# Best Data Mapping Software *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* To maintain data accuracy when migrating, integrating, or transforming data, it is important to first map the data and confirm source fields match the destination field. Data mapping software is responsible for designating a target location and data type when moving data from one system to another, while simultaneously ensuring the data itself transfers according to any set parameters. Data mapping solutions are especially helpful when completing data migrations, integrations, transformations, and warehousing. Many data mapping tools offer a graphical display of the data, which helps end users visualize complex mapping relationships. It is primarily used by mid-market and enterprise companies who regularly handle large amounts of information. This software prevents the loss of data that can come with the migration and manipulation of large data sets. Overall, data mapping software is used within business and IT departments to facilitate clean, accurate data analysis, ultimately helping extract the most precise and actionable insights possible. Data mapping software can be used in conjunction with [data quality software](https://www.g2.com/categories/data-quality) and [ETL tools](https://www.g2.com/categories/etl-tools), which transfer data between databases, before the data is housed using [data warehouse software](https://www.g2.com/categories/data-warehouse) or [data management platforms (DMP)](https://www.g2.com/categories/data-management-platform-dmp). To qualify for inclusion in the Data Mapping category, a product must: - Define the data being moved and the format it should take in its new location - Offer the ability to sample and test the data to assess whether the reconversion was successful and make edits as necessary - Be compatible with a large number of data types ## How Many Data Mapping Software Products Does G2 Track? **Total Products under this Category:** 45 ### Category Stats (Jun 2026) - **Average Rating**: 4.47/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Skyvia (+0.06%) - Among all products in this category, Skyvia recorded the largest rating increase compared to last month *Last updated: June 18, 2026* ## How Does G2 Rank Data Mapping Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,000+ Authentic Reviews - 45+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Data Mapping Software Is Best for Your Use Case? - **Leader:** [Boomi](https://www.g2.com/products/boomi/reviews) - **Highest Performer:** [OWOX](https://www.g2.com/products/owox/reviews) - **Easiest to Use:** [Babelway](https://www.g2.com/products/babelway/reviews) - **Top Trending:** [Boomi](https://www.g2.com/products/boomi/reviews) - **Best Free Software:** [OWOX](https://www.g2.com/products/owox/reviews) --- **Sponsored** ### QuerySurge QuerySurge is an enterprise-grade data quality platform that leverages AI to continuously automate data validation across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, scalable architecture, and the leading DevOps for Data CI/CD integration, QuerySurge ensures data integrity at every stage of the pipeline. Automated Data Validation Use Cases: QuerySurge provides a smart, AI-driven, data validation & ETL testing solution for your automated testing needs. - Data Warehouse / ETL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - Business Intelligence (BI) Report Testing - Big Data Testing - Enterprise Application Data Testing What QuerySurge Provides: - Automation of your manual data validation and testing process - Ease-of-use, low-code/no-code features - Generative AI capabilities for test creation - Testing across 200+ data platforms - Integration into your CI/CD DataOps pipeline - Acceleration of your data analysis - Ensurance of regulatory compliance Key Features: - Data Connection Wizard provides an easy way to link to your data stores - Visual Query Wizard builds table-to-table and column-to-column tests without writing SQL - Generative AI module automatically creates transformation tests in bulk - DevOps for Data provides a RESTful API with 110+ calls and Swagger documentation and integrates into CI/CD pipelines - Create Custom Tests and modularize functions with snippets, set thresholds, stage data, check data types & duplicate rows, full text search, and asset tagging - Schedule tests to run immediately, at a predetermined date & time, or after any event from a build/release, CI/CD, DevOps, or test management solution - Multi-project support in a single instance, new Global Admin user, assign users and agents, import and export projects, and user activity log reports - Webhooks provide real-time integrations with DevOps, CI/CD, test management, and alerting tools - Ready-for-Analytics provides seamless integration with QuerySurge and your BI tool or open-source Metabase to create custom reports and dashboards and gain deeper, real-time insights into your data validation and ETL testing workflows - Data Analytics Dashboards and Data Intelligence Reports track, analyze, and communicate data quality [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=2193&secure%5Bdisplayable_resource_id%5D=267&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=267&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=54942&secure%5Bresource_id%5D=2193&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-mapping&secure%5Btoken%5D=52f06037cf1682f56b7497593250d7544d4aae1f0bf461051413c38832173b09&secure%5Burl%5D=https%3A%2F%2Fwww.querysurge.com%2Fget-started%2Fprivate-demo%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3DG2-reviews&secure%5Burl_type%5D=book_demo) --- ## What Are the Top-Rated Data Mapping Software Products in 2026? ### 1. [Boomi](https://www.g2.com/products/boomi/reviews) Boomi is the intelligent integration and automation company that drives transformation. The Boomi Platform enables businesses to connect applications, people, and data faster to eliminate digital fragmentation caused by the exponential growth of applications and data. Through a combination of Generative AI, prebuilt connectors to applications, low-code automation, recipes for common business processes, full API lifecycle management, and event-driven architecture for cloud and hybrid on-premises integration, the Boomi Platform provides the breadth and depth of support required for modern digital transformation in an easy-to-use platform with enterprise-grade security, scalability, and reliability. **Average Rating:** 4.4/5.0 **Total Reviews:** 453 **How Do G2 Users Rate Boomi?** - **Data manipulation:** 9.0/10 (Category avg: 8.8/10) - **Process various formats:** 8.8/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.6/10 (Category avg: 8.7/10) **Who Is the Company Behind Boomi?** - **Seller:** [Boomi](https://www.g2.com/sellers/boomi) - **Company Website:** https://boomi.com/ - **Year Founded:** 2000 - **HQ Location:** Conshohocken, PA - **Twitter:** @boomi (101,014 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/boomi-inc/ (3,024 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Senior Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 45% Enterprise, 39% Mid-Market #### What Are Boomi's Pros and Cons? **Pros:** - Ease of Use (37 reviews) - Integrations (37 reviews) - Easy Integrations (34 reviews) - Features (33 reviews) - Integration Capabilities (32 reviews) **Cons:** - Complexity (13 reviews) - Integration Issues (11 reviews) - Learning Curve (11 reviews) - Difficult Learning (10 reviews) - Missing Features (10 reviews) ### What Do G2 Reviewers Say About Boomi? *AI-generated summary from verified user reviews* **Pros:** - Users find Boomi's **ease of use** remarkable, facilitating quick integrations and seamless connectivity across various platforms. - Users value the **powerful integrations** of Boomi, enabling seamless connectivity and efficient management with minimal effort. - Users value the **easy integrations** with multiple systems, simplifying workflows and enhancing overall connectivity. - Users value the **seamless integration and extensive features** of Boomi, which enhance connectivity and simplify workflow management. - Users value the **seamless integration capabilities** of Boomi, enhancing connectivity with various tools and cloud providers. **Cons:** - Users find **complexity** in developing integrations with Boomi, requiring considerable effort and custom solutions for advanced needs. - Users face **integration issues** with Boomi, requiring complex setups and limited connectors, complicating the overall experience. - Users note a **steep learning curve** with Boomi, particularly when tackling more complex integration challenges. - Users struggle with **difficult learning** curves in Boomi, particularly when navigating complex scenarios and configurations. - Users find **missing features** in Boomi, particularly with limited connectors and complex user interface for new users. #### What Are Recent G2 Reviews of Boomi? **"[Boomi’s Powerful Integrations and AI Automation Save Us Time and Effort](https://www.g2.com/survey_responses/boomi-review-12901875)"** **Rating:** 5.0/5.0 stars *— Abhay K.* [Read full review](https://www.g2.com/survey_responses/boomi-review-12901875) --- **"[Smooth NetSuite Integration with Fast, Low-Code Automation](https://www.g2.com/survey_responses/boomi-review-12597011)"** **Rating:** 4.0/5.0 stars *— tarun p.* [Read full review](https://www.g2.com/survey_responses/boomi-review-12597011) --- #### What Are G2 Users Discussing About Boomi? - [What is Boomi used for?](https://www.g2.com/discussions/what-is-boomi-used-for) - 1 comment - [What is Boomi Integration Platform as a Service (iPaaS) used for?](https://www.g2.com/discussions/what-is-boomi-integration-platform-as-a-service-ipaas-used-for) - 1 comment ### 2. [Skyvia](https://www.g2.com/products/skyvia/reviews) Skyvia is a no-code cloud data integration and data pipeline platform that enables ETL, ELT, Reverse ETL, data migration, one-way and bi-directional data sync, workflow automation, real-time connectivity, and much more. Benefits of Using Skyvia: • Cost efficiency: With affordable, flexible pricing plans for each product, Skyvia suites for businesses of any size. • Ease of Use: Based on extensive customer feedback, ease of use is Skyvia's strongest quality. • Flexibility: Skyvia provides adaptable, no-code integration tools for both basic and advanced business scenarios. • Trust: Skyvia is trusted by thousands of data-driven organizations around the globe. With a vast library of 200+ connectors, Skyvia provides seamless integration among various cloud applications, databases, and data warehouses, including Salesforce, Dynamics CRM, QuickBooks Online, SQL Server, Amazon Redshift, Google BigQuery, and others. **Average Rating:** 4.8/5.0 **Total Reviews:** 321 **How Do G2 Users Rate Skyvia?** - **Data manipulation:** 8.4/10 (Category avg: 8.8/10) - **Process various formats:** 8.6/10 (Category avg: 8.7/10) - **Data visualisation:** 8.4/10 (Category avg: 8.6/10) - **Ease of Use:** 9.3/10 (Category avg: 8.7/10) **Who Is the Company Behind Skyvia?** - **Seller:** [Devart](https://www.g2.com/sellers/devart) - **Year Founded:** 1997 - **HQ Location:** Wilmington, Delaware, USA - **Twitter:** @DevartSoftware (1,736 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/800325/ (252 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO, CTO - **Top Industries:** Information Technology and Services, Marketing and Advertising - **Company Size:** 52% Small-Business, 42% Mid-Market #### What Are Skyvia's Pros and Cons? **Pros:** - Ease of Use (50 reviews) - Easy Integrations (34 reviews) - Easy Setup (33 reviews) - Setup Ease (31 reviews) - Data Management (27 reviews) **Cons:** - Information Deficiency (8 reviews) - Difficult Setup (7 reviews) - Feature Limitations (7 reviews) - Learning Curve (7 reviews) - Poor Documentation (7 reviews) ### What Do G2 Reviewers Say About Skyvia? *AI-generated summary from verified user reviews* **Pros:** - Users find Skyvia to be **easy to use** , enabling seamless integration and efficient data operations without coding. - Users benefit from **easy integrations** with Skyvia, enhancing data operations and simplifying access to insights and reporting. - Users highlight the **easy setup** of Skyvia, enabling quick integration and allowing teams to focus on data insights. - Users are pleased with the **easy initial setup** of Skyvia, which simplifies data integration and management. - Users value the **real-time data management** of Skyvia, enhancing visibility and streamlining operations effortlessly. **Cons:** - Users feel the **information deficiency** in Skyvia's documentation hinders understanding and smooth onboarding. - Users find the **difficult setup** of Skyvia challenging, especially with large datasets and complex integrations. - Users note the **feature limitations** in reporting and query capabilities, which can hinder larger operations. - Users find the **learning curve steep** due to complex setups and a need for better documentation and training. - Users find the **poor documentation** of Skyvia lacking practical examples, hindering advanced reporting and setup understanding. #### What Are Recent G2 Reviews of Skyvia? **"[Reliable Data Integration Without the Headache](https://www.g2.com/survey_responses/skyvia-review-12998949)"** **Rating:** 5.0/5.0 stars *— Syed Minhajul I.* [Read full review](https://www.g2.com/survey_responses/skyvia-review-12998949) --- **"[Straightforward, Reliable Data Sync Between Cloud Apps and Databases](https://www.g2.com/survey_responses/skyvia-review-12843850)"** **Rating:** 5.0/5.0 stars *— Marcus W.* [Read full review](https://www.g2.com/survey_responses/skyvia-review-12843850) --- #### What Are G2 Users Discussing About Skyvia? - [What is Skyvia used for?](https://www.g2.com/discussions/what-is-skyvia-used-for) - 1 comment ### 3. [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews) Lobster is a Supply Chain Integration Platform headquartered in Germany. We help organisations connect any partner, system, and data format in a single platform, so they can move beyond simply transporting data and actually make it operational. For more than 20 years, we have been building integration solutions for logistics, retail, and manufacturing. Our platform covers three core areas: Integration (EDI, APIs, cloud apps, legacy systems), Orchestration (automated workflows and processes), and Collaboration (self-service portals for partners and suppliers). With over 90 pre-built connectors, customers can onboard partners in any format or protocol without replacing what already works. What sets Lobster apart is ownership. Our customers stay in full control of their data flows. Their teams configure changes, onboard new partners, and adjust formats themselves, without waiting weeks for consultants or vendor tickets. Built-in AI supports configuration, error analysis, and documentation, so even complex setups remain manageable. Most customers go live within four weeks. Over 1,500 companies worldwide, including HARIBO, HP, Hermes, Tchibo, Schaeffler, DHL, and Lufthansa Cargo, rely on Lobster to keep their supply chains running reliably, securely (ISO certified), and at scale. **Average Rating:** 4.6/5.0 **Total Reviews:** 104 **How Do G2 Users Rate Lobster Data Platform?** - **Data manipulation:** 9.2/10 (Category avg: 8.8/10) - **Process various formats:** 9.3/10 (Category avg: 8.7/10) - **Data visualisation:** 7.7/10 (Category avg: 8.6/10) - **Ease of Use:** 8.3/10 (Category avg: 8.7/10) **Who Is the Company Behind Lobster Data Platform?** - **Seller:** [Lobster Data GmbH](https://www.g2.com/sellers/lobster-data-gmbh) - **Company Website:** https://www.lobster-world.com/ - **Year Founded:** 2002 - **HQ Location:** Tutzing, Germany - **LinkedIn® Page:** https://www.linkedin.com/company/lobster-data-gmbh/ (324 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Logistics and Supply Chain, Transportation/Trucking/Railroad - **Company Size:** 63% Mid-Market, 27% Enterprise #### What Are Lobster Data Platform's Pros and Cons? **Pros:** - Ease of Use (19 reviews) - Customer Support (17 reviews) - Features (11 reviews) - Integrations (8 reviews) - User Interface (8 reviews) **Cons:** - Complexity (11 reviews) - UX Improvement (6 reviews) - Missing Features (5 reviews) - Poor Documentation (5 reviews) - Complex Usability (4 reviews) ### What Do G2 Reviewers Say About Lobster Data Platform? *AI-generated summary from verified user reviews* **Pros:** - Users admire the **ease of use** of Lobster Data Platform, appreciating its quick setup and responsive support. - Users praise the **excellent customer support** of Lobster Data Platform, highlighting quick responses and effective solutions. - Users highly value Lobster's **seamless integration capabilities** , facilitating efficient connections across various systems and processes. - Users appreciate the **seamless integrations** of Lobster Data Platform, effortlessly connecting diverse systems with comprehensive solutions. - Users praise the **user-friendly interface** of Lobster Data Platform, enabling quick project realization and flexibility. **Cons:** - Users find the **complexity of functions** overwhelming, especially when managing multiple features and processes. - Users express concerns over **inconsistent documentation and usability issues** in the Lobster Data Platform, impacting their overall experience. - Users note the **missing features** like API management and internal search, which hinder effective platform usability. - Users find the **poor documentation** of Lobster Data Platform challenging, leading to confusion and unexpected issues. - Users find the **complex usability** of Lobster Data Platform overwhelming, especially with its numerous functions and options. #### What Are Recent G2 Reviews of Lobster Data Platform? **"[Intuitive Platform, very easy to use, Needs Faster Bug Fixes](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)"** **Rating:** 4.5/5.0 stars *— Felix B.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671) --- **"[A Middleware solutions that really works](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)"** **Rating:** 4.5/5.0 stars *— Robert v.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950) --- ### 4. [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews) Informatica PowerCenter® helps you unleash the value of your data. It offers a unique end-to-end data integration platform, with a broad set of capabilities to integrate raw, fragmented data from disparate sources, transforming it into complete, high-quality, business-ready information. As your environment grows and matures, PowerCenter scales to meet your expanding business needs, data volumes, and complexity, while providing insights to IT and the business **Average Rating:** 4.3/5.0 **Total Reviews:** 82 **How Do G2 Users Rate Informatica PowerCenter?** - **Data manipulation:** 8.9/10 (Category avg: 8.8/10) - **Process various formats:** 8.8/10 (Category avg: 8.7/10) - **Data visualisation:** 8.8/10 (Category avg: 8.6/10) - **Ease of Use:** 8.1/10 (Category avg: 8.7/10) **Who Is the Company Behind Informatica PowerCenter?** - **Seller:** [Informatica](https://www.g2.com/sellers/informatica) - **Year Founded:** 1993 - **HQ Location:** Redwood City, CA - **Twitter:** @Informatica (99,643 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3858/ (2,802 employees on LinkedIn®) - **Ownership:** NYSE: INFA **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Insurance - **Company Size:** 79% Enterprise, 16% Mid-Market #### What Are Informatica PowerCenter's Pros and Cons? **Pros:** - Automation (3 reviews) - Data Integration (3 reviews) - Ease of Use (3 reviews) - Data Management (2 reviews) - Drag (2 reviews) **Cons:** - Expensive (2 reviews) - Integration Issues (2 reviews) - Cloud Dependency (1 reviews) - Complexity (1 reviews) - Complex Management (1 reviews) ### What Do G2 Reviewers Say About Informatica PowerCenter? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation capabilities** of Informatica PowerCenter, simplifying ETL processes and reducing manual coding efforts. - Users appreciate the **seamless data integration** capabilities of Informatica PowerCenter, enhancing their ETL processes across various sources. - Users praise the **easy-to-use interface** of Informatica PowerCenter, simplifying ETL processes without extensive coding. - Users value the **easy-to-use interface** of Informatica PowerCenter, simplifying complex ETL processes with automation and efficiency. - Users value the **intuitive drag-and-drop feature** of Informatica PowerCenter, simplifying ETL processes and enhancing understanding. **Cons:** - Users find Informatica PowerCenter to be **expensive** due to high licensing and ongoing maintenance costs, impacting budgets. - Users find **integration issues** with cloud services and complex environments to be a significant limitation of Informatica PowerCenter. - Users find **cloud dependency issues** with Informatica PowerCenter, limiting integration and scalability with modern cloud environments. - Users find the **complexity of accessing workflow parameters** cumbersome, which hinders a smooth user experience. - Users find **management complexities** of Informatica PowerCenter overwhelming due to infrastructure demands and resource allocations. #### What Are Recent G2 Reviews of Informatica PowerCenter? **"[Streamlined Data Integration with Intuitive Drag-and-Drop](https://www.g2.com/survey_responses/informatica-powercenter-review-12178255)"** **Rating:** 4.5/5.0 stars *— Vallabh P.* [Read full review](https://www.g2.com/survey_responses/informatica-powercenter-review-12178255) --- **"[Robust Data Integration with Steep Setup](https://www.g2.com/survey_responses/informatica-powercenter-review-12824137)"** **Rating:** 4.0/5.0 stars *— Nihal R.* [Read full review](https://www.g2.com/survey_responses/informatica-powercenter-review-12824137) --- #### What Are G2 Users Discussing About Informatica PowerCenter? - [What is Informatica PowerCenter used for?](https://www.g2.com/discussions/informatica-powercenter-what-is-informatica-powercenter-used-for) - 1 comment - [What are objects in Informatica?](https://www.g2.com/discussions/what-are-objects-in-informatica) - [What is Informatica platform?](https://www.g2.com/discussions/what-is-informatica-platform) - [What are the different components of Informatica PowerCenter?](https://www.g2.com/discussions/what-are-the-different-components-of-informatica-powercenter) - [What is Informatica PowerCenter used for?](https://www.g2.com/discussions/what-is-informatica-powercenter-used-for) ### 5. [Patchworks](https://www.g2.com/products/patchworks/reviews) Patchworks is an integration platform as a service (iPaaS) for B2C and B2B e-commerce businesses with the vision of helping retailers of all sizes integrate a best of breed technology stack as quickly and as easily as possible. Born in the cloud, Patchworks provides a powerful, user-friendly platform to connect systems via our low-code/no-code interface through a combination of pre-built connectors and process flows, which can be made available via our Patchworks ‘Blueprints’. Patchworks connects key eCommerce systems, storefronts, marketplaces, ERPs, CRMs, and fulfilment solutions, allowing retailers to simplify technology stack integration and do away with point to point vendor specific apps. Patchworks automates the flow of data across organisations, allowing them to scale without the overwhelming operations, streamline their operations, resources and reduce costs. With Patchworks, users can enjoy smoother operations, quicker time-to-market, and significant cost savings, all while ensuring a robust and scalable, ISO27001 certified, infrastructure that grows with their business. Hundreds of retailers, brands and partners are using the Patchworks platform, customers include the likes of: Castore, Belstaff, Bluebella, Gymshark, Westwing, In The Style, Maniere De Voir, Emma Bridgewater, Huel, The Couture Club, AYBL, Arne, Patta, Lounge Underwear, Mint Velvet, Mr Marvis and many more. **Average Rating:** 4.7/5.0 **Total Reviews:** 54 **How Do G2 Users Rate Patchworks?** - **Data manipulation:** 8.7/10 (Category avg: 8.8/10) - **Process various formats:** 8.9/10 (Category avg: 8.7/10) - **Data visualisation:** 8.9/10 (Category avg: 8.6/10) - **Ease of Use:** 8.7/10 (Category avg: 8.7/10) **Who Is the Company Behind Patchworks?** - **Seller:** [Patchworks](https://www.g2.com/sellers/patchworks) - **Company Website:** https://www.patchworks.co.uk/ - **Year Founded:** 2014 - **HQ Location:** United Kingdom - **LinkedIn® Page:** https://www.linkedin.com/company/patchworks/ (72 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Apparel & Fashion, Information Technology and Services - **Company Size:** 53% Small-Business, 42% Mid-Market #### What Are Patchworks's Pros and Cons? **Pros:** - Ease of Use (12 reviews) - Customer Support (10 reviews) - Issue Resolution (9 reviews) - Easy Integrations (7 reviews) - Efficiency (5 reviews) **Cons:** - Complexity (4 reviews) - Limited Customization (4 reviews) - Poor Customer Support (4 reviews) - Poor Support (4 reviews) - Setup Difficulties (4 reviews) ### What Do G2 Reviewers Say About Patchworks? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of Patchworks, enjoying smooth setups and intuitive integration features that save time. - Users commend Patchworks for its **exceptional customer support** , especially appreciating quick assistance during integration processes. - Users value the **proactive support team** of Patchworks, ensuring quick resolutions and smooth integration experiences. - Users value the **easy integrations** with Patchworks, enabling quick connections and smooth operations without heavy development work. - Users highlight the **efficiency of Patchworks** , enabling seamless integration and hassle-free processing of large datasets. **Cons:** - Users often find the **complexity** of Patchworks challenging, especially in navigating its different systems and customizations. - Users find the **limited customization** options frustrating, often needing developer support for deeper configurations and changes. - Users find the **customer support slow** , with delays in query escalation impacting resolution times. - Users note that **support can be slow** , occasionally leading to longer resolution times for issues faced. - Users face **setup difficulties** with Patchworks, especially with third-party implementation affecting timely changes. #### What Are Recent G2 Reviews of Patchworks? **"[Easy-to-Use Automation for everyone in the Organization](https://www.g2.com/survey_responses/patchworks-review-12870580)"** **Rating:** 4.0/5.0 stars *— Verified User in Apparel & Fashion* [Read full review](https://www.g2.com/survey_responses/patchworks-review-12870580) --- **"[Refreshing Visibility and Easy Drag-and-Drop Integrations](https://www.g2.com/survey_responses/patchworks-review-12965581)"** **Rating:** 5.0/5.0 stars *— Verified User in Luxury Goods & Jewelry* [Read full review](https://www.g2.com/survey_responses/patchworks-review-12965581) --- ### 6. [OWOX](https://www.g2.com/products/owox/reviews) OWOX Data Marts is a Free Forever Self-Service Analytics Platform that brings live, trusted data to spreadsheets and dashboards of decision-makers. Ask in plain English or click to build – your trusted reports update in real time with no analyst in the loop. With OWOX Data Marts, companies grow revenue as fast as they collect new data by enabling self-service reporting for everyone. Trusted by 165,000+ users in data teams, but also in marketing, finance, and product teams: from fast-scaling startups to global enterprises, OWOX products powers decisions across every department with data people actually trust. ‍ Self-hosted and Cloud Deployment are available to suit any data stack. Imagine a world where exploring data is as easy as driving a car, without the limitations of public transport (traditional BI dashboards) or the cost of a private driver (data analysts). That's exactly what we assure you! **Average Rating:** 4.9/5.0 **Total Reviews:** 290 **How Do G2 Users Rate OWOX?** - **Ease of Use:** 8.8/10 (Category avg: 8.7/10) **Who Is the Company Behind OWOX?** - **Seller:** [OWOX](https://www.g2.com/sellers/owox) - **Year Founded:** 2002 - **HQ Location:** WALNUT, California - **Twitter:** @owox (435 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1721152/ (68 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Chief Marketing Officer, CEO - **Top Industries:** Marketing and Advertising, Information Technology and Services - **Company Size:** 48% Small-Business, 43% Mid-Market #### What Are OWOX's Pros and Cons? **Pros:** - Ease of Use (21 reviews) - Helpful (15 reviews) - Data Management (14 reviews) - Customer Support (13 reviews) - Analytics (7 reviews) **Cons:** - Data Management Issues (4 reviews) - Error Handling (3 reviews) - Expensive (2 reviews) - Integration Issues (2 reviews) - Lack of Information (2 reviews) ### What Do G2 Reviewers Say About OWOX? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of OWOX, praising its simple UI and quick installation. - Users praise the **excellent support team** and their flexibility in solving issues uniquely and effectively. - Users value OWOX for its **transparent data ownership** and effective management, enhancing access and understanding of data. - Users appreciate the **excellent customer support** of OWOX, highlighting their fast and helpful assistance throughout the process. - Users appreciate the **ease of use and insightful analytics** of OWOX, enhancing their understanding of user behavior. **Cons:** - Users report facing **data management issues** that disrupt functionality and highlight the need for dedicated troubleshooting resources. - Users often face **error handling issues** , leading to data inaccuracies and a need for dedicated debugging resources. - Users find the **pricing structure expensive** , wishing for more affordable options to enhance their experience. - Users feel that **integration issues** with custom external services hinder the overall functionality of OWOX. - Users desire more **detailed information** such as video instructions and improved schedule reliability for OWOX. #### What Are Recent G2 Reviews of OWOX? **"[Simple and helpful](https://www.g2.com/survey_responses/owox-review-9843178)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/owox-review-9843178) --- **"[Nice team and Tracking & Attribution Solution](https://www.g2.com/survey_responses/owox-review-9851467)"** **Rating:** 4.5/5.0 stars *— Serhii K.* [Read full review](https://www.g2.com/survey_responses/owox-review-9851467) --- #### What Are G2 Users Discussing About OWOX? - [What is OWOX BI used for?](https://www.g2.com/discussions/what-is-owox-bi-used-for) - 1 comment ### 7. [CloverDX](https://www.g2.com/products/cloverdx/reviews) CloverDX is the data integration platform that combines engineering-led pipelines, AI integration, and self-service tools for business users. Host on-prem, in cloud, or hybrid for complete deployment freedom. CloverDX streamlines the entire lifecycle of data—from ingestion and processing to delivery and consumption, enhancing productivity and fostering trust in data. The platform is used by organizations of all sizes, helping companies optimize and orchestrate their data workflows, reduce manual work and errors, and ensure compliance with data governance standards. Data engineers and technical users can build and automate pipelines in a visual + code interface, and business users can also engage with data in user-friendly interfaces, so they can take on data quality, data prep and master data management tasks without needing IT intervention – freeing up technical resource. CloverDX supports a wide range of data sources and formats, enabling users to ingest data from various systems. Robust transformation capabilities allow users to clean, enrich and manipulate data to meet specific business requirements. And CloverDX offers advanced automation features that minimize the need for manual intervention – increasing efficiency and reducing the risk of errors. CloverDX also helps maintain data integrity and accountability throughout the data lifecycle, with full version control and audit trails. Users can track changes and access historical data versions, ensuring they can rely on the accuracy of data at all times. CloverDX is a versatile, flexible data integration solution that addresses the needs of both technical and non-technical users. By combining automation, robust processing capabilities, and a user-friendly interface, it empowers organizations to manage their data more effectively, ultimately leading to better insights, enhanced collaboration and alignment, and improved business outcomes. **Average Rating:** 4.3/5.0 **Total Reviews:** 72 **How Do G2 Users Rate CloverDX?** - **Data manipulation:** 8.6/10 (Category avg: 8.8/10) - **Process various formats:** 8.3/10 (Category avg: 8.7/10) - **Data visualisation:** 7.9/10 (Category avg: 8.6/10) - **Ease of Use:** 8.1/10 (Category avg: 8.7/10) **Who Is the Company Behind CloverDX?** - **Seller:** [CloverDX](https://www.g2.com/sellers/cloverdx) - **Company Website:** https://www.cloverdx.com/ - **Year Founded:** 2002 - **HQ Location:** Prague - **Twitter:** @CloverDX (1,237 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cloverdx/ (55 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Financial Services, Information Technology and Services - **Company Size:** 40% Mid-Market, 36% Enterprise #### What Are CloverDX's Pros and Cons? **Pros:** - Ease of Use (9 reviews) - Automation (7 reviews) - User Interface (7 reviews) - Easy Integrations (6 reviews) - Simple (6 reviews) **Cons:** - Poor Documentation (4 reviews) - Connection Issues (3 reviews) - Steep Learning Curve (3 reviews) - Unclear Documentation (3 reviews) - Complex Usability (2 reviews) ### What Do G2 Reviewers Say About CloverDX? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of CloverDX, appreciating its intuitive design for simplified data operations and workflows. - Users value the **seamless workflow automation** in CloverDX, which simplifies data management and enhances task efficiency. - Users appreciate the **simple and effective UI** of CloverDX, enhancing ease of use and automation for tasks. - Users love the **easy integrations** of CloverDX, appreciating its visual tool and seamless data transformation capabilities. - Users appreciate the **simple and effective automation** features of CloverDX, making task management straightforward and efficient. **Cons:** - Users highlight the need for **better documentation** , including detailed examples and interactive learning paths for CloverDX. - Users face **connection issues** with CloverDX, impacting performance and data transfer efficiency. - Users report a **steep learning curve** due to insufficient documentation and examples, making code generation challenging. - Users find CloverDX's **unclear documentation** frustrating, making it challenging to quickly generate usable code and understand errors. - Users find the **complex usability** of CloverDX challenging, hindering navigation and overall effectiveness for new users. #### What Are Recent G2 Reviews of CloverDX? **"[Flexible Hybrid ETL with Powerful Visual Design and Predictable User-Based Pricing](https://www.g2.com/survey_responses/cloverdx-review-12487161)"** **Rating:** 4.0/5.0 stars *— Ajju B.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-12487161) --- **"[Customizable Pipelines, Easy Setup with CloverDX](https://www.g2.com/survey_responses/cloverdx-review-10657839)"** **Rating:** 4.5/5.0 stars *— Pavlo T.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-10657839) --- #### What Are G2 Users Discussing About CloverDX? - [How much does CloverDX cost?](https://www.g2.com/discussions/how-much-does-cloverdx-cost) - 1 comment - [Is CloverDX open source?](https://www.g2.com/discussions/is-cloverdx-open-source) - 1 comment - [How do you use CloverDX?](https://www.g2.com/discussions/how-do-you-use-cloverdx) ### 8. [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) IBM® InfoSphere® DataStage® is a leading ETL platform that integrates data across multiple enterprise systems. It leverages a high performance parallel framework, available on-premises or in the cloud. The scalable platform provides extended metadata management and enterprise connectivity. It integrates heterogeneous data, including big data at rest (Hadoop-based) or big data in motion (stream-based), on both distributed and mainframe platforms. It supports IBM Db2® Z and Db2 for z/OS®, applies workload and business rules, and integrates real-time data in an easy to deploy, scalable platform. Learn More: https://ibm.co/2NpHEtZ **Average Rating:** 4.0/5.0 **Total Reviews:** 62 **How Do G2 Users Rate IBM DataStage?** - **Data manipulation:** 9.0/10 (Category avg: 8.8/10) - **Process various formats:** 8.7/10 (Category avg: 8.7/10) - **Data visualisation:** 8.5/10 (Category avg: 8.6/10) - **Ease of Use:** 7.9/10 (Category avg: 8.7/10) **Who Is the Company Behind IBM DataStage?** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity (74,660 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®) - **Ownership:** SWX:IBM **Who Uses This Product?** - **Top Industries:** Banking, Information Technology and Services - **Company Size:** 77% Enterprise, 15% Mid-Market #### What Are IBM DataStage's Pros and Cons? **Pros:** - Customization (1 reviews) - Data Pipelining (1 reviews) - Drag (1 reviews) - Ease of Use (1 reviews) - Efficiency Improvement (1 reviews) **Cons:** - Complex Processes (1 reviews) - Dependency Issues (1 reviews) - Expensive (1 reviews) - Lack of Real-Time Data (1 reviews) - Learning Difficulty (1 reviews) ### What Do G2 Reviewers Say About IBM DataStage? *AI-generated summary from verified user reviews* **Pros:** - Users value the **customization capabilities** of DataStage, enabling tailored data solutions for diverse business needs. - Users appreciate the **high-performance pipelining** in IBM DataStage, enabling efficient processing of massive data volumes simultaneously. - Users value the **high-performance parallel processing engine** of IBM DataStage for efficiently managing massive data volumes. - Users find the **ease of use** in DataStage compelling, thanks to its intuitive drag-and-drop design for ETL logic. - Users benefit from **efficient high-performance processing** in IBM DataStage, enabling quick handling of massive data volumes. **Cons:** - Users find the **complex processes** of IBM DataStage challenging, especially due to steep learning curves and manual configurations. - Users struggle with **dependency issues** , facing vendor lock-in and complexity in migrating out of IBM DataStage. - Users find IBM DataStage's **expensive pricing and complex licensing** prohibitively challenging for small-to-medium businesses. - Users report a **lack of real-time data** capabilities in IBM DataStage, hindering modern data operations and agility. - Users struggle with the **steep learning curve** of IBM DataStage, finding its complexity challenging for new hires. #### What Are Recent G2 Reviews of IBM DataStage? **"[Unmatched Performance and Reliability for Enterprise Data Workloads](https://www.g2.com/survey_responses/ibm-datastage-review-12124677)"** **Rating:** 5.0/5.0 stars *— Poojasree M.* [Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-12124677) --- **"[Blazingly Fast, Full-Featured ETL tool with Flexible Data Connections](https://www.g2.com/survey_responses/ibm-datastage-review-10327160)"** **Rating:** 4.0/5.0 stars *— Steve L.* [Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-10327160) --- #### What Are G2 Users Discussing About IBM DataStage? - [What is IBM InfoSphere DataStage used for?](https://www.g2.com/discussions/what-is-ibm-infosphere-datastage-used-for) - [How can I download IBM InfoSphere DataStage?](https://www.g2.com/discussions/how-can-i-download-ibm-infosphere-datastage) - [What is InfoSphere Information Server?](https://www.g2.com/discussions/what-is-infosphere-information-server) - [What is DataStage tool?](https://www.g2.com/discussions/what-is-datastage-tool) ### 9. [Babelway](https://www.g2.com/products/babelway/reviews) Babelway is an integration platform designed to simplify how businesses exchange data and documents with their partners, covering EDI, e-invoicing, Peppol, and other regulated document flows. Instead of relying on complex, rigid setups, it provides a flexible way to connect systems, transform data, and manage document exchanges across suppliers, customers, and platforms. What makes Babelway different is its approach: a fully transparent, self-service platform where you stay in control of your integrations, with the option to rely on expert support whenever needed. Today, Babelway supports over 700 companies worldwide, processing more than 600 million messages per year across 30+ countries, making it a proven and scalable foundation for business-critical integrations. No black box, no hidden logic, just a clear and flexible way to connect your systems. What Babelway does: • Connects ERPs, APIs, files (CSV, XML, EDIFACT, JSON, etc.) and external platforms through a wide range of protocols (SFTP, AS2, REST, Peppol, and more) • Transforms data between formats, from simple mappings to complex business rules and validations • Automates document flows end-to-end, including sending, receiving, monitoring, and error handling • Provides full visibility on every transaction, with real-time tracking and easy reprocessing when needed • Supports compliance requirements such as Peppol and country-specific e-invoicing mandates Why IT and Finance teams choose Babelway: • Babelway combines flexibility and control in a way that most EDI solutions don’t. • For IT teams, it reduces the complexity of building and maintaining integrations, while keeping full visibility and control over data flows. • For Finance teams, it ensures reliable, compliant, and traceable document exchanges, especially in the context of e-invoicing regulations. • Self-service first: build and manage your own integrations without heavy development cycles • No black box: full visibility into mappings, flows, and data at every step • Support when you need it: from onboarding to full managed implementations via Professional Services • Transparent pricing: clear plans based on usage, with no hidden fees, no tokens, and no surprise costs This makes it easy to start small, scale progressively, and stay in control of both your integrations and your costs. Who it’s for: Babelway is used by mid-sized to large companies across industries such as retail, logistics, manufacturing, and fintech. It’s particularly well suited for organizations that: • Exchange documents with multiple partners • Need to support multiple formats and protocols • Are dealing with e-invoicing regulations (Peppol, France, etc.) • Want to avoid complex, opaque EDI systems Key points: • Self-service platform with full control over integrations • Certified Peppol Access Point and compliant with major standards (ISO 27001, SOC 1 & 2, GDPR) • Scales from a few flows to high-volume environments • Transparent pricing with predictable costs • Free trial available to get started quickly **Average Rating:** 4.7/5.0 **Total Reviews:** 35 **How Do G2 Users Rate Babelway?** - **Ease of Use:** 9.0/10 (Category avg: 8.7/10) **Who Is the Company Behind Babelway?** - **Seller:** [Tradeshift](https://www.g2.com/sellers/tradeshift-57c6d4fd-9fec-41e6-9415-a1e9188c1c70) - **Company Website:** https://tradeshift.com - **Year Founded:** 2009 - **HQ Location:** San Francisco, California - **Twitter:** @tradeshift (6,577 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/845066/ (349 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 58% Mid-Market, 22% Enterprise #### What Are Babelway's Pros and Cons? **Pros:** - Customer Support (2 reviews) - Flexibility (2 reviews) - Data Management (1 reviews) - Efficiency (1 reviews) - Learning Ease (1 reviews) ### What Do G2 Reviewers Say About Babelway? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **responsive customer support** of Babelway, appreciating their clarity and efficiency in resolving issues. - Users commend Babelway's **flexibility** , allowing efficient setup and collaborative connections without IT expertise. - Users value the **cloud-based accessibility** of Babelway, enabling easy connection setup without installation hassle. - Users commend Babelway for its **efficiency** , enhancing their experience with reliable and flexible service throughout interactions. - Users find Babelway's **learning ease** beneficial, enabling non-IT specialists to quickly set up complex connections. #### What Are Recent G2 Reviews of Babelway? **"[Powerful Yet Easy Integrations with Great Monitoring and Responsive Support](https://www.g2.com/survey_responses/babelway-review-12568586)"** **Rating:** 5.0/5.0 stars *— Wouter B.* [Read full review](https://www.g2.com/survey_responses/babelway-review-12568586) --- **"[Perfect Integration and Fast Support](https://www.g2.com/survey_responses/babelway-review-12632224)"** **Rating:** 5.0/5.0 stars *— Sébastien K.* [Read full review](https://www.g2.com/survey_responses/babelway-review-12632224) --- #### What Are G2 Users Discussing About Babelway? - [What is Babelway used for?](https://www.g2.com/discussions/what-is-babelway-used-for) ### 10. [Secoda](https://www.g2.com/products/secoda/reviews) Secoda is an AI-powered data governance platform designed to help organizations explore, understand, and utilize their data effectively. By providing a comprehensive platform that connects to 75+ data sources, pipelines, warehouses, and visualization tools, Secoda aims to create a unified source of truth for businesses. This functionality is particularly valuable for organizations looking to enhance their self-serve analytics, streamline operations, and improve decision-making. Targeted at data teams, business stakeholders, and organizations of all sizes, Secoda serves as an essential tool for those who need to manage and interpret large volumes of data. Its user-friendly interface ensures that individuals with varying levels of technical expertise can leverage the platform to gain actionable insights. Companies such as Vanta, Cardinal Health, ID.me, and Dialpad have adopted Secoda to monitor the health of their data ecosystems, enhance the efficiency of their data teams, and scale AI readiness. One of Secoda’s core advantages is its ability to unify data cataloging, enterprise governance, and observability into a single, streamlined platform. This consolidation not only reduces the overhead of managing multiple tools but also powers Secoda AI with rich, connected context, enabling teams to focus on insights instead of infrastructure. Secoda automates key data management tasks including documentation, tagging, glossary term creation, and policy creation. This automation enables users to quickly discover and access relevant data and insights without extensive manual effort. By streamlining these processes, Secoda not only saves valuable time but also empowers teams to make confident, data-driven decisions based on current, well-organized information, ultimately driving better business outcomes. Overall, Secoda stands out in the data management landscape by offering a comprehensive, AI-driven solution that caters to the needs of both technical and non-technical users. Its ability to create a single source of truth, coupled with its integration of multiple functionalities into one platform, positions it as a valuable asset for organizations aiming to harness the full potential of their data. **Average Rating:** 4.5/5.0 **Total Reviews:** 55 **How Do G2 Users Rate Secoda?** - **Data manipulation:** 5.0/10 (Category avg: 8.8/10) - **Process various formats:** 8.3/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.2/10 (Category avg: 8.7/10) **Who Is the Company Behind Secoda?** - **Seller:** [Secoda](https://www.g2.com/sellers/secoda) - **Year Founded:** 2021 - **HQ Location:** Toronto, CA - **Twitter:** @SecodaHQ (923 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/secodahq/about (19 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Financial Services - **Company Size:** 65% Mid-Market, 18% Small-Business #### What Are Secoda's Pros and Cons? **Pros:** - Ease of Use (31 reviews) - Features (25 reviews) - Customer Support (21 reviews) - Data Lineage (19 reviews) - Integrations (16 reviews) **Cons:** - Bug Issues (11 reviews) - Bugs (11 reviews) - Technical Issues (9 reviews) - Learning Curve (5 reviews) - Missing Features (5 reviews) ### What Do G2 Reviewers Say About Secoda? *AI-generated summary from verified user reviews* **Pros:** - Users find Secoda's **ease of use** empowering, enabling both tech and non-tech users to govern data effortlessly. - Users appreciate the **wide range of useful features** in Secoda, enhancing accessibility and collaboration across teams. - Users praise the **responsive and friendly customer support** team, enhancing their overall experience with Secoda. - Users value the **data lineage feature** of Secoda for enhancing structure and facilitating easier data discovery across teams. - Users appreciate the **extensive integrations** offered by Secoda, making it easy to connect with their existing tools. **Cons:** - Users report encountering **minor bug issues** in Secoda, but appreciate the quick response from the support team. - Users experience **minor bugs** in Secoda, but appreciate the quick response from the support team in resolving them. - Users experience several **technical issues** with bugs in Secoda, though the support team resolves them quickly. - Users find the **learning curve steep** with Secoda, struggling to keep pace with frequent updates and UI complexity. - Users find the **missing features** in Secoda, particularly in collaboration tools, limit their overall experience and efficiency. #### What Are Recent G2 Reviews of Secoda? **"[Making real progress with metadata, lineage, documentation and AI use cases](https://www.g2.com/survey_responses/secoda-review-11392959)"** **Rating:** 4.5/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/secoda-review-11392959) --- **"[Secoda offers great integration with Snowflake, dbt, Tableau for Data Cataloging and AI assistance](https://www.g2.com/survey_responses/secoda-review-11049626)"** **Rating:** 5.0/5.0 stars *— Surya Kant M.* [Read full review](https://www.g2.com/survey_responses/secoda-review-11049626) --- ### 11. [Adeptia](https://www.g2.com/products/adeptia/reviews) Adeptia is the Intelligent ETL platform that helps enterprises acquire, transform, validate, orchestrate, and operationalize data across systems, partners, documents, and AI agents. Organizations use Adeptia to automate customer onboarding, partner onboarding, supplier onboarding, EDI operations, compliance workflows, and operational data exchange. Unlike traditional ETL tools built for point-to-point integrations, Adeptia is purpose-built to handle real-world enterprise data from documents, partner ecosystems, business applications, and internal systems. Its AI-native platform combines intelligent automation, document intelligence, and deterministic execution to deliver trusted, auditable data pipelines. Backed by more than 25 years of enterprise automation experience in highly regulated industries, Adeptia combines Intelligent ETL, AI-native automation, and reusable industry accelerators to help organizations reduce operational complexity and scale with confidence. **Average Rating:** 4.2/5.0 **Total Reviews:** 18 **How Do G2 Users Rate Adeptia?** - **Data manipulation:** 7.9/10 (Category avg: 8.8/10) - **Process various formats:** 8.3/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 7.8/10 (Category avg: 8.7/10) **Who Is the Company Behind Adeptia?** - **Seller:** [Adeptia](https://www.g2.com/sellers/adeptia) - **Company Website:** https://www.adeptia.com - **Year Founded:** 2000 - **HQ Location:** Jupiter, FL - **Twitter:** @adeptia (1,410 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/79129/ (209 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 57% Enterprise, 38% Mid-Market #### What Are Adeptia's Pros and Cons? **Pros:** - Cost Efficiency (1 reviews) - Customer Support (1 reviews) - Ease of Use (1 reviews) - Easy Integrations (1 reviews) - Efficiency (1 reviews) **Cons:** - Error Messages (1 reviews) - Inaccuracy (1 reviews) - Mapping Issues (1 reviews) - Troubleshooting Difficulty (1 reviews) ### What Do G2 Reviewers Say About Adeptia? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **cost efficiency** of Adeptia Automate, achieving quick integrations without extensive developer resources. - Users value the **timely customer support** from Adeptia, ensuring assistance is available whenever needed. - Users appreciate the **ease of use** of Adeptia, enabling quick integrations and reducing reliance on developers. - Users benefit from **easy integrations** , enabling rapid setup of data flows with minimal technical skills needed. - Users praise Adeptia Automate for its **exceptional efficiency** , enabling rapid integration and reducing reliance on developers. **Cons:** - Users face challenges with **error messages in mapping functionality** , making troubleshooting and error correction difficult. - Users experience challenges with **inaccuracy in mapping functionality** , leading to troubleshooting difficulties during data transformation processes. - Users often face **mapping issues** in data transformation, leading to hard-to-troubleshoot errors during the process. - Users face **troubleshooting difficulties** with mapping errors in Adeptia Automate, making the data transformation process challenging. #### What Are Recent G2 Reviews of Adeptia? **"[Orion Advisor Solutions Adeptia Review](https://www.g2.com/survey_responses/adeptia-review-8827189)"** **Rating:** 4.5/5.0 stars *— Cale H.* [Read full review](https://www.g2.com/survey_responses/adeptia-review-8827189) --- **"[Unmatched Versatility in Data Transformation](https://www.g2.com/survey_responses/adeptia-review-12646779)"** **Rating:** 5.0/5.0 stars *— Tiffany Z.* [Read full review](https://www.g2.com/survey_responses/adeptia-review-12646779) --- #### What Are G2 Users Discussing About Adeptia? - [What is Adeptia Connect used for?](https://www.g2.com/discussions/what-is-adeptia-connect-used-for) ### 12. [Pimcore](https://www.g2.com/products/pimcore/reviews) Pimcore is an analyst-recognized provider of enterprise data and experience management technology, enabling companies to scale Product Experience Management (PXM) across complex ecosystems. Founded in 2013 and headquartered in Salzburg, Austria, Pimcore is trusted by 118,000+ companies worldwide. The Pimcore Platform unifies PIM, MDM, DAM, CDP, DXP/CMS, and Digital Commerce into a composable suite to aggregate, govern, and enrich product content and data—supporting consistent, personalized experiences across channels. Pimcore has been recognized in Gartner’s 2025 Magic Quadrant for Digital Experience Platforms. **Average Rating:** 4.5/5.0 **Total Reviews:** 40 **How Do G2 Users Rate Pimcore?** - **Ease of Use:** 8.2/10 (Category avg: 8.7/10) **Who Is the Company Behind Pimcore?** - **Seller:** [pimcore](https://www.g2.com/sellers/pimcore) - **Company Website:** https://www.pimcore.com - **Year Founded:** 2009 - **HQ Location:** Salzburg, Austria - **Twitter:** @pimcore (1,630 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3505853 (72 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 48% Mid-Market, 33% Small-Business #### What Are Pimcore's Pros and Cons? **Pros:** - Ease of Use (3 reviews) - All-in-one Solutions (2 reviews) - Asset Management (2 reviews) - Customizability (2 reviews) - Data Centralization (2 reviews) **Cons:** - Learning Curve (2 reviews) - Complexity (1 reviews) - Developer Challenges (1 reviews) - Difficulty Learning (1 reviews) - Expensive (1 reviews) ### What Do G2 Reviewers Say About Pimcore? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Pimcore, streamlining data management and enhancing workflow efficiency with a unified interface. - Users value the **all-in-one solutions** of Pimcore, streamlining data management and automating complex workflows effortlessly. - Users appreciate the **simplicity and adaptability** of Pimcore for efficiently managing data and experiences in one place. - Users value the **customizability** of Pimcore, allowing easy adaptation to unique industry workflows and streamlined data management. - Users value the **centralized data management** of Pimcore, streamlining workflows and simplifying processes with a unified interface. **Cons:** - Users find the **learning curve steep** with Pimcore, requiring time and assistance for effective configuration. - Users previously faced **complexity** with Pimcore, though recent updates have improved the user experience significantly. - Users feel that **developer challenges** hinder their ability to make changes independently, relying too much on integrators. - Users struggle with the **difficulty of learning** Pimcore, finding it challenging to configure without assistance. - Users find Pimcore's cost to be a **significant drawback** , especially considering the steep learning curve and dependency on partners. #### What Are Recent G2 Reviews of Pimcore? **"[Simplicity and Flexibility Combined in One Platform](https://www.g2.com/survey_responses/pimcore-review-12364959)"** **Rating:** 4.5/5.0 stars *— Dietmar R.* [Read full review](https://www.g2.com/survey_responses/pimcore-review-12364959) --- **"[Pim-Core as a Single Source of Truth—8-Language Publishing Like Clockwork](https://www.g2.com/survey_responses/pimcore-review-12349541)"** **Rating:** 4.5/5.0 stars *— Ofir M.* [Read full review](https://www.g2.com/survey_responses/pimcore-review-12349541) --- #### What Are G2 Users Discussing About Pimcore? - [What is Pimcore used for?](https://www.g2.com/discussions/what-is-pimcore-used-for) - 1 comment - [What does Pimcore do?](https://www.g2.com/discussions/what-does-pimcore-do) - [What is a PIM tool?](https://www.g2.com/discussions/what-is-a-pim-tool) - [Is Pimcore free?](https://www.g2.com/discussions/is-pimcore-free) - [What is Pimcore good for?](https://www.g2.com/discussions/what-is-pimcore-good-for) ### 13. [Astera Data Pipeline Builder (Centerprise)](https://www.g2.com/products/astera-data-pipeline-builder-centerprise/reviews) Astera Data Pipeline Builder (Centerprise) provides a no-code, scalable, high-performance, and affordable integration platform designed for technical and non-technical users to connect, transform, and move data from diverse sources to preferred destinations. With Astera's industrial strength ETL/ELT engine, 200+ transformations, and scheduling capabilities, users can build automated data pipelines in a matter of a few clicks. Users can also execute ETL and ELT data pipelines manually, schedule them for automated reruns, or orchestrate them as part of a larger data management process. Whether it's data extraction, transformation, cleansing, or loading, Astera Data Pipeline Builder excels at ensuring data accuracy and reliability. It offers comprehensive data validation capabilities, enabling users to enforce data quality and consistency. It is also a go-to solution for data migration, data warehousing, and business intelligence. **Average Rating:** 4.3/5.0 **Total Reviews:** 31 **How Do G2 Users Rate Astera Data Pipeline Builder (Centerprise)?** - **Data manipulation:** 8.8/10 (Category avg: 8.8/10) - **Process various formats:** 7.5/10 (Category avg: 8.7/10) - **Data visualisation:** 8.8/10 (Category avg: 8.6/10) - **Ease of Use:** 8.3/10 (Category avg: 8.7/10) **Who Is the Company Behind Astera Data Pipeline Builder (Centerprise)?** - **Seller:** [Astera Software](https://www.g2.com/sellers/astera-software) - **HQ Location:** Simi Valley, CA - **Twitter:** @AsteraSoftware (2,255 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/33267/ (160 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 48% Mid-Market, 32% Small-Business #### What Are Recent G2 Reviews of Astera Data Pipeline Builder (Centerprise)? **"[Great experience working with Astera ETL tool and support team](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8938856)"** **Rating:** 4.5/5.0 stars *— Verified User in Broadcast Media* [Read full review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8938856) --- **"[Astera Centerprise Data Integrator Review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8851040)"** **Rating:** 4.0/5.0 stars *— Rahul S.* [Read full review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8851040) --- ### 14. [Ab Initio](https://www.g2.com/products/ab-initio/reviews) Ab Initio specializes in developing software for data integration, data governance, data quality, metadata management, and agentic AI. Ab Initio is Latin for “from the beginning” or “from first principles.” The fundamentals of scalability, reliability, and auditability are built into Ab Initio’s data and agentic AI software as first principles. The Ab Initio Agentic Data Platform is a unified environment for designing, deploying, and managing data workflows and agentic AI at scale. The software translates raw information into governed data products and auditable actions performed by both agents and humans. The platform’s parallel processing engine delivers deterministic performance for massive data volumes, reducing infrastructure waste and runtime variation. Because logic and execution are portable, workflows can move between data centers and clouds without modification or revalidation. **Average Rating:** 4.3/5.0 **Total Reviews:** 21 **How Do G2 Users Rate Ab Initio?** - **Data manipulation:** 9.4/10 (Category avg: 8.8/10) - **Process various formats:** 8.3/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.5/10 (Category avg: 8.7/10) **Who Is the Company Behind Ab Initio?** - **Seller:** [Ab Initio](https://www.g2.com/sellers/ab-initio) - **Year Founded:** 1995 - **HQ Location:** United States - **LinkedIn® Page:** https://www.linkedin.com/company/ab-initio/about (965 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Banking - **Company Size:** 91% Enterprise, 9% Mid-Market #### What Are Recent G2 Reviews of Ab Initio? **"[Abinitio is best amoung the other etl tools easy to use](https://www.g2.com/survey_responses/ab-initio-review-9064690)"** **Rating:** 4.0/5.0 stars *— Sunny T.* [Read full review](https://www.g2.com/survey_responses/ab-initio-review-9064690) --- **"[Excellent ETL Development Tool](https://www.g2.com/survey_responses/ab-initio-review-7801665)"** **Rating:** 5.0/5.0 stars *— Rajeswari Acharya R.* [Read full review](https://www.g2.com/survey_responses/ab-initio-review-7801665) --- ### 15. [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) More than just ETL (Extract, Transform, Load), Pentaho Data Integration is a codeless data orchestration tool that blends diverse data sets into a single source of truth as a basis for analysis and reporting. Effortlessly managed in a drag-and-drop graphical interface, so you can easily track where it's coming from, where it's going and how it's transforming. Develop and maintain pipeline efficiency Scalability, simplicity, and self-service Leverage quality and lineage inputs for enhanced data observability and management **Average Rating:** 4.3/5.0 **Total Reviews:** 17 **How Do G2 Users Rate Pentaho Data Integration?** - **Ease of Use:** 8.6/10 (Category avg: 8.7/10) **Who Is the Company Behind Pentaho Data Integration?** - **Seller:** [Pentaho](https://www.g2.com/sellers/pentaho-d1c9c8d5-c72c-42b5-967d-4a0985833684) - **Year Founded:** 2004 - **HQ Location:** Santa Clara, CA - **LinkedIn® Page:** https://www.linkedin.com/company/pentaho/ (141 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 41% Mid-Market, 41% Enterprise #### What Are Pentaho Data Integration's Pros and Cons? **Pros:** - Features (2 reviews) - API Integration (1 reviews) - Cloud Integration (1 reviews) - Communication (1 reviews) - Connectivity (1 reviews) **Cons:** - Performance Issues (2 reviews) - Learning Curve (1 reviews) - Poor Performance (1 reviews) - Slow Data Loading (1 reviews) - Slow Performance (1 reviews) ### What Do G2 Reviewers Say About Pentaho Data Integration? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **user-friendly interface and extensive functionalities** of Pentaho Data Integration, enhancing their ETL processes. - Users highly value the **API integration capabilities** of Pentaho Data Integration for seamless data extraction and reporting. - Users appreciate the **fast data transfer and versatile connectivity** of Pentaho Data Integration for seamless data handling. - Users value the **fast data transfer and reporting capabilities** of Pentaho Data Integration for efficient ETL processes. - Users value the **fast connectivity** of Pentaho Data Integration, enabling quick and efficient data transfers across various sources. **Cons:** - Users experience **performance issues** with large data volumes, noting slow job modifications and a need for better tutorials. - Users find the **learning curve steep** , noting that modifying jobs in Pentaho is often time-consuming and slow. - Users often experience **performance issues** with Pentaho Data Integration when handling large data volumes. - Users find that **modifying jobs is time-consuming** , which hampers their overall experience with Pentaho Data Integration. - Users find modifying jobs in Pentaho Data Integration to be **slow and time-consuming** , hindering overall productivity. #### What Are Recent G2 Reviews of Pentaho Data Integration? **"[Totally worth it!!](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780)"** **Rating:** 4.5/5.0 stars *— Karthick V.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780) --- **"[One the best ETL tool](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214)"** **Rating:** 4.5/5.0 stars *— Dhiraj D.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214) --- ### 16. [Altova MapForce](https://www.g2.com/products/altova-mapforce/reviews) Altova MapForce is an any-to-any data conversion and ETL tool for graphically defining and executing transformations for all popular data formats. Altova MapForce supports converting and transformation between any combination of XML, JSON, relational database, NoSQL database, EDI, text, Excel, XBRL, Google Protobuf, and Web services data. These powerful data mapping and integration tools convert your data instantly and provide multiple options to automate recurrent transformations. MapForce is a powerful, highly affordable data conversion and ETL tool for firms of all sizes. **Average Rating:** 4.5/5.0 **Total Reviews:** 19 **How Do G2 Users Rate Altova MapForce?** - **Data manipulation:** 9.2/10 (Category avg: 8.8/10) - **Process various formats:** 9.2/10 (Category avg: 8.7/10) - **Data visualisation:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.4/10 (Category avg: 8.7/10) **Who Is the Company Behind Altova MapForce?** - **Seller:** [Altova](https://www.g2.com/sellers/altova) - **Year Founded:** 1992 - **HQ Location:** Beverly, MA - **Twitter:** @altova (569 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/altova (42 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 43% Enterprise, 39% Small-Business #### What Are Recent G2 Reviews of Altova MapForce? **"[Finest EDI mapping](https://www.g2.com/survey_responses/altova-mapforce-review-4265643)"** **Rating:** 5.0/5.0 stars *— Krishna C.* [Read full review](https://www.g2.com/survey_responses/altova-mapforce-review-4265643) --- **"[Increased productivity and high performance.](https://www.g2.com/survey_responses/altova-mapforce-review-7340686)"** **Rating:** 4.0/5.0 stars *— Juana W.* [Read full review](https://www.g2.com/survey_responses/altova-mapforce-review-7340686) --- ### 17. [Transcend](https://www.g2.com/products/transcend/reviews) Transcend is the only autonomous “can I use this data” platform that powers every data decision to scale customer growth. Fortune 500 companies and emerging category leaders leverage Transcend to encode complete data use permissions directly into the enterprise systems that process customer data, delivering a real-time source of truth for consent, preferences, and business rules. The result is superior data quality, ethical use that protects the brand, and audit-ready compliance at scale. With Transcend, companies can unlock revenue from AI, personalization, and other first-party data initiatives with confidence. Founded in 2017 by Ben Brook (CEO) and Mike Farrell (CTO), Transcend is headquartered in the San Francisco Bay Area. The company has been recognized as a Leader in IDC’s MarketScape for Worldwide Data Privacy Compliance Software and twice named to the Deloitte Technology Fast 500™. Learn more at transcend.io. **Average Rating:** 4.6/5.0 **Total Reviews:** 111 **How Do G2 Users Rate Transcend?** - **Data manipulation:** 8.8/10 (Category avg: 8.8/10) - **Process various formats:** 9.3/10 (Category avg: 8.7/10) - **Data visualisation:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 9.0/10 (Category avg: 8.7/10) **Who Is the Company Behind Transcend?** - **Seller:** [Transcend](https://www.g2.com/sellers/transcend) - **Company Website:** https://transcend.io - **Year Founded:** 2017 - **HQ Location:** San Francisco, California - **LinkedIn® Page:** https://www.linkedin.com/company/transcend-io/ (161 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 75% Mid-Market, 19% Enterprise #### What Are Transcend's Pros and Cons? **Pros:** - Compliance Management (6 reviews) - Ease of Use (6 reviews) - Automation (4 reviews) - Customer Support (4 reviews) - Data Privacy (4 reviews) **Cons:** - Integration Issues (3 reviews) - Setup Difficulty (3 reviews) - Complex Implementation (2 reviews) - Delays (2 reviews) - Dependency on Support (2 reviews) ### What Do G2 Reviewers Say About Transcend? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **efficient compliance management** of Transcend, empowering small teams to handle complex legal requirements easily. - Users find Transcend's **ease of use** exceptional, appreciating its simplicity and effective automation features. - Users value the **automation capabilities** of Transcend, enabling efficient data management and significant time savings. - Users commend the **outstanding customer support** from Transcend, enhancing their experience and facilitating compliance efforts. - Users value the **ease of managing data privacy** and compliance, streamlining operations with a small team effectively. **Cons:** - Users report **integration issues** with existing tools, leading to delays and a lack of communication during the process. - Users find the **setup difficult** , citing lengthy integration times and inadequate documentation as significant challenges. - Users find the **complex implementation** of Transcend challenging, emphasizing the need for improved integration timelines and support. - Users face **delays** due to bugs and slow support, which can hinder productivity and affect business operations. - Users express frustration over **dependency on support** , as delays can hinder business processes and impact efficiency. #### What Are Recent G2 Reviews of Transcend? **"[Trusted and Easy](https://www.g2.com/survey_responses/transcend-review-11786172)"** **Rating:** 5.0/5.0 stars *— Dharani K.* [Read full review](https://www.g2.com/survey_responses/transcend-review-11786172) --- **"[Transcending Trust with a modern privacy platform where they actually listen and respond to needs!](https://www.g2.com/survey_responses/transcend-review-11055578)"** **Rating:** 5.0/5.0 stars *— Darren J.* [Read full review](https://www.g2.com/survey_responses/transcend-review-11055578) --- ### 18. [BroadPeak Partners](https://www.g2.com/products/broadpeak-partners/reviews) BroadPeak Partners (BroadPeak) provides data and intelligence solutions for energy and commodity trading firms. With certified connectivity to more than 100 global exchanges and brokers through standard protocols including API, FIX, XML, CSV, Kafka, and Message Queue, BroadPeak delivers clean, structured trade data in real time. Our clients include medium to large energy and commodity trading firms across North America, Europe, and Asia-Pacific, trading power, natural gas, crude oil, refined products, and other commodity markets. Data integration serves as the foundation for BroadPeak's suite of solutions, which includes Trade Capture, Trade Reconciliation, Trade Allocation, Position Limits, Regulatory Reporting, and Trade Surveillance. BroadPeak is designed to eliminate manual data work and reduce operational risk across trading, risk, and compliance teams so clients can focus on what matters most, profitable trading. https://broadpeakpartners.com/ **Average Rating:** 4.8/5.0 **Total Reviews:** 15 **How Do G2 Users Rate BroadPeak Partners?** - **Data manipulation:** 9.6/10 (Category avg: 8.8/10) - **Process various formats:** 9.6/10 (Category avg: 8.7/10) - **Data visualisation:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 9.6/10 (Category avg: 8.7/10) **Who Is the Company Behind BroadPeak Partners?** - **Seller:** [BroadPeak](https://www.g2.com/sellers/broadpeak-de523c38-6f7b-4b9a-9f8b-157cd7d0d61a) - **Year Founded:** 2007 - **HQ Location:** New York, NY - **Twitter:** @BroadPeakInc (209 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/broadpeak-partners-inc/ (36 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 31% Enterprise #### What Are Recent G2 Reviews of BroadPeak Partners? **"[K3 gives plenty of low-code ETL tools for quick data integration with AWS Redshift using K3 Adaptors](https://www.g2.com/survey_responses/broadpeak-partners-review-7136036)"** **Rating:** 4.0/5.0 stars *— Meghna S.* [Read full review](https://www.g2.com/survey_responses/broadpeak-partners-review-7136036) --- **"[Incredible Company](https://www.g2.com/survey_responses/broadpeak-partners-review-5368681)"** **Rating:** 5.0/5.0 stars *— Daniel M.* [Read full review](https://www.g2.com/survey_responses/broadpeak-partners-review-5368681) --- #### What Are G2 Users Discussing About BroadPeak Partners? - [What is K3 used for?](https://www.g2.com/discussions/what-is-k3-used-for) ### 19. [Peregrine Connect](https://www.g2.com/products/peregrine-connect/reviews) Peregrine Connect is one of the leading integration platforms that enables businesses to simplify the design, deployment, hosting, management of applications, APIs, and workflows. The platform secures the most critical integrations and business processes with actionable visibility, pinpoint diagnostics, alerting and unified control across your entire organization. Peregrine Connect enables your Microsoft .NET Core resources to be reused and extended to further simplify the integration of applications and the automation of critical business functions. The Peregrine Connect product portfolio encompasses Neuron ESB, FlightPath Data Mapper Management Suite, Design Studio, and NetSuite PSA Add-In for Microsoft Project. Peregrine Connect offers an innovative set of connectors for popular enterprise applications. It provides robust data integration features and a simple yet flexible UI to design & execute integrations for organizations of all sizes. Customers benefit from a superior development experience, better performance, reduced complexity, and immediate time-to-value. Peregrine Connect customers deploy projects in a matter of weeks rather than months with clients around the globe in a variety of industries. To learn more, visit http://www.peregrineconnect.com **Average Rating:** 4.4/5.0 **Total Reviews:** 91 **How Do G2 Users Rate Peregrine Connect?** - **Data manipulation:** 9.4/10 (Category avg: 8.8/10) - **Process various formats:** 9.4/10 (Category avg: 8.7/10) - **Data visualisation:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 8.5/10 (Category avg: 8.7/10) **Who Is the Company Behind Peregrine Connect?** - **Seller:** [Peregrine](https://www.g2.com/sellers/peregrine) - **HQ Location:** Irvine, California - **LinkedIn® Page:** https://www.linkedin.com/company/peregrineconnect/ (5 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Enterprise, 35% Mid-Market #### What Are Recent G2 Reviews of Peregrine Connect? **"[Unmatched Integration Capabilities with Peregrine Connect](https://www.g2.com/survey_responses/peregrine-connect-review-8350071)"** **Rating:** 5.0/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/peregrine-connect-review-8350071) --- **"[Easiest Integration Platform to Use](https://www.g2.com/survey_responses/peregrine-connect-review-8338207)"** **Rating:** 5.0/5.0 stars *— Lina F.* [Read full review](https://www.g2.com/survey_responses/peregrine-connect-review-8338207) --- #### What Are G2 Users Discussing About Peregrine Connect? - [What do you like most about Peregrine Connect for application integration, and what could be improved?](https://www.g2.com/discussions/what-do-you-like-most-about-peregrine-connect-for-application-integration-and-what-could-be-improved) - [What is Peregrine Connect used for?](https://www.g2.com/discussions/what-is-peregrine-connect-used-for) ### 20. [Ethyca](https://www.g2.com/products/ethyca/reviews) Ethyca is the trusted data layer for enterprise AI—unifying privacy, compliance, and governance in a single platform designed to support safe, scalable AI adoption. Built for global enterprises operating across complex regulatory landscapes, Ethyca helps organizations establish the infrastructure required to manage sensitive data responsibly and unlock its value across AI, analytics, and business systems. Ethyca’s platform automates core privacy engineering workflows, enabling teams to map, monitor, and control data usage in real-time across distributed environments. It ensures that policies aren’t just written—they’re enforced consistently across systems, teams, and jurisdictions. With full-stack integrations, automated audit trails, and dynamic consent and usage controls, Ethyca empowers legal, compliance, and engineering teams to meet modern regulatory standards while preparing their infrastructure for AI scale. Key Features: Real-Time Data Mapping: Automatically discovers and classifies sensitive data across infrastructure, maintaining a live, structured data inventory that supports both privacy compliance and AI readiness. Consent & Preference Management: Centralizes and enforces user consent across web properties, apps, and backend systems to ensure reliable, synchronized data usage permissions. Privacy Request Automation: Streamlines fulfillment of subject rights requests (DSARs), with built-in audit logging and configurable workflows for secure, compliant execution. AI Governance: Enables responsible AI development with fine-grained policy enforcement, usage monitoring, and lineage tracking across model training, inference, and evaluation pipelines. Ethyca gives the world’s leading organizations—from media to fintech to healthcare—the infrastructure to build with trust. Learn more at ethyca.com. **Average Rating:** 4.7/5.0 **Total Reviews:** 16 **How Do G2 Users Rate Ethyca?** - **Data manipulation:** 7.5/10 (Category avg: 8.8/10) - **Process various formats:** 8.3/10 (Category avg: 8.7/10) - **Data visualisation:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 9.2/10 (Category avg: 8.7/10) **Who Is the Company Behind Ethyca?** - **Seller:** [Ethyca](https://www.g2.com/sellers/ethyca) - **Year Founded:** 2018 - **HQ Location:** New York, NY - **Twitter:** @ethyca (755 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/35697270/ (50 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 44% Mid-Market, 44% Small-Business #### What Are Recent G2 Reviews of Ethyca? **"[Privacy management made simple with Ethyca](https://www.g2.com/survey_responses/ethyca-review-4588875)"** **Rating:** 4.5/5.0 stars *— Emily P.* [Read full review](https://www.g2.com/survey_responses/ethyca-review-4588875) --- **"[Easy to understand and implement as a non-technical person](https://www.g2.com/survey_responses/ethyca-review-4721036)"** **Rating:** 5.0/5.0 stars *— Meg M.* [Read full review](https://www.g2.com/survey_responses/ethyca-review-4721036) --- #### What Are G2 Users Discussing About Ethyca? - [What is Ethyca used for?](https://www.g2.com/discussions/what-is-ethyca-used-for) ### 21. [Seemore Data](https://www.g2.com/products/seemore-data/reviews) Seemore Data is an autonomous data efficiency platform purpose-built for Snowflake cost optimization and end-to-end data warehouse optimization. It uses a context-aware AI agent to continuously analyze, explain, and optimize cost, performance, and usage across Snowflake and the modern data stack. Unlike passive dashboards, Seemore acts as an autonomous agent, automatically right-sizing warehouses, eliminating idle compute, and preventing cost anomalies before they escalate. With deep lineage and business context, teams can trace every dollar spent back to queries, pipelines, dashboards, and owners. The result: predictable Snowflake spend, faster performance, and data teams that scale impact without adding headcount. **Average Rating:** 4.5/5.0 **Total Reviews:** 13 **How Do G2 Users Rate Seemore Data?** - **Data manipulation:** 10.0/10 (Category avg: 8.8/10) - **Process various formats:** 10.0/10 (Category avg: 8.7/10) - **Data visualisation:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 9.0/10 (Category avg: 8.7/10) **Who Is the Company Behind Seemore Data?** - **Seller:** [Seemore Data](https://www.g2.com/sellers/seemore-data) - **Year Founded:** 2023 - **HQ Location:** New York, US - **LinkedIn® Page:** https://www.linkedin.com/company/seemore-data/ (18 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 62% Mid-Market, 23% Enterprise #### What Are Seemore Data's Pros and Cons? **Pros:** - Ease of Use (11 reviews) - User Interface (8 reviews) - Data Lineage (7 reviews) - Customer Support (5 reviews) - Data Management (4 reviews) **Cons:** - Lineage Limitations (4 reviews) - Not User-Friendly (4 reviews) - Data Management Issues (3 reviews) - UX Improvement (3 reviews) - Data Inaccuracy (2 reviews) ### What Do G2 Reviewers Say About Seemore Data? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Seemore Data, appreciating its responsive features and simplified data management. - Users appreciate the **intuitive user interface** of Seemore Data, simplifying data tracking and management processes. - Users value the **advanced data lineage capabilities** of Seemore Data, enabling effortless tracking and visualization of data flows. - Users commend the **responsive customer support** of Seemore Data, quickly implementing feedback and enhancing overall experience. - Users value the **comprehensive data management** features of Seemore Data, streamlining tasks and enhancing efficiency. **Cons:** - Users find the **lineage limitations** burdensome, as sharing data can hinder real-time collaboration and usability. - Users find Seemore Data to be **not user-friendly** , citing confusing navigation and a lack of intuitive design. - Users experience **data management issues** with Seemore Data, struggling with integration and cumbersome sharing processes. - Users find the **navigation confusing** , slowing down workflows and hindering their ability to quickly locate features. - Users report significant **data inaccuracy** due to issues with lineage, governance, and quality management in Seemore Data. #### What Are Recent G2 Reviews of Seemore Data? **"[Helpful End-to-End Data Visibility with Responsive Seemore Data Support](https://www.g2.com/survey_responses/seemore-data-review-12235103)"** **Rating:** 4.5/5.0 stars *— John H.* [Read full review](https://www.g2.com/survey_responses/seemore-data-review-12235103) --- **"[Strong cost savings and lineage, fast-moving product](https://www.g2.com/survey_responses/seemore-data-review-12329815)"** **Rating:** 5.0/5.0 stars *— Zach B.* [Read full review](https://www.g2.com/survey_responses/seemore-data-review-12329815) --- ### 22. [WeTransform](https://www.g2.com/products/wetransform/reviews) WeTransform is AI Import Management for B2B SaaS. The product is the embeddable AI file importer that drops into the host product in roughly four lines of code via the @wetransform/core npm package or an iframe embed. End customers upload data in any format. The SaaS backend receives clean validated data via REST API or webhook. \*\*The format multiplication problem\*\* Every B2B SaaS that imports client or partner data faces a hidden cost. As the customer base grows, the number of incoming file formats explodes: CSVs with inconsistent headers, Excels with merged cells, PDFs with tables, legacy XML, JSON with custom schemas, badly structured ERP exports. Each new format means new parsing code, more edge cases, and stalled onboarding. WeTransform makes format multiplication a non-problem. \*\*How it works\*\* The SaaS defines a target format once, with columns, types, constraints, and validation rules. End customers upload files through the embedded interface. The AI maps source columns to the target format, runs validation, and delivers clean data to the backend. Integration uses the @wetransform/core npm package (React, Vue, vanilla JavaScript) or an iframe embed with custom domain. \*\*Signature capabilities\*\* - AI Mapping: automatic column matching from source files to the target format - Autoclean: AI normalization of unstructured files (PDFs, merged cells, images) into structured rows - Power Functions: customer-coded external API calls during transformation, for validation or enrichment (SIRET, address verification, license plate, customer ID) - Fill the Gaps: AI completion of missing fields by reading context from other columns - Natural language rules: users describe transformations in plain language - Value mapping: between two different nomenclatures across source and target - Multi-channel ingestion: API, webhooks, FTP/SFTP, URL, and email \*\*Customers and outcomes\*\* Used by Cargoo (logistics), Sellermania (e-commerce), Autocab (transportation), ING (banking), 23 Prod, Veloris, Senef, and Armée du Salut. Verticals served include logistics and freight, e-commerce, fintech and banking, accounting, supply chain, marketplaces, EDI, and centralization platforms. Onboarding drops from weeks to minutes. Engineering reclaims around 15% of time previously spent on parsers. Support stops manually reshaping client files. **Average Rating:** 4.9/5.0 **Total Reviews:** 6 **How Do G2 Users Rate WeTransform?** - **Process various formats:** 10.0/10 (Category avg: 8.7/10) - **Data visualisation:** 10.0/10 (Category avg: 8.6/10) - **Ease of Use:** 9.4/10 (Category avg: 8.7/10) **Who Is the Company Behind WeTransform?** - **Seller:** [WeTransform](https://www.g2.com/sellers/wetransform) - **Year Founded:** 2023 - **HQ Location:** Brussels, BE - **LinkedIn® Page:** https://www.linkedin.com/company/wetransform-com/ (5 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 50% Small-Business #### What Are Recent G2 Reviews of WeTransform? **"[WeTransform streamlines seller data mapping and marketplace integrations](https://www.g2.com/survey_responses/wetransform-review-12669013)"** **Rating:** 5.0/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/wetransform-review-12669013) --- **"[WeTransform Streamlined Carrier's contract data Processing with Flexible, Reusable Transformations](https://www.g2.com/survey_responses/wetransform-review-12653012)"** **Rating:** 4.5/5.0 stars *— Richard Y.* [Read full review](https://www.g2.com/survey_responses/wetransform-review-12653012) --- ### 23. [dataX.ai](https://www.g2.com/products/datax-ai/reviews) dataX.ai is a trailblazing data science company specializing in automated solutions for B2B eCommerce product content. Our goal is to minimize manual effort in data processing and management, enhancing accuracy and enabling scalable operations. With more than a decade of experience crafting AI-powered solutions, we have become a trusted partner to eContent managers, as innovation meets precision in executing seamless data workflows. Headquartered in Plano, Texas, we have offices spread across India and Japan, empowering modern businesses to remain agile, competitive, and thrive in the digital era. **Average Rating:** 4.4/5.0 **Total Reviews:** 4 **How Do G2 Users Rate dataX.ai?** - **Ease of Use:** 8.3/10 (Category avg: 8.7/10) **Who Is the Company Behind dataX.ai?** - **Seller:** [CrowdANALYTIX](https://www.g2.com/sellers/crowdanalytix) - **Year Founded:** 2012 - **HQ Location:** Plano, US - **Twitter:** @data_x_ai (16 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/crowdanalytix (115 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 25% Mid-Market #### What Are Recent G2 Reviews of dataX.ai? **"[A perfect data driven enhancing customer experience](https://www.g2.com/survey_responses/datax-ai-review-7034441)"** **Rating:** 4.5/5.0 stars *— Green R.* [Read full review](https://www.g2.com/survey_responses/datax-ai-review-7034441) --- **"[Best Product for product data onboarding and enrichment process](https://www.g2.com/survey_responses/datax-ai-review-5258362)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer & Network Security* [Read full review](https://www.g2.com/survey_responses/datax-ai-review-5258362) --- #### What Are G2 Users Discussing About dataX.ai? - [What is dataX.ai used for?](https://www.g2.com/discussions/what-is-datax-ai-used-for) ### 24. [HVR](https://www.g2.com/products/hvr/reviews) HVR is a real-time data replication solution designed to move large volumes of data FAST and efficiently in hybrid environments for real-time analytics. With HVR, discover the benefits of using log-based change data capture for replicating data from common DBMS such as SQL Server, Oracle, SAP Hana, and more to sources such as AWS, Azure, Teradata and more. **Average Rating:** 4.2/5.0 **Total Reviews:** 13 **How Do G2 Users Rate HVR?** - **Data manipulation:** 10.0/10 (Category avg: 8.8/10) - **Process various formats:** 10.0/10 (Category avg: 8.7/10) - **Data visualisation:** 6.7/10 (Category avg: 8.6/10) - **Ease of Use:** 7.8/10 (Category avg: 8.7/10) **Who Is the Company Behind HVR?** - **Seller:** [Fivetran](https://www.g2.com/sellers/fivetran) - **Year Founded:** 2012 - **HQ Location:** Oakland, CA - **Twitter:** @fivetran (5,767 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/fivetran/ (1,848 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 77% Enterprise, 15% Mid-Market #### What Are Recent G2 Reviews of HVR? **"[Good experiences with HVR in our company.](https://www.g2.com/survey_responses/hvr-review-4683517)"** **Rating:** 5.0/5.0 stars *— Verified User in Banking* [Read full review](https://www.g2.com/survey_responses/hvr-review-4683517) --- **"[Awesome powerful product](https://www.g2.com/survey_responses/hvr-review-4737651)"** **Rating:** 5.0/5.0 stars *— David K.* [Read full review](https://www.g2.com/survey_responses/hvr-review-4737651) --- #### What Are G2 Users Discussing About HVR? - [How much is H&R?](https://www.g2.com/discussions/how-much-is-h-r) - [What is CDC tool?](https://www.g2.com/discussions/what-is-cdc-tool) - [How HVR works?](https://www.g2.com/discussions/how-hvr-works) - [What is HVR used for?](https://www.g2.com/discussions/what-is-hvr-used-for) ### 25. [Zengines](https://www.g2.com/products/zengines/reviews) Zengines is a technology company that transforms how organizations handle data migrations and mainframe modernization by empowering business users and technical specialists alike with modern AI-powered tools. Our platform includes end-to-end Data Migration tools and Mainframe Data Lineage solutions that illuminate and decode "black box" legacy systems, accelerating projects by 80% while significantly reducing risk and cost. We primarily serve financial services firms and their technology partners who struggle with unpredictable data and legacy systems during critical transformation initiatives. Global organizations use Zengines across their enterprise for the constant stream of initiatives that involve systems change - core conversions, systems implementations, new customer onboarding, audit, and compliance reporting. **Average Rating:** 5.0/5.0 **Total Reviews:** 3 **How Do G2 Users Rate Zengines?** - **Data manipulation:** 10.0/10 (Category avg: 8.8/10) - **Process various formats:** 9.2/10 (Category avg: 8.7/10) - **Data visualisation:** 9.2/10 (Category avg: 8.6/10) - **Ease of Use:** 10.0/10 (Category avg: 8.7/10) **Who Is the Company Behind Zengines?** - **Seller:** [Zengines](https://www.g2.com/sellers/zengines) - **Year Founded:** 2020 - **HQ Location:** Bedford, US - **LinkedIn® Page:** https://www.linkedin.com/company/zengines/ (17 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 67% Enterprise, 33% Mid-Market #### What Are Zengines's Pros and Cons? **Pros:** - Ease of Use (2 reviews) - Innovation (2 reviews) - AI Integration (1 reviews) - Communication (1 reviews) - Customer Support (1 reviews) **Cons:** - Mapping Issues (1 reviews) ### What Do G2 Reviewers Say About Zengines? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** in Zengines, appreciating its seamless integration with legacy applications and user-friendly features. - Users commend the **innovative approach** of Zengines, enhancing user experience and simplifying complex data management tasks. - Users value the **excellent AI integration** in Zengines, simplifying analysis of legacy applications and enhancing output quality. - Users value the **excellent communication** from the Zengines team, facilitating collaboration and problem-solving effectively. - Users commend the **amazing customer support team** for their vision and focus on addressing client challenges effectively. **Cons:** - Users express a desire for improved **mapping issues** related to compliance and new domain functionalities in Zengines. #### What Are Recent G2 Reviews of Zengines? **"[Innovative - Frictionless Data Migration](https://www.g2.com/survey_responses/zengines-review-11246885)"** **Rating:** 5.0/5.0 stars *— Anil B.* [Read full review](https://www.g2.com/survey_responses/zengines-review-11246885) --- **"[Zengines - Excellent AI tool to analyze Legacy Applications](https://www.g2.com/survey_responses/zengines-review-11922562)"** **Rating:** 5.0/5.0 stars *— Verified User in Investment Banking* [Read full review](https://www.g2.com/survey_responses/zengines-review-11922562) --- ## What Is Data Mapping Software? [IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure) ## What Software Categories Are Similar to Data Mapping Software? - [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration) - [ETL Tools](https://www.g2.com/categories/etl-tools) - [iPaaS Software](https://www.g2.com/categories/ipaas)