--- title: "Best ETL Software 2026 | Capterra" description: "Find the top ETL software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs." source_url: "https://www.capterra.com/etl-software/" page_type: "category" language: "en" --- # Best ETL Software Last updated on August 6, 2026 How to find the right ETL Software? Learn more from our team about ETL Software pricing features and benefits in our ETL Buyers Guide Verified Insights Provider data verified by our Software Research team and reviews moderated by our Reviews Verification team. [Learn more](https://www.capterra.com/our-story/) ## What is ETL software? Researched by: [Capterra](https://www.capterra.com/resources/author/capterra/) Updated on August 6, 2026 [Extract, transform, load software](https://www.capterra.com/etl-software/) (or ETL software) automates capturing raw data from multiple sources, structuring it, and storing it in a centralized repository (data warehouse or lake) for tasks such as application development, data analytics, or business intelligence. The tool assists businesses in data integration, management, and migration between different sources. With ETL software, data scientists and analysts can eliminate the time-consuming manual data processing. This allows professionals to focus on other aspects of data analysis to optimize processes and improve results for data-driven businesses. For more information consult our [ETL Buyers Guide](#buyers-guide-content) ## CData Sync Rating: 4.1 out of 5 (16 reviews) Profile: [CData Sync](https://www.capterra.com/p/228591/CData-Sync/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? CData Sync is data replication software that enables flexible data synchronization across on-premises and cloud environments. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.1 out of 5 - Value for Money: 3.9 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $7999.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Synchronization: 4.3 rating - Alerts/Notifications: 4.2 rating - Data Import/Export: 3.9 rating - Activity Dashboard: 3.8 rating #### Lowest rated features - Data Capture and Transfer: 3.4 rating - Third-Party Integrations: 4.0 rating - Data Storage Management: 4.3 rating - Data Extraction: 4.5 rating ### Gallery tab Ease of use: 4.6 out of 5 (16 reviews) ### Integrations tab CData Sync connects with 6+ software tools. [See all integrations](https://www.capterra.com/p/228591/CData-Sync/#integrations) #### Most popular integrations - MySQL: 4.6 rating - Microsoft SQL Server: 4.6 rating - PostgreSQL: 4.6 rating - Snowflake: 4.7 rating - Databricks: 4.5 rating - Amazon Redshift: 4.4 rating --- ## EasyMorph Rating: 4.8 out of 5 (9 reviews) Profile: [EasyMorph](https://www.capterra.com/p/171372/EasyMorph/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? EasyMorph is a powerful, visual ETL tool with 100+ trasforms and actions. It's designed for users without a technical background. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.9 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $750.00 Pricing details: Per Feature, Per Year Free trial: Yes Free demo: Yes ### Features tab #### Highest rated features - Data Import/Export: 5.0 rating - Data Quality Control: 5.0 rating - Data Analysis Tools: 5.0 rating - Data Transformation: 5.0 rating #### Lowest rated features - Metadata Management: 3.0 rating - Monitoring: 3.0 rating - Third-Party Integrations: 3.0 rating - Search/Filter: 4.0 rating ### Gallery tab Ease of use: 4.7 out of 5 (9 reviews) ### Integrations tab EasyMorph connects with 7+ software tools. [See all integrations](https://www.capterra.com/p/171372/EasyMorph/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - Microsoft Excel: 4.8 rating - Microsoft SharePoint: 4.4 rating - Tableau: 4.6 rating - Microsoft Power BI: 4.6 rating - Qlik Sense: 4.5 rating - Amazon RDS: 4.7 rating --- ## BigQuery Rating: 4.6 out of 5 (37 reviews) Profile: [BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.01 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Extraction: Not available - Data Quality Control: Not available - Reporting/Analytics: Not available - Search/Filter: Not available - Match & Merge: Not available - Job Scheduling: Not available - API: Not available - Access Controls/Permissions: Available - Metadata Management: Not available - Version Control: Not available - Data Analysis Tools: Not available - AI Copilot: Not available #### Feature-related review snippet Reviewer: Rishikumar P. Reviewer details: Computer Software, Self-employed Published: February 1, 2023 > "The user interface is intuitive and easy to navigate, making it accessible for users of all skill levels." ### Gallery tab Ease of use: 4.4 out of 5 (37 reviews) #### Related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" ### Integrations tab BigQuery connects with 24+ software tools. [See all integrations](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/#integrations) #### Most popular integrations - Google Analytics 360: 4.8 rating - Google Ads: 4.4 rating - Google Data Studio: 4.3 rating - Looker: 4.5 rating - Remote: 4.4 rating - Built: 4.3 rating #### Integrations-related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" --- Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. ## Altova MapForce Rating: 5.0 out of 5 (3 reviews) Profile: [Altova MapForce](https://www.capterra.com/p/173630/Altova-MapForce/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? MapForce is an any-to-any data mapping and ETL tool for graphically defining and executing ETL mappings for all popular data formats. #### Rating breakdown - Ease of Use: 5.0 out of 5 - Customer Service: 4.0 out of 5 - Features: 5.0 out of 5 - Value for Money: 5.0 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $289.00 Pricing details: Flat Rate, One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Extraction: Available - Data Quality Control: Available - Reporting/Analytics: Not available - Search/Filter: Available - Match & Merge: Not available - Job Scheduling: Not available - API: Not available - Access Controls/Permissions: Not available - Metadata Management: Not available - Version Control: Not available - Data Analysis Tools: Not available - AI Copilot: Not available ### Gallery tab Ease of use: 5.0 out of 5 (3 reviews) --- ## BroadPeak Rating: 4.9 out of 5 (39 reviews) Profile: [BroadPeak](https://www.capterra.com/p/144697/K3/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BroadPeak's easy-to-build data streaming ETL pipelines move data seamlessly to Redshift or Snowflake through a low-code interface. #### Rating breakdown - Ease of Use: 5.0 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.9 out of 5 - Value for Money: 5.0 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Year Free trial: Yes Free demo: Yes ### Features tab #### Highest rated features - Multiple Data Sources: 5.0 rating #### Feature-related review snippet Reviewer: Rachel K. Reviewer details: Telecommunications, 10,001+ employees Published: July 5, 2021 > "K3 has very intuitive ETL that does not require Python or some other code." ### Gallery tab Ease of use: 5.0 out of 5 (39 reviews) #### Related review snippet Reviewer: Rachel K. Reviewer details: Telecommunications, 10,001+ employees Published: July 5, 2021 > "K3 has very intuitive ETL that does not require Python or some other code." ### Integrations tab BroadPeak connects with 12+ software tools. [See all integrations](https://www.capterra.com/p/144697/K3/#integrations) #### Most popular integrations - Salesforce Sales Cloud: 4.4 rating - Gmail: 4.8 rating - Box: 4.4 rating - Confluence: 4.5 rating - SAP Concur: 4.3 rating - NetSuite: 4.2 rating - Twitter/X: 4.5 rating - Workday HCM: 4.5 rating - LinkedIn for Business: 4.6 rating --- ## FS.Net Rating: 4.5 out of 5 (4 reviews) Profile: [FS.Net](https://www.capterra.com/p/255064/FSNet/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? FS.Net consolidates SPC and OEE data from across your facilities into one accessible portal for real-time enterprise-wide insights. #### Rating breakdown - Ease of Use: 4.0 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.0 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $2179.00 Pricing details: Flat Rate, One Time Free trial: Yes Free demo: Yes ### Features tab #### Most popular features - Data Extraction: Available - Data Quality Control: Available - Reporting/Analytics: Available - Search/Filter: Available - Match & Merge: Not available - Job Scheduling: Not available - API: Not available - Access Controls/Permissions: Available - Metadata Management: Not available - Version Control: Not available - Data Analysis Tools: Not available - AI Copilot: Not available ### Gallery tab Ease of use: 4.0 out of 5 (4 reviews) --- ## SCIKIQ Profile: [SCIKIQ](https://www.capterra.com/p/276774/SCIKIQ/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Making AI possible for You. SCIKIQ transforms scattered enterprise data into an AI-ready foundation, quickly and without heavy tech. #### Pros and cons based on reviews Not available #### Starting price Starting price: $30000.00 Pricing details: Flat Rate, Per Year Free trial: No Free demo: Yes ### Features tab #### Most popular features - Data Extraction: Available - Data Quality Control: Available - Reporting/Analytics: Available - Search/Filter: Available - Match & Merge: Available - Job Scheduling: Available - API: Available - Access Controls/Permissions: Available - Metadata Management: Available - Version Control: Not available - Data Analysis Tools: Available - AI Copilot: Available ### Gallery tab ### Integrations tab SCIKIQ connects with 19+ software tools. [See all integrations](https://www.capterra.com/p/276774/SCIKIQ/#integrations) #### Most popular integrations - MySQL: 4.6 rating - Twitter/X: 4.5 rating - Aiven for Apache Kafka: 4.6 rating - MySQL Data Access Components: 4.8 rating - Apache Kafka: 4.5 rating - dotConnect for MySQL: 5.0 rating - Oracle CPQ: 4.4 rating - Oracle Beehive: 4.7 rating - MySQL Auto Backup: 4.8 rating --- ## Adverity Rating: 4.5 out of 5 (26 reviews) Profile: [Adverity](https://www.capterra.com/p/162524/DataTap/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Adverity helps marketing and analyst teams improve performance and trust their data by automating data integration and governance. #### Rating breakdown - Ease of Use: 4.0 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Other Free trial: No Free demo: Yes ### Features tab #### Most popular features - Data Extraction: Available - Data Quality Control: Available - Reporting/Analytics: Available - Search/Filter: Available - Match & Merge: Available - Job Scheduling: Available - API: Available - Access Controls/Permissions: Available - Metadata Management: Available - Version Control: Not available - Data Analysis Tools: Available - AI Copilot: Not available #### Feature-related review snippet Reviewer: Laura K. Reviewer details: Marketing and Advertising, 51-200 employees Published: December 18, 2022 > "Adverity is our all-in-one solution for a data warehouse, ETL, and data visualization." ### Gallery tab Ease of use: 4.0 out of 5 (26 reviews) #### Related review snippet Reviewer: Laura K. Reviewer details: Marketing and Advertising, 51-200 employees Published: December 18, 2022 > "The Adverity support team has become an extension of our analytics team. Because we are a smaller agency with a singular analytics point-person, it was critical for us to work with a company that has robust tech support." ### Integrations tab Adverity connects with 46+ software tools. [See all integrations](https://www.capterra.com/p/162524/DataTap/#integrations) #### Most popular integrations - Google Docs: 4.7 rating - Mailchimp: 4.5 rating - HubSpot Marketing Hub: 4.5 rating - Microsoft SharePoint: 4.4 rating - Zendesk Suite: 4.4 rating - Tableau: 4.6 rating #### Integrations-related review snippet Reviewer: George B. Reviewer details: Marketing and Advertising, 201-500 employees Published: August 17, 2022 > "Ease of use, various data connection points readily available for integration and extraction, ranging from" --- ## Panoply Rating: 4.0 out of 5 (21 reviews) Profile: [Panoply](https://www.capterra.com/p/168034/Panoply/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Panoply combines code-free ETL and built-in storage, making it the easiest way to sync, store and access your data. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.3 out of 5 - Features: 3.8 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $199.00 Pricing details: Flat Rate Free trial: Yes Free demo: Yes ### Features tab #### Highest rated features - Data Connectors: 3.0 rating ### Gallery tab Ease of use: 4.2 out of 5 (21 reviews) ### Integrations tab Panoply connects with 39+ software tools. [See all integrations](https://www.capterra.com/p/168034/Panoply/#integrations) #### Most popular integrations - Trello: 4.5 rating - Dropbox: 4.5 rating - Microsoft Excel: 4.8 rating - Mailchimp: 4.5 rating - Intercom: 4.5 rating - Typeform: 4.7 rating - JIRA Service Management: 4.5 rating - Marketo Engage: 4.3 rating - Salesforce Platform: 4.4 rating --- ## A2X Rating: 4.9 out of 5 (287 reviews) Profile: [A2X](https://www.capterra.com/p/173271/A2X-Accounting/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? A2X automates ecommerce accounting for Shopify, Amazon, Etsy, eBay, Walmart, and PayPal. Trusted by 13,000+ sellers worldwide. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.8 out of 5 - Features: 4.8 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $29.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: Yes ### Features tab #### Highest rated features - Accounting Integration: 5.0 rating - eCommerce Management: 5.0 rating - Match & Merge: 5.0 rating - Third-Party Integrations: 5.0 rating #### Lowest rated features - Data Import/Export: 4.5 rating - API: 5.0 rating - Customizable Reports: 5.0 rating - Monitoring: 5.0 rating #### Feature-related review snippet Reviewer: Penny G. Reviewer details: Retail, 1-10 employees Published: June 16, 2021 > "Works flawlessly with Quickbooks." ### Gallery tab Ease of use: 4.7 out of 5 (287 reviews) #### Related review snippet Reviewer: Robin T. Reviewer details: Accounting, Self-employed Published: August 23, 2023 > "I like how easily A2X Integrates with QuickBooks and Xero and data is downloaded from Amazon." ### Integrations tab A2X connects with 5+ software tools. [See all integrations](https://www.capterra.com/p/173271/A2X-Accounting/#integrations) #### Most popular integrations - QuickBooks Online: 5.0 rating - Shopify: 5.0 rating - Xero: 5.0 rating - NetSuite: 4.2 rating - QuickBooks Online Advanced: 5.0 rating #### Integrations-related review snippet Reviewer: Ben W. Reviewer details: Food & Beverages, Self-employed Published: February 22, 2022 > "Great integration with Shopify and Xero." --- ## MuleSoft Anypoint Platform Rating: 4.4 out of 5 (575 reviews) Profile: [MuleSoft Anypoint Platform](https://www.capterra.com/p/275022/Anypoint-Platform/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Anypoint Platform empowers users with tools like Anypoint Studio and DataWeave for designing ETL workflows #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Flexible and intuitive user design - Effortless visual development tools Cons: - Frequent stability and error problems #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Transformation: 5.0 rating - Multiple Data Sources: 5.0 rating - Accounting Integration: 4.5 rating - Data Quality Control: 4.5 rating #### Lowest rated features - eCommerce Management: 3.0 rating - Access Controls/Permissions: 4.0 rating - Match & Merge: 4.0 rating - Database Support: 5.0 rating ### Gallery tab Ease of use: 4.4 out of 5 (575 reviews) #### Related review snippet Reviewer: Tom Y. Reviewer details: Media Production, 1,001-5,000 employees Published: July 17, 2026 > "In general, MuleSoft Anypoint Platform is a very easy to use, and very powerful, and competitive platform for API and integration." ### Integrations tab MuleSoft Anypoint Platform connects with 58+ software tools. [See all integrations](https://www.capterra.com/p/275022/Anypoint-Platform/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - Slack: 5.0 rating - Dropbox: 4.5 rating - Jira: 5.0 rating - GitHub: 4.8 rating - Box: 4.4 rating #### Integrations-related review snippet Reviewer: yash J. Reviewer details: Information Technology and Services, 1,001-5,000 employees Published: May 16, 2022 > "It is a very easy integrated tool mode by mulesoft i am working on it since last few months i am really feeling so nice while using this tool." --- ## Domo Rating: 4.3 out of 5 (331 reviews) Profile: [Domo](https://www.capterra.com/p/119119/Domo/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Domo¿s drag-and-drop ETL solutions make it simple for anyone to pull data from multiple sources, process and transform it, and load it #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.0 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.0 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and flexible interface - Comprehensive business data visualization Cons: - Inconsistent customer support experience - High and complex pricing structure #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 4.4 rating - Data Import/Export: 4.3 rating - Data Connectors: 4.1 rating - Multiple Data Sources: 4.5 rating #### Lowest rated features - Data Quality Control: 3.9 rating - Search/Filter: 4.0 rating - Dashboard Creation: 4.3 rating - Real-Time Data: 3.7 rating #### Feature-related review snippet Reviewer: Joseph E. Reviewer details: Health, Wellness and Fitness, 11-50 employees Published: October 29, 2025 > "DOMO is very advanced as you can connect just about any platform to it and visualize it anyway you want." ### Gallery tab Ease of use: 4.1 out of 5 (331 reviews) #### Related review snippet Reviewer: Aniruddha T. Reviewer details: Mechanical or Industrial Engineering, 1,001-5,000 employees Published: September 26, 2024 > "All in general, this tool has helped us look at the data for not just manufacturing or operations department but overall all business units in a more automated and customized way which the teams have loved so far." ### Integrations tab Domo connects with 54+ software tools. [See all integrations](https://www.capterra.com/p/119119/Domo/#integrations) #### Most popular integrations - Microsoft Excel: 4.9 rating - HubSpot Marketing Hub: 5.0 rating - Box: 4.4 rating - Smartsheet: 4.5 rating - Toggl Track: 4.7 rating - NetSuite: 4.3 rating - Google Ads: 4.4 rating - Adobe Commerce: 4.3 rating - Harvest: 4.6 rating --- ## Boomi Rating: 4.4 out of 5 (274 reviews) Profile: [Boomi](https://www.capterra.com/p/5520/Boomi/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Boomi quickly and easily connects everything in your digital ecosystem so you can achieve better, faster business outcomes. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Pros: - Intuitive drag-and-drop user interface - Rapid and accessible development environment Cons: - Challenging troubleshooting and error handling #### Starting price Starting price: Not available Pricing details: Other Free trial: Yes Free demo: No ### Features tab #### Most popular features - Data Extraction: Available - Data Quality Control: Available - Reporting/Analytics: Available - Search/Filter: Not available - Match & Merge: Not available - Job Scheduling: Not available - API: Available - Access Controls/Permissions: Available - Metadata Management: Not available - Version Control: Available - Data Analysis Tools: Not available - AI Copilot: Not available #### Feature-related review snippet Reviewer: Rizwan K. Reviewer details: Hospital & Health Care, 201-500 employees Published: April 15, 2026 > "The low-code, drag-and-drop interface makes it very straightforward to design workflows, even for complex integrations." ### Gallery tab Ease of use: 4.4 out of 5 (274 reviews) #### Related review snippet Reviewer: Rizwan K. Reviewer details: Hospital & Health Care, 201-500 employees Published: April 15, 2026 > "The low-code, drag-and-drop interface makes it very straightforward to design workflows, even for complex integrations." ### Integrations tab Boomi connects with 63+ software tools. [See all integrations](https://www.capterra.com/p/5520/Boomi/#integrations) #### Most popular integrations - Slack: 4.7 rating - GitHub: 4.8 rating - Zendesk Suite: 4.4 rating - QuickBooks Online Advanced: 4.4 rating - Bullhorn ATS & CRM: 4.0 rating - Sage Accounting: 4.1 rating #### Integrations-related review snippet Reviewer: Tony Ricardo R. Reviewer details: Insurance, 10,001+ employees Published: February 2, 2023 > "Boomi provides the necessary tools and knowledge to be able to carry out the different tasks and improve our companies, through one of the most important integration systems we have used." --- ## Power My Analytics Rating: 4.7 out of 5 (182 reviews) Profile: [Power My Analytics](https://www.capterra.com/p/214290/Power-My-Analytics/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Power My Analytics is a reporting automation tool that enables digital marketers to collect data and integrate metrics where needed. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.00 Pricing details: Other Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Connectors: 4.7 rating - Multiple Data Sources: 4.5 rating - Reporting/Analytics: 4.5 rating - Third-Party Integrations: 4.5 rating #### Lowest rated features - API: 3.0 rating - Data Capture and Transfer: 3.0 rating - Visual Analytics: 3.0 rating - Data Import/Export: 4.0 rating #### Feature-related review snippet Reviewer: Anna L. Reviewer details: Marketing and Advertising, 1-10 employees Published: August 17, 2022 > "I really liked the interface of sheets extension, UX is on the top level" ### Gallery tab Ease of use: 4.6 out of 5 (182 reviews) #### Related review snippet Reviewer: Olle A. Reviewer details: Marketing and Advertising, 1-10 employees Published: November 7, 2025 > "Simple and cost-effective solution to get necessary advertising and analytics data displayed on a dashboard." --- ## Cloudiway Rating: 4.8 out of 5 (150 reviews) Profile: [Cloudiway](https://www.capterra.com/p/172428/Cloudiway/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? SaaS migration and coexistence platform. Your smart ally in the cloud to ensure productivity and high business performance. #### Rating breakdown - Ease of Use: 4.8 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.8 out of 5 - Value for Money: 4.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: €1.00 Pricing details: Flat Rate, One Time Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Migration: 4.8 rating - Data Synchronization: 4.7 rating - Monitoring: 4.7 rating - Collaboration Tools: 4.8 rating #### Lowest rated features - Data Transformation: 4.7 rating - Real-Time Monitoring: 4.8 rating #### Feature-related review snippet Reviewer: Felipe L. Reviewer details: Information Technology and Services, 201-500 employees Published: December 23, 2024 > "With its smooth navigation and simplified interface, Cloudiway is an exceptional solution that strikes the ideal balance between comprehensiveness and ease of use." ### Gallery tab Ease of use: 4.8 out of 5 (150 reviews) #### Related review snippet Reviewer: Divya A. Reviewer details: Research, 51-200 employees Published: March 8, 2026 > "Cloudiway has real-time dashboards and a progress tracking feature which allows monitoring and provides less interruption so that I can plan my work better with it." --- ## ClicData Rating: 4.6 out of 5 (145 reviews) Profile: [ClicData](https://www.capterra.com/p/145730/ClicData/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? ClicData is a modern data platform to build your data stack or enhance your existing one with powerful, integrated tools. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $265.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Analysis Tools: 5.0 rating - Access Controls/Permissions: 4.0 rating - Data Capture and Transfer: 4.0 rating - Data Connectors: 4.0 rating #### Lowest rated features - Reporting/Analytics: 3.0 rating - Data Quality Control: 4.0 rating - Multiple Data Sources: 4.0 rating - Real-Time Data: 4.0 rating #### Feature-related review snippet Reviewer: Noam B. Reviewer details: Media Production, 11-50 employees Published: January 19, 2023 > "The intuitive user interface makes it easy to learn and use." ### Gallery tab Ease of use: 4.3 out of 5 (145 reviews) #### Related review snippet Reviewer: Mauricio J R. Reviewer details: Legal Services, 11-50 employees Published: September 30, 2023 > "ClicData help us in our daily work, we a re a law firm and we have all information in the palm of our hands, from our case matter software to phones records, CRM, etc." ### Integrations tab ClicData connects with 98+ software tools. [See all integrations](https://www.capterra.com/p/145730/ClicData/#integrations) #### Most popular integrations - Jira: 4.4 rating - QuickBooks Online: 4.3 rating - Box: 4.4 rating - Instagram: 4.7 rating - Zendesk Suite: 4.4 rating - Smartsheet: 4.5 rating #### Integrations-related review snippet Reviewer: Olivier R. Reviewer details: Health, Wellness and Fitness, 1-10 employees Published: March 2, 2022 > "Ease of use and integration of the whole solution, focus on security and observability of the platform" --- ## Skyvia Rating: 4.9 out of 5 (116 reviews) Profile: [Skyvia](https://www.capterra.com/p/146167/Skyvia/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? The most comprehensive data integration platform. #### Rating breakdown - Ease of Use: 4.8 out of 5 - Customer Service: 4.8 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.8 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $6.00 Pricing details: Per Feature, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Synchronization: 4.8 rating - Data Extraction: 4.4 rating - Data Mapping: 4.9 rating - Data Import/Export: 4.6 rating #### Lowest rated features - Data Visualization: 3.0 rating - Multiple Data Sources: 4.4 rating - Match & Merge: 4.0 rating - Data Quality Control: 4.8 rating #### Feature-related review snippet Reviewer: Krys A. Reviewer details: Information Technology and Services, 11-50 employees Published: March 13, 2026 > "The interface is clean, navigation is straightforward, and it’s easy to trust that important data is being handled properly." ### Gallery tab Ease of use: 4.8 out of 5 (116 reviews) #### Related review snippet Reviewer: Ramin M. Reviewer details: Human Resources, 11-50 employees Published: March 13, 2026 > "The automated backups run smoothly, and the interface makes it easy to browse snapshots, compare changes, and restore individual records when needed." ### Integrations tab Skyvia connects with 20+ software tools. [See all integrations](https://www.capterra.com/p/146167/Skyvia/#integrations) #### Most popular integrations - Mailchimp: 4.5 rating - OneDrive: 4.5 rating - QuickBooks Online: 5.0 rating - Zoho CRM: 5.0 rating - HubSpot CRM: 5.0 rating - Zendesk Suite: 4.4 rating #### Integrations-related review snippet Reviewer: Sven R. Reviewer details: Information Services, 51-200 employees Published: February 22, 2026 > "The Connect product seamlessly integrates with PowerBI, enabling us to build powerful dashboards." --- ## Omatic Cloud Rating: 4.4 out of 5 (115 reviews) Profile: [Omatic Cloud](https://www.capterra.com/p/169386/ImportOmatic/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Omatic Cloud is trusted by more than 3,000 social-good organizations to drive mission outcomes with rich integration and better data. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $100.00 Pricing details: Per Year Free trial: No Free demo: No ### Features tab #### Most popular features - Data Extraction: Not available - Data Quality Control: Not available - Reporting/Analytics: Not available - Search/Filter: Available - Match & Merge: Available - Job Scheduling: Not available - API: Not available - Access Controls/Permissions: Not available - Metadata Management: Not available - Version Control: Not available - Data Analysis Tools: Not available - AI Copilot: Not available #### Feature-related review snippet Reviewer: Clint B. Reviewer details: Non-Profit Organization Management, 201-500 employees Published: December 2, 2020 > "The bonus is it's extensibility to serve as the import interface between pretty much anything and RE." ### Gallery tab Ease of use: 3.9 out of 5 (115 reviews) #### Related review snippet Reviewer: Sarah C. Reviewer details: Non-Profit Organization Management, 51-200 employees Published: December 22, 2020 > "Being able to merge old records with new and standardize information has advanced our practices significantly, allowing us to better optimize our fundraising data to launch successful new appeals." ### Integrations tab Omatic Cloud connects with 8+ software tools. [See all integrations](https://www.capterra.com/p/169386/ImportOmatic/#integrations) #### Most popular integrations - Mailchimp: 4.5 rating - Cvent Event Management: 4.5 rating - Blackbaud Raiser's Edge NXT: 4.2 rating - GoFundMe Pro: 4.3 rating - Volgistics: 4.6 rating - Gravity Forms: 4.6 rating - ClickBid: 4.6 rating - Blackbaud CRM: 3.5 rating --- ## Coupler.io Rating: 4.9 out of 5 (111 reviews) Profile: [Coupler.io](https://www.capterra.com/p/202311/Coupler-io/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Coupler.io is a no-code data automation and analytics platform with AI-powered features. It lets users manage their data and act on it. #### Rating breakdown - Ease of Use: 4.8 out of 5 - Customer Service: 4.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $24.00 Pricing details: Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Multiple Data Sources: 5.0 rating - Workflow Management: 5.0 rating - Data Extraction: 4.7 rating - Data Import/Export: 4.7 rating #### Lowest rated features - Real-Time Data: 4.0 rating - Accounting Integration: 4.0 rating - Data Transformation: 4.0 rating - Reporting/Analytics: 4.0 rating #### Feature-related review snippet Reviewer: Isa L. Reviewer details: Non-Profit Organization Management, 11-50 employees Published: November 7, 2025 > "We're for example looking forwards to experimenting with its AI functionality once it is ready." ### Gallery tab Ease of use: 4.8 out of 5 (111 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Religious Institutions, 1-10 employees Published: February 12, 2026 > "Coupler.io has provided us with the ability to analyze increases content interactions year over year, our unique reach, and overall reactions (clicks, shares, comments)." ### Integrations tab Coupler.io connects with 43+ software tools. [See all integrations](https://www.capterra.com/p/202311/Coupler-io/#integrations) #### Most popular integrations - Google Drive: 4.7 rating - Slack: 4.7 rating - Trello: 4.5 rating - Jira: 4.4 rating - WordPress: 4.6 rating - OneDrive: 4.5 rating #### Integrations-related review snippet Reviewer: Abdelrahman N. Reviewer details: Entertainment, 1-10 employees Published: April 4, 2024 > "They worked closely with us, ensuring that our needs were met and that the new source was added to their integrations." --- ## Matillion Rating: 4.3 out of 5 (111 reviews) Profile: [Matillion](https://www.capterra.com/p/185425/Matillion/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Matillion redefines ETL with a modern, cloud-native platform that automates pipelines end-to-end for faster, trusted data delivery. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.1 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $2.00 Pricing details: Usage Based Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Import/Export: 4.8 rating - Multiple Data Sources: 4.6 rating - Data Transformation: 5.0 rating - Third-Party Integrations: 4.7 rating #### Lowest rated features - Data Connectors: 2.8 rating - Version Control: 1.0 rating - Search/Filter: 2.5 rating - Access Controls/Permissions: 3.5 rating ### Gallery tab Ease of use: 4.4 out of 5 (111 reviews) #### Related review snippet Reviewer: Melisa K. Reviewer details: Computer Software, 51-200 employees Published: November 20, 2023 > "It is good to see the transformations visually." ### Integrations tab Matillion connects with 31+ software tools. [See all integrations](https://www.capterra.com/p/185425/Matillion/#integrations) #### Most popular integrations - PayPal: 4.6 rating - Microsoft Excel: 4.8 rating - Jira: 4.4 rating - Google Analytics 360: 4.7 rating - Xero: 4.4 rating - QuickBooks Online Advanced: 4.4 rating - Google Ads: 4.4 rating - Marketo Engage: 4.3 rating - SugarCRM: 3.8 rating --- ## Hevo Rating: 4.7 out of 5 (110 reviews) Profile: [Hevo ](https://www.capterra.com/p/176435/Hevo/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Hevo is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL needs. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $299.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Multiple Data Sources: 4.8 rating - Data Import/Export: 4.5 rating - Data Replication: 4.5 rating - Data Capture and Transfer: 4.7 rating #### Lowest rated features - Monitoring: 4.0 rating - Third-Party Integrations: 4.1 rating - Data Quality Control: 4.3 rating - Activity Dashboard: 4.0 rating #### Feature-related review snippet Reviewer: Bhavik S. Reviewer details: Retail, 1,001-5,000 employees Published: July 11, 2024 > "User friendly interface" ### Gallery tab Ease of use: 4.7 out of 5 (110 reviews) #### Related review snippet Reviewer: Megan B. Reviewer details: Retail, 51-200 employees Published: August 8, 2023 > "We have a small data team so this has saved us a lot of time versus developing custom connectors or dealing with other more complex softwares (such as Informatica, Talend, etc)." ### Integrations tab Hevo connects with 7+ software tools. [See all integrations](https://www.capterra.com/p/176435/Hevo/#integrations) #### Most popular integrations - MySQL: 4.6 rating - PostgreSQL: 4.5 rating - Snowflake: 4.8 rating - BigQuery: 4.7 rating - Databricks: 4.5 rating - Amazon Redshift: 4.7 rating #### Integrations-related review snippet Reviewer: Joan F. Reviewer details: Financial Services, 51-200 employees Published: April 13, 2023 > "I achieved all this with Hevo as a Data Loader and without having to code any integration." --- ## ASTERIA Warp Rating: 4.6 out of 5 (109 reviews) Profile: [ASTERIA Warp](https://www.capterra.com/p/246665/ASTERIA-Warp/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Based on the concept of "More ASTERIA Warp for Everyone," it is a data integration tool that enables automation and efficiency of busin #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Feature, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Capture and Transfer: 4.5 rating - Drag & Drop: 4.4 rating - Data Mapping: 4.3 rating - Third-Party Integrations: 4.8 rating #### Lowest rated features - Access Controls/Permissions: 3.5 rating - API: 4.4 rating - Data Import/Export: 4.4 rating - Data Connectors: 5.0 rating ### Gallery tab Ease of use: 4.5 out of 5 (109 reviews) ### Integrations tab ASTERIA Warp connects with 20+ software tools. [See all integrations](https://www.capterra.com/p/246665/ASTERIA-Warp/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - Gmail: 4.8 rating - Google Calendar: 4.8 rating - Tableau: 4.6 rating - Microsoft Azure: 4.0 rating - Google Ads: 4.5 rating - Marketo Engage: 4.3 rating - Google Contacts: 4.7 rating - ServiceNow: 4.5 rating --- ## Supermetrics Rating: 4.4 out of 5 (109 reviews) Profile: [Supermetrics](https://www.capterra.com/p/162846/Supermetrics/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? As a low-code ETL platform, Supermetrics integrates business data from 80+ sales & marketing platforms to your go-to analytics tools. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 3.8 out of 5 - Features: 4.3 out of 5 - Value for Money: 3.8 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $29.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Import/Export: 4.7 rating - Multiple Data Sources: 5.0 rating - Data Connectors: 4.5 rating - Alerts/Notifications: 5.0 rating #### Lowest rated features - Data Synchronization: 5.0 rating - Data Visualization: 5.0 rating - Monitoring: 5.0 rating - Pipeline Management: 5.0 rating #### Feature-related review snippet Reviewer: Paul T. Reviewer details: Retail, 1,001-5,000 employees Published: November 18, 2025 > "It connects seamlessly with most major marketing platforms (Google Ads, Meta, LinkedIn, TikTok, etc.) and pulls data directly into tools like Google Sheets, Excel, Looker Studio, or BigQuery without needing code. And also the fact that they have a really strong library of data visualization" ### Gallery tab Ease of use: 4.1 out of 5 (109 reviews) #### Related review snippet Reviewer: Paul T. Reviewer details: Retail, 1,001-5,000 employees Published: November 18, 2025 > "It connects seamlessly with most major marketing platforms (Google Ads, Meta, LinkedIn, TikTok, etc.) and pulls data directly into tools like Google Sheets, Excel, Looker Studio, or BigQuery without needing code. And also the fact that they have a really strong library of data visualization" ### Integrations tab Supermetrics connects with 69+ software tools. [See all integrations](https://www.capterra.com/p/162846/Supermetrics/#integrations) #### Most popular integrations - Google Analytics 360: 4.7 rating - Shopify: 4.5 rating - HubSpot Marketing Hub: 4.5 rating - Meta for Business: 4.5 rating - Twitter/X: 4.5 rating - Snapchat for Business: 4.6 rating - Google Ads: 5.0 rating - HubSpot Sales Hub: 4.5 rating - HubSpot Service Hub: 4.4 rating --- ## Workato Rating: 4.6 out of 5 (85 reviews) Profile: [Workato](https://www.capterra.com/p/148729/Workato/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Workato is a next-gen iPaaS with 1,000+ pre-built connectors to help deliver high quality data with flexible & resilient data pipelines #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Usage Based Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Access Controls/Permissions: 5.0 rating - Accounting Integration: 5.0 rating - Alerts/Notifications: 5.0 rating - Data Import/Export: 5.0 rating #### Lowest rated features - Data Migration: 5.0 rating - eCommerce Management: 5.0 rating - Integration Management: 5.0 rating - Real-Time Data: 5.0 rating #### Feature-related review snippet Reviewer: Estela R. Reviewer details: Financial Services, 5,001-10,000 employees Published: April 24, 2024 > "I also appreciate the intuitive interface and the notifications the moment one of the Zaps breaks down for some reason." ### Gallery tab Ease of use: 4.4 out of 5 (85 reviews) #### Related review snippet Reviewer: Karen M. Reviewer details: Construction, 10,001+ employees Published: April 14, 2025 > "Its ability to integrate with a wide range of applications and systems facilitates data synchronization, workflow automation, and the creation of a consolidated view of our customers." ### Integrations tab Workato connects with 213+ software tools. [See all integrations](https://www.capterra.com/p/148729/Workato/#integrations) #### Most popular integrations - WordPress: 4.6 rating - Freshdesk: 4.7 rating - Workday HCM: 4.5 rating - Bitbucket: 4.6 rating - BILL Accounts Payable & Receivable: 4.1 rating - Datadog: 4.6 rating #### Integrations-related review snippet Reviewer: Pedro S. Reviewer details: Marketing and Advertising, 11-50 employees Published: April 16, 2025 > "What I like most about Workato is its ability to integrate a wide variety of business applications seamlessly." --- ## Whatagraph Rating: 4.4 out of 5 (84 reviews) Profile: [Whatagraph](https://www.capterra.com/p/146220/Whatagraph/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Whatagraph helps agencies deliver accurate, customizable reports at scale and gain actionable insights for growth. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.2 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Other, Per Month Free trial: No Free demo: No ### Features tab #### Most popular features - Data Extraction: Not available - Data Quality Control: Not available - Reporting/Analytics: Not available - Search/Filter: Available - Match & Merge: Not available - Job Scheduling: Not available - API: Available - Access Controls/Permissions: Available - Metadata Management: Not available - Version Control: Not available - Data Analysis Tools: Available - AI Copilot: Not available #### Feature-related review snippet Reviewer: KarlViktor J. Reviewer details: Marketing and Advertising, 11-50 employees Published: August 25, 2022 > "It is very easy to navigate i Whatagraph, and design the dashboard how you want it." ### Gallery tab Ease of use: 4.3 out of 5 (84 reviews) #### Related review snippet Reviewer: Zachary W. Reviewer details: Marketing and Advertising, 51-200 employees Published: March 10, 2025 > "Helps me present information quickly and concisely which is key!" ### Integrations tab Whatagraph connects with 43+ software tools. [See all integrations](https://www.capterra.com/p/146220/Whatagraph/#integrations) #### Most popular integrations - Mailchimp: 4.5 rating - Google Analytics 360: 5.0 rating - Instagram: 4.7 rating - HubSpot CRM: 4.5 rating - Meta for Business: 5.0 rating - Semrush: 4.6 rating - Twitter/X: 4.5 rating - LinkedIn for Business: 4.6 rating - Google Ads: 4.0 rating --- Page 1 of 6 ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox. Filter (230) Products: Sort By: Featured Partners * * * Plan Type Free Trial Popular 85% of professionals opt for a 30-day trial before the software purchase Other subsciption plans: Free Version Monthly Subscription Annual Subscription One-Time License Key Features All key features Popular We have selected the most important and critical features as defined by Capterra user reviews Access Controls/Permissions AI Copilot API Data Analysis Tools [Data Extraction](https://www.capterra.com/etl-software/features/data-extraction/) [Data Quality Control](https://www.capterra.com/etl-software/features/data-quality-control/) Generative AI Job Scheduling [Match & Merge](https://www.capterra.com/etl-software/features/match-merge/) Metadata Management Reporting/Analytics Search/Filter Version Control Deployment Cloud, SaaS, Web-Based Desktop Mac Desktop Windows Desktop Linux On-Premise Windows On-Premise Linux Desktop Chromebook Mobile Android Mobile iPhone Mobile iPad Related Software Category: [Data Discovery Software](https://www.capterra.com/data-discovery-software/)[Data Quality Software](https://www.capterra.com/data-quality-software/)[Data Extraction Software](https://www.capterra.com/data-extraction-software/)[Data Management Software](https://www.capterra.com/data-management-software/)[Master Data Management Software](https://www.capterra.com/master-data-management-software/)[Data Mining Software](https://www.capterra.com/data-mining-software/)[Big Data Software](https://www.capterra.com/big-data-software/)[Data Entry Software](https://www.capterra.com/data-entry-software/)[Database Software](https://www.capterra.com/database-management-software/)[Integration Software](https://www.capterra.com/integration-software/) Table of Contents - [Benefits of ETL software](#benefits-of-etl-software) - [Typical features of ETL software](#typical-features-of-etl-software) - [Cost of ETL software](#cost-of-etl-software) - [Considerations when purchasing ETL software](#considerations-when-purchasing-etl-software) ## Benefits of ETL software - **Facilitate quick decision-making:** With ETL software, you get direct access to structured data to utilize for analysis and drive decision-making. Use the search filters to get the desired information and generate reports. The ability to easily access these tools leads to quick and efficient decision-making. - **Reduce delivery time:** ETL software creates workflows using a visual interface with pre-built components that speed up the data analysis. Automated workflows, once created, can be reused multiple times with the changing data requirements. This process saves time and effort that would have been utilized in creating new workflows each time the data changes. - **Reduce business cost:** Data processing consumes a significant business cost, especially when performed manually. Using ETL software automates capturing and loading data, reducing the overall costs to the business. - **Validate data before analysis:** ETL software automatically validates the data during the transformation phase for any errors or inconsistencies. The tool discards any irrelevant information before loading it to the centralized repository, resulting in quick and accurate data processing. This process not only helps reduce storage costs but also enhances the accuracy of data, leading to informed decision-making. - **Provides operational resilience:** ETL software detects data warehousing or processing bottlenecks. This helps the information technology (IT) teams stay updated on any possible errors, which can lead to breakdowns or delays in the ETL pipeline, and take preventive measures. - **Track data lineage and perform impact analysis:** ETL software helps you track down the source of the data, how each result was generated, where the data is stored in the data lake or warehouse, and how it was processed or transformed. Such detailed insights into the data management help you analyze data for any changes or relationships between data points to understand their impact on business decisions. ## Typical features of ETL software - **Data extraction:** Extract the data from multiple sources to be cleaned and stored in the data lake or data warehouse. The data source can be a database or files in XMLs, JSON, API, or other formats. Use a code to crawl through the source and pick out relevant information. - **Data quality control:** Check if the extracted data is relevant for the business in order to drive decision-making or solve problems. Identify and eliminate errors or inconsistencies such as incomplete or duplicate entries in data, which can hinder the decision-making process. - **Data mapping:** Match the data points to their related target fields in the destination database. Consolidate all data points by extracting, transforming, and loading them to the target database for business analysis. - **Data synchronization:** Organize data across different databases or software applications during data integration to maintain consistency in data delivery and smooth operations. ## Cost of ETL software Most products in the market are priced on a “per month” basis and can be divided into three pricing tiers based on their starting price. **Price ranges\*:** - $22 - $74 - $74 - $299 - $299+ _\*The pricing included is for the entry-level/lowest-priced offerings found on vendor websites as of September 9, 2022. These ranges correspond to the 25th, 75th, and 100th percentiles of pricing information gathered from vendor websites of sample products._ The above list includes pricing for the base plans of most products. An enterprise or premium product that is priced higher may include additional features such as advanced data security, white label, dashboards, and data history. ## Considerations when purchasing ETL software - **Check if the tool supports data cleansing:** Data cleaning is essential in an ETL tool to ensure that the data stored in data warehouses or lakes is free of errors. Most ETL tools provide basic data cleaning features. You need to assess your data cleaning requirements and look for a potential ETL tool that matches your data cleaning needs. - **Look for metadata capturing and management:** Metadata capturing and management are essential in ETL to build, maintain, and manage the database. Metadata helps you identify the source of the extracted data, transformation logic, timestamps, and more. You need to look for an ETL tool that allows you to capture the metadata of the extracted data from the database. - **Assess version control for ETL maps:** ETL mapping is the process of documenting the rules used for data transformation. An ideal ETL tool should let you create and track different versions of the ETL maps for testing and optimization. Assess the version control feature offered by your selected ETL tool before purchasing. - **Assess data profiling at the source data level:** Data profiling helps audit the data that is being extracted from the source. This process helps validate if the data will help meet the business requirements. Audits in data profiling are performed in two ways—Syntactic audits to check data for technical constraints; Semantic audits to check data for business rules and policies. Assess the data profiling technique followed by your selected ETL solution to find a perfect match. **Sources** Products evaluated for the pricing calculation were taken from Capterra’s [ETL software](https://www.capterra.com/etl-software/) directory. The pricing ranges exclude freemium versions of the products. The features highlighted were identified based on their relevance and the percentage of products in Capterra’s directory that offer them.