– Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
Comparison of the Best ETL and Data Pipeline Software and Tools
ETL (Extract, Transform, Load) and data pipeline tools are critical for managing data lifecycle processes efficiently. Our analysis at BARC, based on direct user feedback and expert review, identifies the top tools that enhance data integration and real-time processing capabilities. Find out which tools can streamline your data pipelines for better insights and decision-making. Read our report on Data Warehouse and Data Vault Adoption Trends to learn about trends in data processing automation. Enhance your knowledge with a subscription to BARC+.
- User rating
Number of reviews: 22
Customer Satisfaction
★★★★★★★★★★ 7.1/10
7.1
User Experience
★★★★★★★★★★ 7.9/10
7.9
Technical Foundation
★★★★★★★★★★ 4.9/10
4.9
Business Value
★★★★★★★★★★ 8.0/10
8.0
What is One Data
End-to-end platform for the design, development and provision of data products with functions for pipelining and cataloging as well as governance, data quality and marketplace functions.
- Functions (BARC classification)
● = covered
- User rating
Number of reviews: 20
Customer Satisfaction
★★★★★★★★★★ 5.4/10
5.4
User Experience
★★★★★★★★★★ 4.0/10
4.0
Technical Foundation
★★★★★★★★★★ 4.4/10
4.4
Business Value
★★★★★★★★★★ 6.0/10
6.0
What is Qlik Data Integration
Tool suite with data management functions for connecting, preparing and providing data for analyses to support various data integration use case pattern.
- Functions (BARC classification)
– Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 50
Customer Satisfaction
★★★★★★★★★★ 8.3/10
8.3
User Experience
★★★★★★★★★★ 8.3/10
8.3
Technical Foundation
★★★★★★★★★★ 8.7/10
8.7
Business Value
★★★★★★★★★★ 7.2/10
7.2
What is Snowflake Cloud Data Platform
Multi-cloud data platform to support data warehousing, data lakes, data engineering, data science, data application development and data exchange.
- Functions (BARC classification)
● Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 19
Customer Satisfaction
★★★★★★★★★★ 8.7/10
8.7
User Experience
★★★★★★★★★★ 7.6/10
7.6
Technical Foundation
★★★★★★★★★★ 6.9/10
6.9
Business Value
★★★★★★★★★★ 9.1/10
9.1
What is TimeXtender
Data automation tool for building and operating data lakes or data warehouses with features for data pipelining, master data management, data quality, and orchestration.
- Functions (BARC classification)
– Databases & Access Engines
– Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 20
Customer Satisfaction
★★★★★★★★★★ 8.8/10
8.8
User Experience
★★★★★★★★★★ 7.3/10
7.3
Technical Foundation
★★★★★★★★★★ 6.1/10
6.1
Business Value
★★★★★★★★★★ 8.8/10
8.8
What is 2150 Datavault Builder
Tool for automating the entire development, provisioning and operating cycle of a data warehouse.
- Functions (BARC classification)
– Databases & Access Engines
– Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 19
Customer Satisfaction
★★★★★★★★★★ 9.0/10
9.0
User Experience
★★★★★★★★★★ 8.6/10
8.6
Technical Foundation
★★★★★★★★★★ 7.7/10
7.7
Business Value
★★★★★★★★★★ 9.4/10
9.4
What is AnalyticsCreator
Tool for automating the entire development, provisioning and operating cycle of a data warehouse.
- Functions (BARC classification)
– Databases & Access Engines
– Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 24
Customer Satisfaction
★★★★★★★★★★ 5.4/10
5.4
User Experience
★★★★★★★★★★ 5.8/10
5.8
Technical Foundation
★★★★★★★★★★ 7.7/10
7.7
Business Value
★★★★★★★★★★ 5.4/10
5.4
What is Databricks Data Intelligence Platform
End-to-end platform solution for data engineering & data science based on a further development of Apache Spark technology.
- Functions (BARC classification)
● Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 19
Customer Satisfaction
★★★★★★★★★★ 8.2/10
8.2
User Experience
★★★★★★★★★★ 8.7/10
8.7
Technical Foundation
★★★★★★★★★★ 7.3/10
7.3
Business Value
★★★★★★★★★★ 7.4/10
7.4
What is dbt Cloud
Development environment for creating SQL-based transformations with support for software development processes such as modularity, portability, CI/CD and documentation.
- Functions (BARC classification)
– Databases & Access Engines
– Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 21
Customer Satisfaction
★★★★★★★★★★ 4.6/10
4.6
User Experience
★★★★★★★★★★ 7.9/10
7.9
Technical Foundation
★★★★★★★★★★ 4.8/10
4.8
Business Value
★★★★★★★★★★ 5.7/10
5.7
What is Idera Wherescape
Data warehouse automation tool to support the development and operation of data warehouses, also supports cloud DWH such as Snowflake.
- Functions (BARC classification)
– Databases & Access Engines
– Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 18
Customer Satisfaction
★★★★★★★★★★ 4.1/10
4.1
User Experience
★★★★★★★★★★ 2.9/10
2.9
Technical Foundation
★★★★★★★★★★ 3.4/10
3.4
Business Value
★★★★★★★★★★ 4.8/10
4.8
What is Informatica Intelligent Data Management Cloud
Cloud-based platform based on central, AI-supported services for implementing operational and analytical data tasks, e.g. data integration, data quality, master data management, API management, data cataloging, governance and data marketplace.
- Functions (BARC classification)
– Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 19
Customer Satisfaction
★★★★★★★★★★ 6.3/10
6.3
User Experience
★★★★★★★★★★ 6.0/10
6.0
Technical Foundation
★★★★★★★★★★ 6.6/10
6.6
Business Value
★★★★★★★★★★ 5.5/10
5.5
What is Microsoft Data Fabric
A unified platform that enables data integration, analysis, and management in the Azure cloud by integrating various Azure data services such as Power BI, Synapse, and Data Lake.
- Functions (BARC classification)
● Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 20
Customer Satisfaction
★★★★★★★★★★ 3.8/10
3.8
User Experience
★★★★★★★★★★ 2.9/10
2.9
Technical Foundation
★★★★★★★★★★ 3.4/10
3.4
Business Value
★★★★★★★★★★ 4.8/10
4.8
What is SAP Datasphere
Cloud-based data platform for building a business data fabric that enables simple, standardized access to SAP data and integration with non-SAP data for both technical and business users.
- Functions (BARC classification)
● Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
– Data Operations
● Data Pipelining and Data Quality
● = covered
- User rating
Number of reviews: 18
Customer Satisfaction
★★★★★★★★★★ 3.1/10
3.1
User Experience
★★★★★★★★★★ 3.5/10
3.5
Technical Foundation
★★★★★★★★★★ 5.9/10
5.9
Business Value
★★★★★★★★★★ 4.2/10
4.2
What is Talend Data Fabric
Platform for data and application integration with functions for data integration, streaming, data preparation, data quality, data cataloging, data intelligence and API management.
- Functions (BARC classification)
– Databases & Access Engines
● Data Intelligence, Data Catalogs and Marketplaces
● Data Operations
● Data Pipelining and Data Quality
● = covered
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