# Best Data Mapping Software

## How Many Data Mapping Software Products Does G2 Track?

**Total Products under this Category:** 47

### Category Stats (Aug 2026)

- **Average Rating:** 4.47/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Adeptia (+0.97%) - Among all products in this category, Adeptia recorded the largest rating increase compared to last month

_Last updated: August 03, 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
- 47+ 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.

## G2 Grid® for Data Mapping Software
 ![G2 Grid® for Data Mapping Software plotting products by satisfaction and market presence](https://www.g2.com/categories/data-mapping/grids.png?focus%5B%5D=815&focus%5B%5D=4136&focus%5B%5D=10400&focus%5B%5D=3516&focus%5B%5D=156497&focus%5B%5D=8289&focus%5B%5D=3570&focus%5B%5D=67192)

Highlighted products: Boomi, Skyvia, Lobster Data Platform, Informatica PowerCenter, Patchworks, OWOX, CloverDX, and IBM DataStage.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-mapping/grids.json?focus%5B%5D=boomi&focus%5B%5D=skyvia&focus%5B%5D=lobster-data-platform&focus%5B%5D=informatica-powercenter&focus%5B%5D=patchworks&focus%5B%5D=owox&focus%5B%5D=cloverdx&focus%5B%5D=ibm-datastage)

**Sponsored**

### Amazon S3 Glacier

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### [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:** 455

#### 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: 8.7/10)
- **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:** boomi.com
- **Year Founded:** 2000
- **HQ Location:** Conshohocken, PA
- **Twitter:** @boomi  
101,014 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=48e58db8d91e1da54d6b476d5f5c5a2d98aab91fa1d98184cfcc08cb78bcfd9d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fboomi-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% Large, 39% Medium

#### What Do G2 Reviewers Say About Boomi?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Boomi, appreciating its low-code design and effective AI features.
- Users value the **seamless integration capabilities** of Boomi, enhancing connectivity with various cloud providers and tools.
- Users value the **easy integrations** with multiple cloud providers and tools, enhancing their connectivity and efficiency.
- Users praise Boomi's **easy-to-use low code platform** , enabling quick integrations and effective maintenance with rich features.
- Users value the **seamless integration capabilities** of Boomi, enabling easy connections with various cloud services and tools.

##### Cons

- Users find Boomi's **complexity** frustrating, particularly with its UI and deployment processes that hinder usability.
- Users face significant **integration issues** with Boomi, such as high costs and complexity in implementing custom solutions.
- Users find the **learning curve steep** for Boomi, particularly with complex scenarios and a powerful interface.
- Users find **initial learning difficult** with Boomi, particularly in complex scenarios that may confuse new users.
- Users feel that Boomi lacks **missing features** , such as more pre-built connectors and improved documentation for better usability.

#### 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

### [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:** 322

#### 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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=79979469a3bee56c782598382543e7a4af65b7f1bcf71aea7d9fde07241e81e6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F800325%2F&secure%5Burl_type%5D=linkedin_company_website)  
252 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO, CTO
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 52% Small, 42% Medium

#### What Do G2 Reviewers Say About Skyvia?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Skyvia's **ease of use** remarkable, highlighting its intuitive interface for seamless data integration.
- Users appreciate the **easy integrations** with a low-code interface, making complex data connections effortless and efficient.
- Users highlight the **easy setup** of Skyvia, finding it intuitive and hassle-free for seamless data integration.
- Users find the **initial setup easy** , enabling quick integrations without requiring coding skills or developer involvement.
- Users appreciate the **easy integrations** Skyvia offers, enabling quick connections across multiple systems effortlessly and intuitively.

##### Cons

- Users highlight a need for **expanded documentation and more detailed logs** to improve troubleshooting and job tracking.
- Users find the **difficult setup** of Skyvia challenging due to its outdated interface and complex configurations.
- Users find the **learning curve steep** due to complex configurations and a dense interface that requires time to master.
- Users find the **poor documentation** of Skyvia lacking real-world examples, making integrations more complex and less intuitive.
- Users find the **setup difficulty** with Skyvia can be complex, requiring time and effort for configuration and field mapping.

#### What Are Recent G2 Reviews of Skyvia?

**["Easy, No-Code Data Sync Setup with Straightforward Pricing"](https://www.g2.com/survey_responses/skyvia-review-12828558)**

**Rating:** 5.0/5.0 stars

_— Emily C._

[Read full review](https://www.g2.com/survey_responses/skyvia-review-12828558)

**["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

### [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:** 106

#### 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: 8.7/10)
- **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:** www.lobster-world.com
- **Year Founded:** 2002
- **HQ Location:** Tutzing, Germany
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=24f51cd9f62df2e558d0a3dfc63f574ec4db81a618f78d3ae90e18105c976331&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flobster-data-gmbh%2F&secure%5Burl_type%5D=linkedin_company_website)  
324 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Logistics and Supply Chain, Transportation/Trucking/Railroad
- **Company Size:** 61% Medium, 26% Large

#### What Do G2 Reviewers Say About Lobster Data Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Lobster Data Platform, ensuring quick setups and reliable performance.
- Users praise the **excellent customer support** of Lobster Data Platform, appreciating their quick and reliable assistance on requests.
- Users appreciate the **seamless integration capabilities** of Lobster Data Platform, effectively connecting internal and external systems.
- Users value the **seamless integrations** of Lobster Data Platform, effectively connecting internal and external systems.
- Users commend the **intuitive user interface** of Lobster Data Platform, enabling quick project realization and effective support.

##### Cons

- Users find the platform to be **overly complex** , especially with numerous functions and complicated process steps.
- Users criticize the **inconsistent documentation and user interface changes** that hinder their experience and create confusion.
- Users find Lobster Data Platform's **complex usability** overwhelming due to its numerous functions and intricate process steps.
- Users find the **pricing expensive** and complicated, making it a challenging choice for on-premise customers.
- Users note the **missing features** in Lobster Data Platform, leading to difficulties with integration and documentation.

#### What Are Recent G2 Reviews of Lobster Data Platform?

**["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)

**["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)

### [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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06f93f9659c25422bea5c34037117512928a659c5d640bb989ed85a85cdb1252&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3858%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% Large, 16% Medium

#### 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 minimizing manual coding requirements.
- Users appreciate the **ability to integrate data from multiple sources** with Informatica PowerCenter, enhancing their data management efficiency.
- Users value the **easy-to-use interface** of Informatica PowerCenter, simplifying ETL processes without extensive coding requirements.
- Users appreciate the **user-friendly interface** of Informatica PowerCenter, making ETL processes simple and efficient.
- Users appreciate the **drag and drop feature** of Informatica PowerCenter, making ETL processes intuitive and user-friendly.

##### Cons

- Users find Informatica PowerCenter to be **expensive** , burdened by high licensing and maintenance costs alongside complex infrastructure needs.
- Users experience **integration issues** with Spark and Python, complicating setups and limiting functionality in cloud environments.
- Users face challenges due to **cloud dependency** , hindering integration and scalability in modern environments.
- Users find the **complexity of accessing workflow parameters** cumbersome, impacting their overall experience with PowerCenter.
- Users find **complex management** burdensome due to high costs, resource demands, and lack of cloud integration support.

#### What Are Recent G2 Reviews of Informatica PowerCenter?

**["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)

**["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)

#### 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)

### [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:** 4.6/5.0

**Total Reviews:** 55

#### How Do G2 Users Rate Patchworks?

- **Data manipulation:** 8.8/10 (Category avg: 8.8/10)
- **Process various formats:** 9.0/10 (Category avg: 8.7/10)
- **Data visualisation:** 8.9/10 (Category avg: 8.7/10)
- **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:** www.patchworks.co.uk
- **Year Founded:** 2014
- **HQ Location:** United Kingdom
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c0d96c16108b7b6c6bdd9be507a1ad9a9da587b84586f599608d64cc58da3cb0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpatchworks%2F&secure%5Burl_type%5D=linkedin_company_website)  
72 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Apparel & Fashion, Information Technology and Services
- **Company Size:** 53% Small, 42% Medium

#### What Do G2 Reviewers Say About Patchworks?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Patchworks to be of **great ease of use** , enabling seamless integration without needing advanced technical skills.
- Users praise the **reliable and responsive customer support** from Patchworks, ensuring smooth operations and assistance.
- Users praise Patchworks for its **quick and effective issue resolution** , ensuring smooth operations and seamless integrations.
- Users commend the **easy integrations** offered by Patchworks, enabling quick setup and seamless app connectivity without coding skills.
- Users love the **efficiency** of Patchworks, enabling seamless integration and smooth handling of large datasets effortlessly.

##### Cons

- Users find the **complexity of navigation and customization** in Patchworks challenging, especially for those new to integration systems.
- Users find the **limited customization** options challenging, often needing developer support for complex flow adjustments.
- Users note the **missing features** in Patchworks, like improved logging and UI handling for configurations, hinder usability.
- Users find Patchworks **not user-friendly** due to its complexity and the need for technical knowledge during setup.
- Users often face **setup difficulties** , requiring technical help for configurations and experiencing unexpected issues during deployment.

#### What Are Recent G2 Reviews of Patchworks?

**["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)

**["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)

### [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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ee72c8f3a2f9195ba2e32b60c5801ad9e8bb90135f3c82058e174290a51247ed&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1721152%2F&secure%5Burl_type%5D=linkedin_company_website)  
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, 43% Medium

#### What Do G2 Reviewers Say About OWOX?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of OWOX, highlighting its quick setup and intuitive interface.
- Users value the **excellent support team** at OWOX, appreciating their flexibility and commitment to solving problems.
- Users value OWOX for its **data ownership and flexibility** , enabling efficient management and utilization of business data.
- Users value the **excellent customer support** from OWOX, noting their responsiveness and helpful assistance throughout the process.
- Users value the **easy-to-use analytics** of OWOX, enabling effective tracking and improved advertising insights.

##### Cons

- Users report **data management issues** with OWOX, including bugs and unreliable scheduling that affect data accuracy.
- Users face **error handling issues** , requiring dedicated troubleshooting to unearth fundamental data errors and ensure reliability.
- The **expensive pricing** structure for hourly schedules limits accessibility, despite overall satisfaction with the product's functionality.
- Users find the **integration issues** with custom external services a barrier to achieving optimal functionality.
- Users desire **more detailed instructions** and features like reliability in scheduling and data updates in 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

### [CloverDX](https://www.g2.com/products/cloverdx/reviews)

CloverDX is the data integration platform that combines engineering-led pipelines, an AI Assistant, and self-service tools for business users. There's no managed SaaS here: you self-host CloverDX on your own terms, on-prem, in your own cloud, or hybrid, so your data and infrastructure stay under your control. CloverDX streamlines the entire ETL lifecycle, 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 build and automate pipelines in a visual + code interface, backed by an AI Assistant that plans, builds, tests, and documents pipelines from a spec, sample data, or a natural-language prompt. Every step it generates stays visible and editable, so engineers stay in control while spending less time on boilerplate and more time on architecture and review. Business users get their own Wrangler Assistant, describing what they need in plain language and getting back transparent, editable transformation steps, so they can take on data quality, data prep, and master data management tasks without needing IT intervention. This frees up technical resources across the board. 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, including using AI directly within pipelines to classify, extract, anonymize, or summarize data. Every AI capability runs on a bring your own key (BYOK) or bring your own model (BYOM) basis: connect your own account with Anthropic, OpenAI, Azure OpenAI, or Google, or run models entirely on your own infrastructure for data that never leaves your environment. There's no CloverDX-run AI service in the middle, so you stay in control of the provider, the cost, and what data gets shared. CloverDX also offers advanced automation features, including AI-assisted monitoring and diagnostics that flag issues before they become problems, minimizing manual intervention and reducing the risk of errors. CloverDX 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. Governance always comes first: admins can set organization-wide guardrails on what data reaches an AI provider, or disable external AI sharing entirely for regulated environments. CloverDX is a versatile, flexible data integration solution that addresses the needs of both technical and non-technical users. By combining self-hosted deployment freedom, AI-powered productivity, 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:** 8.5/10 (Category avg: 8.8/10)
- **Process various formats:** 8.2/10 (Category avg: 8.7/10)
- **Data visualisation:** 7.8/10 (Category avg: 8.7/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.7/10)

#### Who Is the Company Behind CloverDX?

- **Seller:** [CloverDX](https://www.g2.com/sellers/cloverdx)
- **Company Website:** www.cloverdx.com
- **Year Founded:** 2002
- **HQ Location:** Prague
- **Twitter:** @CloverDX  
1,237 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7e8668ecdfafd2834c5f3aa56297f959a82431fab1690c7395a4b2b040f807fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloverdx%2F&secure%5Burl_type%5D=linkedin_company_website)  
55 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Information Technology and Services
- **Company Size:** 40% Medium, 36% Large

#### What Do G2 Reviewers Say About CloverDX?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of CloverDX, finding it intuitive and visually appealing for data transformations.
- Users find **automation capabilities** in CloverDX invaluable, streamlining processes and minimizing errors effectively.
- Users appreciate the **simple and user-friendly interface** of CloverDX, making it easy to build ETL workflows efficiently.
- Users value the **easy integrations** with diverse data sources, enhancing workflow efficiency and ensuring smooth operations.
- Users commend CloverDX for its **user-friendly interface** that simplifies data transformation and integration processes.

##### Cons

- Users feel the **poor documentation** hinders code generation efficiency, calling for more examples and detailed guides.
- Users face **connection issues** with CloverDX, affecting data transfer and limited connectivity options.
- Users find the **steep learning curve** of CloverDX challenging, wishing for improved documentation and easier onboarding.
- Users find the **unclear documentation** challenging, wishing for better examples and detailed guidance for effective usage.
- Users note that CloverDX has **complex usability** , making navigation difficult and hindering overall user experience.

#### What Are Recent G2 Reviews of CloverDX?

**["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)

**["Multiple projects using CloverDX."](https://www.g2.com/survey_responses/cloverdx-review-8387245)**

**Rating:** 5.0/5.0 stars

_— Verified User in Consulting_

[Read full review](https://www.g2.com/survey_responses/cloverdx-review-8387245)

#### 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)

### [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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 77% Large, 15% Medium

#### What Do G2 Reviewers Say About IBM DataStage?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **high degree of customization** in DataStage, enabling tailored solutions for diverse data processing needs.
- Users praise the **high-performance pipelining** of DataStage for efficiently processing massive data volumes with ease.
- Users value the **high-performance parallel processing engine** of DataStage, enabling efficient handling of massive data volumes.
- Users appreciate the **ease of use** in IBM DataStage, thanks to its intuitive drag-and-drop interface for complex ETL tasks.
- Users value the **efficiency improvement** of IBM DataStage for processing massive data volumes swiftly and reliably.

##### Cons

- Users highlight the **complex processes** in IBM DataStage, often finding it cumbersome and difficult to manage effectively.
- Users often face **dependency issues** due to complicated licensing and the challenges of vendor lock-in with IBM DataStage.
- Users highlight the **expensive cost** of IBM DataStage, making it challenging for small-to-medium businesses to adopt.
- Users criticize the **lack of real-time data** capabilities in IBM DataStage, hindering agile data operations and streaming processes.
- Users report a **steep learning curve** with IBM DataStage, making it challenging for new hires to adapt quickly.

#### What Are Recent G2 Reviews of IBM DataStage?

**["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)

**["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)

#### 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)

### [Adeptia](https://www.g2.com/products/adeptia/reviews)

Adeptia is the Intelligent ETL platform for the messy, first-mile data enterprises actually run on: partner, customer, and supplier onboarding, EDI, compliance workflows, and operational data exchange across systems, documents, and AI agents. Unlike traditional ETL built for warehouse pipelines, Adeptia is AI-native:. It understands what data means, not just field names. Someone describes the outcome, and Adeptia designs the integration in ~60 seconds; then proven, deterministic code runs it in production, no runtime surprises. It doesn't just flag errors; it captures how people fix them and progressively automates the repair. It's intelligent data automation for everyone who touches the data from developers, and business users, to AI agents. Through an open MCP interface, assistants like Claude build and run integrations on the platform directly. Grounded in 25 years of integration knowledge, with 100+ connectors across EDI, databases, SaaS, files, and APIs.

**Average Rating:** 4.3/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Adeptia?

- **Data manipulation:** 8.0/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.7/10)
- **Data visualisation:** 8.8/10 (Category avg: 8.7/10)
- **Ease of Use:** 7.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Adeptia?

- **Seller:** [Adeptia](https://www.g2.com/sellers/adeptia)
- **Company Website:** www.adeptia.com
- **Year Founded:** 2000
- **HQ Location:** Jupiter, FL
- **Twitter:** @adeptia  
1,410 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e162978fb2b6c14df6d543fc5b1efc2a225180fe22c108ab755e90f3332ff214&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F79129%2F&secure%5Burl_type%5D=linkedin_company_website)  
217 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 55% Large, 41% Medium

#### What Do G2 Reviewers Say About Adeptia?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **cost efficiency** of Adeptia, enabling quicker integrations and reducing reliance on developer resources.
- Users commend Adeptia's **timely customer support** , providing 24/7 assistance during production incidents for peace of mind.
- Users value the **ease of use** of Adeptia, enabling quick integrations without extensive technical skills.
- Users value the **easy integrations** of Adeptia, enabling quick setup and efficient workflows without heavy developer involvement.
- Users value the **efficiency** of Adeptia, enabling rapid integrations and reducing reliance on developer resources.

##### Cons

- Users often face **challenging error messages** in data mapping, complicating troubleshooting and causing confusion.
- Users experience difficulty with **mapping functionality inaccuracies** , leading to hard-to-troubleshoot errors in data transformation.
- Users often face **mapping functionality challenges** in Adeptia, encountering hard-to-troubleshoot errors during data transformation.
- Users face **troubleshooting difficulty** with mapping functionality, often encountering unclear errors that complicate data transformation.

#### What Are Recent G2 Reviews of Adeptia?

**["Highly Customizable Mappings and Process Flows, with Easy Logic Testing"](https://www.g2.com/survey_responses/adeptia-review-12597414)**

**Rating:** 5.0/5.0 stars

_— Verified User in Insurance_

[Read full review](https://www.g2.com/survey_responses/adeptia-review-12597414)

**["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)

#### What Are G2 Users Discussing About Adeptia?

- [What is Adeptia Connect used for?](https://www.g2.com/discussions/what-is-adeptia-connect-used-for) - 1 comment

### [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:** 36

#### How Do G2 Users Rate Babelway?

- **Ease of Use:** 8.9/10 (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:** tradeshift.com
- **Year Founded:** 2009
- **HQ Location:** San Francisco, California
- **Twitter:** @tradeshift  
6,577 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a385c76d2b3e090ce702799861a1d4f1fcfcb2371d0c3288e972c4de86651670&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F845066%2F&secure%5Burl_type%5D=linkedin_company_website)  
349 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 59% Medium, 22% Large

#### What Do G2 Reviewers Say About Babelway?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend Babelway for its **responsive customer support** , highlighting their competence and helpfulness throughout the process.
- Users value the **flexibility** of Babelway, enabling easy collaboration and accessible setups from anywhere.
- Users value the **cloud-based accessibility** and easy learning curve of Babelway, enabling quick setup and collaboration.
- Users value the **efficiency** of Babelway, highlighting their competence and reliability in every interaction.
- Users find Babelway's **learning ease** exceptional, allowing quick setup for complex connections with minimal IT knowledge.

#### What Are Recent G2 Reviews of Babelway?

**["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)

**["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)

#### What Are G2 Users Discussing About Babelway?

- [What is Babelway used for?](https://www.g2.com/discussions/what-is-babelway-used-for)

### [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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8f1837632c4ab80c8e59891b62d653832890bc68b79a494f0d793f7a5eb73e02&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsecodahq%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
19 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 65% Medium, 18% Small

#### What Do G2 Reviewers Say About Secoda?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **data lineage** feature of Secoda for enhancing metadata integration and facilitating easy discovery across teams.
- Users appreciate the **self-serve onboarding** of Secoda, making it easy to empower teams with data governance.
- Users value the **integration capabilities** of Secoda, seamlessly connecting to platforms like Looker Studio and Salesforce.
- Users appreciate the **ease of use** of Secoda, making it accessible for both tech and non-tech users.
- Users find the **data management features** in Secoda invaluable for knowledge sharing and simplifying data understanding.

##### Cons

- Users find the **learning difficulty** with Secoda's settings and integrations frustrating, particularly for nontechnical team members.
- Users note the **product immaturity** of Secoda, with bugs and missing features as challenges to their experience.
- Users highlight the need for significant **improvement** in functionality and usability to derive real value from Secoda.
- Users note the **limited functionality** of Secoda, stating it lacks essential features and struggles with usability.
- Users experience **performance issues** with Secoda, facing syncing problems and minor bugs that hinder usability.

#### 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)

### [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:** www.pimcore.com
- **Year Founded:** 2009
- **HQ Location:** Salzburg, Austria
- **Twitter:** @pimcore  
1,630 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4f323c9d5173084a0d92f79c0a5537561e9d688d2fea7d164dd9e3a37b5200a9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3505853&secure%5Burl_type%5D=linkedin_company_website)  
72 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 48% Medium, 33% Small

#### What Do G2 Reviewers Say About Pimcore?

_AI-generated summary from verified user reviews_

##### Pros

- Users value Pimcore's **ease of use** , enabling efficient management of data and experiences through a single interface.
- Users value Pimcore's **all-in-one solutions** , eliminating the need for multiple applications while streamlining data management and publishing.
- Users value Pimcore's **simplicity in asset management** , benefiting from a streamlined, single interface for complex workflows.
- Users value the **customizability** of Pimcore, enabling tailored solutions that streamline data management and workflows efficiently.
- Users value the **data centralization** in Pimcore, streamlining processes and making management efficient and cohesive.

##### Cons

- Users find Pimcore has a **steep learning curve** , requiring time and effort to configure independently.
- Users previously found Pimcore to be **very complex** , although improvements in Pimcore Studio have addressed this issue.
- Users express concern over **developer challenges** , wishing for more independence from integrators for changes.
- Users find the **difficulty learning** Pimcore challenging, requiring significant time and support for configuration.
- Users find Pimcore to be **expensive** , especially considering the steep learning curve and the need for additional support.

#### What Are Recent G2 Reviews of Pimcore?

**["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)

**["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)

#### 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)

### [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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1cf9dc3c430d3f81b53273d8e1958f34a9d05c68f0621195ee98e429abe6510c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F33267%2F&secure%5Burl_type%5D=linkedin_company_website)  
168 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 48% Medium, 32% Small

#### 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)

### [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: 8.7/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c10665002e8433ec769fe379fe077ac22cccb96d1a1160a78b503521e7ec2a37&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faltova&secure%5Burl_type%5D=linkedin_company_website)  
42 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 43% Large, 39% Small

#### What Are Recent G2 Reviews of Altova MapForce?

**["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)

**["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)

### [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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=555f843cd983f54d3a62d9ff75c52e8ef9c7cce106825796eae3e51600f154f4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpentaho%2F&secure%5Burl_type%5D=linkedin_company_website)  
141 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 41% Large, 41% Medium

#### What Do G2 Reviewers Say About Pentaho Data Integration?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **user-friendly interface** and **comprehensive functionalities** of Pentaho Data Integration for ETL processes.
- Users appreciate the **fast and efficient API integration** of Pentaho Data Integration for seamless data transfer and reporting.
- Users value the **fast data transfer and versatile reporting** capabilities of Pentaho Data Integration, enhancing their ETL processes.
- Users value the **effective communication** capabilities of Pentaho Data Integration, streamlining data handling across various sources.
- Users appreciate the **fast and versatile connectivity** of Pentaho Data Integration across various data sources.

##### Cons

- Users report facing **performance issues** with Pentaho Data Integration, especially when handling large data volumes, causing slow job modification.
- Users find the **learning curve steep** , citing slow modifications and a need for better tutorials from Pentaho.
- Users experience **performance issues** with Pentaho Data Integration when handling large volumes of data, affecting its efficiency.
- Users find the **slow data loading** in Pentaho Data Integration frustrating, impacting efficiency and requiring additional tutorials.
- Users find that while Pentaho jobs run fast, **modifying jobs is slow** and requires additional tutorial support.

#### 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)

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[Browse Data Mapping Themes](/categories/data-mapping/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated October 3, 2024

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

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