Best ETL Tools - Page 2
This page was last updated on March 17, 2026.
ETL (extract, transform, and load) tools transfer data between databases and external systems, supporting data replication, warehousing, analytics, data cleansing, and structuring, and increasingly support ELT workflows where transformation occurs within the target system rather than before loading.
Core Capabilities of ETL Tools
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
Common Use Cases for ETL Tools
Data engineering and analytics teams use ETL tools to move and prepare data for reporting, analysis, and business intelligence. Common use cases include:
- Replicating data from source systems into data warehouses for centralized analytics
- Cleansing and transforming raw data into structured, queryable formats
- Building visual data workflows to automate recurring data transfer and integration processes
How ETL Tools Differ from Other Tools
ETL tools pre-process and transform data before loading it into the target system, distinguishing them from ELT approaches where the target system handles transformation after loading. While data integration tools cover a broader range of connectivity scenarios, ETL tools focus specifically on structured data movement pipelines with built-in transformation, auditing, and archiving capabilities.
Insights from G2 Reviews on ETL Tools
According to G2 review data, users highlight visual workflow builders and pre-built connectors as standout features. Data teams frequently cite reductions in manual data preparation time and improved data quality as core benefits of ETL adoption.
Featured ETL Tools At A Glance
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.
Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier perf
Alteryx is a data science and analytics platform that allows users to prepare, clean, manipulate, and analyze data through a drag and drop interface. Reviewers frequently mention the platform's ability to automate repetitive tasks, handle large datasets, and streamline data processes, allowing teams to focus more on insights rather than data wrangling. Reviewers noted that the pricing is on the higher side, performance can slow down with very large workflows, and there are issues with data type mismatches and software crashes.
26,245 Twitter followers
FME, made by Safe Software, is the only All-Data, Any-AI Enterprise Integration Platform connecting all your data, applications, and AI services. All Data Velocities - Whether it’s batch, event, o
4,982 Twitter followers
dbt is a transformation workflow that lets data teams quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, CI/CD, and documenta
5,710 Twitter followers
Matia is a data operations platform that enables modern data teams to build, manage, and monitor end-to-end data pipelines in one place. Matia allows data teams to spend time managing their data,
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
786,179 Twitter followers
Parabola is a workflow builder that makes it easy to organize and transform messy data from anywhere—even PDFs, emails, and spreadsheets—so you can automate the work you thought would always be manual
Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineer
Ilum is a data platform that functions as a data warehouse and a data science platform with data ops capabilities, operating seamlessly both on-premise and in the cloud. Users like the flexibility of Ilum, its user-friendly interface, quick setup process, excellent customer support, and its ability to integrate well with other tools, making daily operations easier and more organized. Reviewers mentioned that Ilum could benefit from additional modules focused on ETL, more visual options for customizing dashboards, and that it requires some basic knowledge of K8S to start with, which can be challenging for some users.
19 Twitter followers
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
1,121 Twitter followers
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
1,318 Twitter followers
What is Coalesce? Coalesce is the only data transformation platform built for scale, governance, and the AI-driven future. The platform provides data teams with an intuitive yet powerful interface
Coefficient is a new way to work with your company data better, faster, and more accurately without ever leaving your spreadsheet, integrating with the tools you already use. Install the Coefficien
366 Twitter followers
Weld delivers an ultra-fast, secure, and reliable way to move data from all your tools, applications, and databases into cloud data warehouses, such as Snowflake, BigQuery, and Databricks. Deploy d
100 Twitter followers
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
843 Twitter followers
Polytomic is a unified data movement platform that makes it easy for teams to keep all their systems in sync—data warehouses, operational databases, and SaaS applications. It supports ETL, Reverse ETL
87 Twitter followers
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
2,220,162 Twitter followers
