Website
    Year Founded
    1999
    HQ Location
    San Francisco, CA
    Twitter
    @salesforce
    583,077 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    78,543 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 Consultant
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 58% Enterprise
  • 30% 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 is a tool for integrating applications, data, and devices, with capabilities such as transformation using xml, json and java, and deployment on cloudhub.
  • Reviewers appreciate the wide range of connectors, the ease of integration with systems like Salesforce, and the user-friendly interface that simplifies complex integrations and saves time.
  • Users experienced challenges with the high cost, complex implementation, confusing user interface, performance issues with large-scale integrations, and difficulties in setting up the platform and using it for the first time.
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
79
Integration Capabilities
71
Integrations
70
API Management
68
Easy Integrations
68
Cons
Expensive
42
Pricing Issues
29
Learning Curve
23
Learning Difficulty
23
Steep Learning Curve
20
MuleSoft Anypoint Platform features and usability ratings that predict user satisfaction
8.7
Has the product been a good partner in doing business?
Average: 9.0
8.8
Automation
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ETL Tools Topics

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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.

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