emoji_events Best Etl

Top-rated etl ranked by our AI-powered scoring system.

25
Products Ranked
7.5
Avg Score
8.8
Top Score
Summary: The best etl in 2026 is Pentaho Data Integration with a score of 8.8/10, followed by Microsoft Certified: Azure Data Engineer Associate (8.7) and Alteryx Designer (8.7). This ranking is based on Lunoo's AI-powered scoring system which evaluates 25 etl across quality, features, user satisfaction, and value. Rankings are updated daily.

table_chart Top 5 at a Glance

Rank Name Score Price Best For
#1 Pentaho Data Integration 8.8 Ideal for data professionals working on complex ETL projects... Visit
#2 Microsoft Certified: Azure Data Engineer Associate 8.7 Visit
#3 Alteryx Designer 8.7 Visit
#4 CloudFusion 8.6 Free / $29/mo Ideal for businesses requiring robust data integration and t... Visit
#5 Talend 8.6 Ideal for organizations seeking robust HR software with comp... Visit

leaderboard Full Etl Rankings

Best 1 Pentaho Data Integration
Pentaho Data Integration

Pentaho Data Integration, often referred to as Kettle, is a popular open-source ETL tool known for its user-friendly graphical interface (Spoon). It allows users to visually design data transformation...

8.8 Very Good
Visit
2 Microsoft Certified: Azure Data Engineer Associate
Microsoft Certified: Azure Data Engineer Associate

This certification validates skills in designing and implementing data processing and storage solutions on Azure. It covers topics like data ingestion, transformation, storage, and analysis using Azur...

8.7 Very Good
Visit
3 Alteryx Designer
Alteryx Designer

Alteryx Designer is the industry-standard desktop tool for business analysts who need to prepare and blend data from multiple sources without writing code. Its intuitive drag-and-drop interface allows...

8.7 Very Good
Visit
4 CloudFusion
CloudFusion
Free Plan Available From $29/mo

CloudFusion is a cloud-based data integration and ETL (Extract, Transform, Load) platform that helps organizations integrate and manage their data. It offers powerful tools for data transformation and...

8.6 Very Good
Visit
5 Talend
Talend

Talend, now part of Qlik, provides a robust data fabric platform that excels in data integration, data integrity, and application integration. It is highly versatile, supporting everything from batch...

8.6 Very Good
Visit
6 Hevo Data
Hevo Data

Hevo Data is a user-friendly, no-code data pipeline platform that simplifies the process of moving data from various sources into a data warehouse. It is known for its intuitive UI and quick setup, ma...

8.5 Very Good
Visit
7 Stitch
Stitch

Stitch, owned by Talend/Qlik, is a simple, cloud-based ETL service designed for developers. It focuses on moving data from SaaS applications and databases into data warehouses with minimal friction. S...

8.4 Very Good
Visit
8 Azure Data Factory (Data Flows)
Azure Data Factory (Data Flows)

Azure Data Factory (ADF) is a cloud-based data integration service that allows users to create data-driven workflows for orchestrating and automating data movement and transformation. Its 'Mapping Dat...

8.2 Very Good
Visit
9 Fivetran
Fivetran

Fivetran is the leading automated data integration platform, designed to move data from various sources into a cloud data warehouse with minimal effort. It offers hundreds of pre-built connectors that...

8.1 Very Good
Visit
10 AWS Glue Data Catalog
AWS Glue Data Catalog

AWS Glue Data Catalog is a central repository for metadata in the AWS ecosystem. It is primarily used to manage schemas for data lakes and ETL jobs. While it is not a full-featured data governance pla...

8.0 Very Good
Visit
11 Matillion
Matillion

Matillion is a cloud-native data integration and transformation platform designed specifically for modern cloud data warehouses like Snowflake, Redshift, and BigQuery. It provides a visual, low-code i...

7.9 Good
Visit
12 Knowage
Knowage

Knowage is an open-source BI platform offering data integration, reporting, and analytics capabilities. It features a modular architecture, allowing users to customize the platform to meet specific ne...

7.7 Good
Visit
13 The Data Warehouse Toolkit
The Data Warehouse Toolkit

Ralph Kimball and Margy Ross's book is a classic guide to data warehousing. It covers topics such as dimensional modeling, ETL processes, and star schema design. While focused on data warehousing, the...

7.6 Good
Visit
14 SpagoBI
SpagoBI

SpagoBI is an open-source BI suite that provides a comprehensive set of tools for data integration, reporting, and analytics. It includes a semantic layer for defining business metrics and dimensions....

7.5 Good
Visit
15 AWS Glue
AWS Glue
Free Plan Available From Free with usage limits or N/A for detailed pricing

AWS Glue is a fully managed, serverless ETL service that makes it easy to prepare and load data for analytics. It automatically discovers data, creates schemas, and generates ETL code. Glue is deeply...

7.4 Good
Visit
16 KNIME
KNIME

KNIME is a powerful open-source platform for data analytics and machine learning. It uses a unique visual programming interface where users build 'workflows' by connecting nodes, making it highly intu...

7.2 Good
Visit
17 Logstash
Logstash

Logstash is the data collection and processing engine of the Elastic Stack. It is a powerful ETL (Extract, Transform, Load) tool that can ingest data from virtually any source, parse it, and send it t...

7.2 Good
Visit
18 Azure Data Factory
Azure Data Factory

Azure Data Factory (ADF) is a cloud-based data integration service that allows you to create data-driven workflows for orchestrating data movement and transforming data at scale. It provides a visual...

7.1 Good
Visit
19 Airbyte
Airbyte

Airbyte is the leading open-source data integration platform, providing a highly extensible framework for moving data. It allows users to build custom connectors using a standardized SDK, making it pe...

6.9 Fair
Visit
20 Talend Cloud
Talend Cloud
Free Plan Available From $10/mo

Talend Cloud is a cloud-based platform for data integration and management, offering tools for ETL (Extract, Transform, Load) processes. It supports various data sources and destinations, making it su...

6.9 Fair
Visit
21 Pentaho Community Edition
Pentaho Community Edition

Pentaho Community Edition is a free, open-source BI platform that includes ETL (Extract, Transform, Load) capabilities, data mining, and reporting tools. While powerful, it has a steeper learning curv...

6.8 Fair
Visit
22 KNIME Analytics Platform
KNIME Analytics Platform

Knime is a powerful, open-source platform for data analytics and preparation that uses a unique node-based visual workflow interface. Users can drag and drop 'nodes' to perform data cleaning, transfor...

6.3 Fair
Visit
23 Trifacta Wrangler
Trifacta Wrangler
Free Plan Available From $50/user/month

Trifacta Wrangler is a data wrangling platform that uses machine learning to suggest data transformations. It aims to simplify the data preparation process for users of all skill levels. While innovat...

5.8 Average
Visit
24 Pentaho
Pentaho
Free Plan Available

Pentaho is a long-standing business intelligence and data integration platform. Its ETL (Extract, Transform, Load) tool, Pentaho Data Integration (PDI), is widely used for cleaning and moving data acr...

5.3 Average
Visit
25 Talend Open Studio for Big Data
Talend Open Studio for Big Data
Free Plan Available

Talend Open Studio for Big Data is a free, open-source platform that provides tools for ETL processes and big data processing. It offers a graphical interface for designing and executing data integrat...

5.0 Average
Visit

help Frequently Asked Questions

What is the best Etl in 2026?
According to our AI-powered rankings, Pentaho Data Integration is currently rated as the best Etl with a score of 8.8/10. Other top-rated options include Pentaho Data Integration, Microsoft Certified: Azure Data Engineer Associate, Alteryx Designer.
How are these Etl ranked?
Our rankings use an AI-powered scoring system that analyzes features, user reviews, expert opinions, market presence, and value for money. Each Etl receives an objective score from 0 to 10.
How often are the rankings updated?
Our rankings are updated continuously as new data becomes available. Scores are recalculated regularly to ensure you always see the most current and accurate ratings.
What are the top 5 Etl in 2026?
The top 5 Etl in 2026 are: Pentaho Data Integration, Microsoft Certified: Azure Data Engineer Associate, Alteryx Designer, CloudFusion, Talend. These are ranked by our AI-powered scoring system based on features, quality, and user satisfaction.
How many Etl are ranked on Lunoo?
Lunoo currently ranks 25 Etl. New options are added and scored regularly.
Which Etl has the highest score?
Pentaho Data Integration currently holds the highest score at 8.8/10 in our Etl rankings.
Is Pentaho Data Integration worth it?
Pentaho Data Integration scores 8.8/10, making it one of the highest-rated Etl available. Its strong rating reflects excellent performance across our evaluation criteria.
What should I look for when choosing a Etl?
Key factors include your specific use case, budget, features offered, ease of use, and long-term value. Our scoring system evaluates these factors objectively. Compare the top options above to find the best fit.
Are there any free Etl options?
Some Etl offer free plans or trials. Check each option's website for current pricing. Our rankings focus on overall quality regardless of price point.
What is the difference between top-rated Etl?
While Pentaho Data Integration and Microsoft Certified: Azure Data Engineer Associate are both highly rated, they differ in features, pricing, and target audience. Use our comparison tool to see detailed side-by-side differences.
Can I compare Etl on Lunoo?
Yes! Lunoo offers a detailed comparison tool. Click the compare icon on any two items to see a side-by-side analysis of scores, features, pros, and cons.
How accurate are Lunoo's Etl rankings?
Our AI-powered scoring system is calibrated against established ground truth sources and continuously improved. We analyze features, expert reviews, user feedback, and market data to provide the most objective rankings possible.

science How We Rank

Every etl is scored across 12 weighted criteria from hundreds of verified sources:

  • Features & Capabilities - Comprehensive analysis of what each option offers
  • User Reviews - Aggregated feedback from real users across platforms
  • Expert Opinions - Professional reviews and industry recognition
  • Value for Money - Cost-effectiveness relative to features
  • Reliability & Support - Track record and customer service quality

Rankings are updated continuously as new information becomes available.

Disclosure: Some links on this page may be affiliate links. If you make a purchase through these links, we may earn a small commission at no extra cost to you. This does not influence our rankings — all scores are determined by our independent AI-powered evaluation system.

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