# 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





## Category Overview

**Total Products under this Category:** 43


## Trust & Credibility Stats

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 1,900+ Authentic Reviews
- 43+ 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.


## Best Data Mapping Software At A Glance

- **Leader:** [Boomi](https://www.g2.com/products/boomi/reviews)
- **Highest Performer:** [OWOX](https://www.g2.com/products/owox/reviews)
- **Easiest to Use:** [Skyvia](https://www.g2.com/products/skyvia/reviews)
- **Top Trending:** [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews)
- **Best Free Software:** [OWOX](https://www.g2.com/products/owox/reviews)


---

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[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&amp;secure%5Bad_slot%5D=category_product_list&amp;secure%5Bcategory_id%5D=2193&amp;secure%5Bdisplayable_resource_id%5D=620&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=neighbor_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=1181&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=989&amp;secure%5Bresource_id%5D=2193&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-mapping%3Fpage%3D14&amp;secure%5Btoken%5D=5e887aceea8de7ea5906cedf13aed6c938beb38ee123e15805af0c0498ca34c9&amp;secure%5Burl%5D=&amp;secure%5Burl_type%5D=custom_url)

---

## Top-Rated Products (Ranked by G2 Score)
  ### 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:** 419

**User Satisfaction Scores:**

- **Data manipulation:** 9.0/10 (Category avg: 8.8/10)
- **Process various formats:** 8.8/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.6/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Boomi](https://www.g2.com/sellers/boomi)
- **Company Website:** https://boomi.com/
- **Year Founded:** 2000
- **HQ Location:** Chesterbrook, PA
- **Twitter:** @boomi (101,219 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/boomi-inc/ (2,874 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer, Senior Software Engineer
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 46% Enterprise, 38% Mid-Market


#### Pros & 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)

  ### 2. [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews)
  Lobster is a next-generation data integration ecosystem designed for both business and IT teams to simplify system integration, process automation, and data collaboration across internal and external partners. At the heart of Lobster’s ecosystem are three key offerings: the all-in-one Lobster Data Platform, the Lobster Data Network for seamless connectivity, and a growing suite of plug-and-play Data Products. Each tool delivers standalone value, but together they enable fast, scalable digital transformation. With an intuitive interface, fast onboarding, and expert support, Lobster attracts 300+ new companies each year and maintains a 99.5% retention rate. It’s particularly strong in industries with complex supply chains and regulatory environments like retail, logistics, automotive, and manufacturing – helping teams automate workflows, reduce manual effort, ensure compliance, and gain real-time insights. Whether tackling data silos, legacy systems, or new regulations like Germany’s 2025 e-invoicing mandate, Lobster delivers the agility and tools needed to thrive. Our mission is simple: connect people and data for a better future. And we’re building the community to make it happen.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 104

**User Satisfaction Scores:**

- **Data manipulation:** 9.2/10 (Category avg: 8.8/10)
- **Process various formats:** 9.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 7.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **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/ (328 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Logistics and Supply Chain, Transportation/Trucking/Railroad
  - **Company Size:** 63% Mid-Market, 27% Enterprise


#### Pros & 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)

  ### 3. [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&#39;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:** 315

**User Satisfaction Scores:**

- **Data manipulation:** 8.4/10 (Category avg: 8.8/10)
- **Process various formats:** 8.6/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Devart](https://www.g2.com/sellers/devart)
- **Year Founded:** 1997
- **HQ Location:** Wilmington, Delaware, USA
- **Twitter:** @DevartSoftware (1,738 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/800325/ (254 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** CEO, CTO
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 51% Small-Business, 40% Mid-Market


#### Pros & 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)

  ### 4. [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:** 50

**User Satisfaction Scores:**

- **Data manipulation:** 8.8/10 (Category avg: 8.8/10)
- **Process various formats:** 9.0/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.0/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.8/10 (Category avg: 8.6/10)


**Seller Details:**

- **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/ (80 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Retail, Information Technology and Services
  - **Company Size:** 54% Small-Business, 40% Mid-Market


#### Pros & 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)

  ### 5. [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:** 81

**User Satisfaction Scores:**

- **Data manipulation:** 8.9/10 (Category avg: 8.8/10)
- **Process various formats:** 8.8/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.8/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.1/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Informatica](https://www.g2.com/sellers/informatica)
- **Year Founded:** 1993
- **HQ Location:** Redwood City, CA
- **Twitter:** @Informatica (99,880 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3858/ (5,337 employees on LinkedIn®)
- **Ownership:** NYSE: INFA

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer
  - **Top Industries:** Information Technology and Services, Insurance
  - **Company Size:** 80% Enterprise, 15% Mid-Market


#### Pros & 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)

  ### 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&#39;s exactly what we assure you!


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 290

**User Satisfaction Scores:**

- **Ease of Use:** 8.8/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [OWOX](https://www.g2.com/sellers/owox)
- **Year Founded:** 2002
- **HQ Location:** WALNUT, California
- **Twitter:** @owox (434 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1721152/ (67 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Chief Marketing Officer, CEO
  - **Top Industries:** Marketing and Advertising, Information Technology and Services
  - **Company Size:** 48% Small-Business, 43% Mid-Market


#### Pros & 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)

  ### 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

**User Satisfaction Scores:**

- **Data manipulation:** 8.6/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 7.9/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.1/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [CloverDX](https://www.g2.com/sellers/cloverdx)
- **Company Website:** https://www.cloverdx.com/
- **Year Founded:** 2002
- **HQ Location:** Prague
- **Twitter:** @CloverDX (1,242 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/cloverdx/ (56 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Financial Services, Information Technology and Services
  - **Company Size:** 40% Mid-Market, 36% Enterprise


#### Pros & 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)

  ### 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

**User Satisfaction Scores:**

- **Data manipulation:** 9.0/10 (Category avg: 8.8/10)
- **Process various formats:** 8.7/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.5/10 (Category avg: 8.5/10)
- **Ease of Use:** 7.9/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, NY
- **Twitter:** @IBM (709,023 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (324,553 employees on LinkedIn®)
- **Ownership:** SWX:IBM

**Reviewer Demographics:**
  - **Top Industries:** Banking, Information Technology and Services
  - **Company Size:** 77% Enterprise, 15% Mid-Market


#### Pros & 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)

  ### 9. [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

**User Satisfaction Scores:**

- **Data manipulation:** 5.0/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Secoda](https://www.g2.com/sellers/secoda)
- **Year Founded:** 2021
- **HQ Location:** Toronto, CA
- **Twitter:** @SecodaHQ (934 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/secodahq/about (21 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Financial Services
  - **Company Size:** 65% Mid-Market, 18% Small-Business


#### Pros & 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)

  ### 10. [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

**User Satisfaction Scores:**

- **Ease of Use:** 8.2/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [pimcore](https://www.g2.com/sellers/pimcore)
- **Company Website:** https://www.pimcore.com
- **Year Founded:** 2009
- **HQ Location:** Salzburg, Austria
- **Twitter:** @pimcore (1,631 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3505853 (69 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services
  - **Company Size:** 48% Mid-Market, 33% Small-Business


#### Pros & 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)

  ### 11. [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&#39;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&#39;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

**User Satisfaction Scores:**

- **Data manipulation:** 8.8/10 (Category avg: 8.8/10)
- **Process various formats:** 7.5/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.8/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Astera Software](https://www.g2.com/sellers/astera-software)
- **HQ Location:** Simi Valley, CA
- **Twitter:** @AsteraSoftware (2,249 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/33267/ (157 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 48% Mid-Market, 32% Small-Business


  ### 12. [Adeptia Automate (formerly Adeptia Connect)](https://www.g2.com/products/adeptia-automate-formerly-adeptia-connect/reviews)
  Adeptia Automate is an AI-native intelligent data automation platform built for enterprises that demand both innovation and reliability. With 25 years of enterprise data expertise, Adeptia combines the trust and scale of an established integration leader with the speed and flexibility of modern AI. Adeptia Automate delivers AI-powered first-mile data™ automation, transforming traditional point-and-click integration into natural-language-driven, AI-orchestrated workflows. Designed for developers, business users, and AI agents alike, the platform simplifies complex data mapping, partner onboarding, and workflow orchestration across highly variable formats and systems. Trusted by large organizations in regulated industries such as insurance and financial services, Adeptia embeds decades of domain knowledge directly into its Automate platform. Industry accelerators built from real-world implementations enable faster go-lives, reduced implementation risk, and measurable ROI. By uniting enterprise-grade rigor with AI-era agility, Adeptia helps organizations automate complex data processes faster, scale confidently, and turn integration into a competitive advantage.


  **Average Rating:** 4.2/5.0
  **Total Reviews:** 18

**User Satisfaction Scores:**

- **Data manipulation:** 7.9/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 7.8/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Adeptia](https://www.g2.com/sellers/adeptia)
- **Company Website:** https://www.adeptia.com
- **Year Founded:** 2000
- **HQ Location:** Jupiter, FL
- **Twitter:** @adeptia (1,411 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/79129/ (208 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services
  - **Company Size:** 57% Enterprise, 38% Mid-Market


  ### 13. [Ab Initio](https://www.g2.com/products/ab-initio/reviews)
  ETL Tool


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 21

**User Satisfaction Scores:**

- **Data manipulation:** 9.4/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.6/10)


**Seller Details:**

- **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 (953 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Banking
  - **Company Size:** 91% Enterprise, 9% Mid-Market


  ### 14. [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

**User Satisfaction Scores:**

- **Data manipulation:** 9.2/10 (Category avg: 8.8/10)
- **Process various formats:** 9.2/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.4/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Altova](https://www.g2.com/sellers/altova)
- **Year Founded:** 1992
- **HQ Location:** Beverly, MA
- **Twitter:** @altova (567 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/altova (43 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 43% Enterprise, 39% Small-Business


  ### 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&#39;s coming from, where it&#39;s going and how it&#39;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

**User Satisfaction Scores:**

- **Ease of Use:** 8.6/10 (Category avg: 8.6/10)


**Seller Details:**

- **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/ (151 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services
  - **Company Size:** 41% Mid-Market, 41% Enterprise


#### Pros & 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)

  ### 16. [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

**User Satisfaction Scores:**

- **Data manipulation:** 8.8/10 (Category avg: 8.8/10)
- **Process various formats:** 9.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.6/10)


**Seller Details:**

- **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/ (150 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Who Uses This:** Software Engineer
  - **Top Industries:** Computer Software, Information Technology and Services
  - **Company Size:** 75% Mid-Market, 19% Enterprise


#### Pros & 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)

  ### 17. [K3](https://www.g2.com/products/k3/reviews)
  LOW CODE INTEGRATION &amp; STREAMING ETL. You don&#39;t need to know how to code to get your data where you want it. Whether you are looking to get your data into Snowflake, Redshift, or even legacy systems and databases K3 is your low code sustainable solution. Drop us a line for a demo or jump into AWS for a free test drive. -Large Adapter Library (connect to anything) -Intuitive Mapping -Data Rules Engine -Cloud or On-Premise


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 15

**User Satisfaction Scores:**

- **Data manipulation:** 9.6/10 (Category avg: 8.8/10)
- **Process various formats:** 9.6/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.6/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [BroadPeak](https://www.g2.com/sellers/broadpeak-de523c38-6f7b-4b9a-9f8b-157cd7d0d61a)
- **Year Founded:** 2007
- **HQ Location:** New York, NY
- **Twitter:** @BroadPeakInc (210 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/broadpeak-partners-inc/ (34 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 50% Small-Business, 31% Enterprise


  ### 18. [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 &amp; 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:** 90

**User Satisfaction Scores:**

- **Data manipulation:** 9.4/10 (Category avg: 8.8/10)
- **Process various formats:** 9.4/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Peregrine](https://www.g2.com/sellers/peregrine)
- **HQ Location:** Irvine, California
- **LinkedIn® Page:** https://www.linkedin.com/company/peregrineconnect/ (4 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 45% Enterprise, 34% Mid-Market


  ### 19. [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 &amp; 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

**User Satisfaction Scores:**

- **Data manipulation:** 7.5/10 (Category avg: 8.8/10)
- **Process various formats:** 8.3/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Ethyca](https://www.g2.com/sellers/ethyca)
- **Year Founded:** 2018
- **HQ Location:** New York, NY
- **Twitter:** @ethyca (757 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/35697270/ (47 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 44% Mid-Market, 44% Small-Business


  ### 20. [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

**User Satisfaction Scores:**

- **Data manipulation:** 10.0/10 (Category avg: 8.8/10)
- **Process various formats:** 10.0/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.6/10)


**Seller Details:**

- **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/ (21 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 62% Mid-Market, 23% Enterprise


#### Pros & 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)

  ### 21. [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

**User Satisfaction Scores:**

- **Ease of Use:** 8.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 50% Small-Business, 25% Mid-Market


  ### 22. [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

**User Satisfaction Scores:**

- **Data manipulation:** 10.0/10 (Category avg: 8.8/10)
- **Process various formats:** 10.0/10 (Category avg: 8.6/10)
- **Data visualisation:** 6.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 7.8/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [Fivetran](https://www.g2.com/sellers/fivetran)
- **Year Founded:** 2012
- **HQ Location:** Oakland, CA
- **Twitter:** @fivetran (5,735 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/fivetran/ (1,738 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 77% Enterprise, 15% Mid-Market


  ### 23. [WeTransform](https://www.g2.com/products/wetransform/reviews)
  Your customers and partners send the same data in different formats. WeTransform automatically maps, cleans, and standardizes it — so it just works. Most business systems are built around fixed structures. Predefined schemas, strict templates, API specifications. This works internally, where you control the data. It breaks down at the boundary of your system, where data arrives from clients, partners, or external sources that do not share your conventions. This is what we call format multiplication. WeTransform is an AI import management platform that solves format multiplication by automatically transforming incoming data from clients and partners into your system’s expected format. WeTransform – AI Import Management for B2B SaaS As your business grows, so does format multiplication. Every new client or partner sends data in a different format: - CSV files with inconsistent headers - Excel files with merged cells - PDFs or legacy exports - Different schemas, naming conventions, and data quality This creates a major operational bottleneck. Teams end up: - manually cleaning files - building custom scripts - maintaining fragile data pipelines This is where WeTransform comes in. 🚀 What is WeTransform? WeTransform is an AI import management platform designed to eliminate format multiplication. It allows B2B companies to: - accept any incoming data format - automatically map data to their schema - clean and normalize inconsistent data - deliver structured, ready-to-use data into their systems 👉 without building custom import logic. ⚙️ Key capabilities - Universal file ingestion (CSV, Excel, PDF, etc.) - Automatic field mapping - Data normalization and cleaning - Schema alignment - Validation before import 🎯 Who is it for? WeTransform is built for: - B2B SaaS platforms - Marketplaces and e-commerce platforms - Logistics and supply chain systems - Financial and data-heavy platforms Any company that receives data from external sources at scale. 💡 Why it matters For a long time, companies built their own import systems. It was the only option. A developer could put together a basic file upload and mapping tool in a few weeks, and at small scale, that was enough. This is no longer a reasonable approach. Format multiplication is not a problem you solve once. It is a problem you manage continuously, as your client base grows, as partner formats evolve, as edge cases accumulate. This causes: - slower onboarding - increased support load - engineering time wasted on non-core work - poor product experience WeTransform removes this friction entirely. 🔑 Key takeaway There are three ways to handle data imports: - Manual cleaning - Custom-built pipelines - AI-powered import management 👉 At scale, only the third approach is sustainable.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 5

**User Satisfaction Scores:**

- **Ease of Use:** 9.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 50% Mid-Market, 50% Small-Business


  ### 24. [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 &quot;black box&quot; 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

**User Satisfaction Scores:**

- **Data manipulation:** 10.0/10 (Category avg: 8.8/10)
- **Process various formats:** 9.2/10 (Category avg: 8.6/10)
- **Data visualisation:** 9.2/10 (Category avg: 8.5/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.6/10)


**Seller Details:**

- **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®)

**Reviewer Demographics:**
  - **Company Size:** 67% Enterprise, 33% Mid-Market


#### Pros & 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)

  ### 25. [Angles Enterprise for Oracle](https://www.g2.com/products/angles-enterprise-for-oracle/reviews)
  Angles for Oracle is a process analytics engine for Oracle Business Applications, designed to help enterprises evaluate and measure actionable insights and streamline reporting using pre-built content and multiple no-code business views. The platform enables professionals to collect data from different sources such as E-Business Suite and Oracle Cloud Applications and conduct ad hoc analysis on transactional details. End-users can modify business views and securely access BI content. Team members can use the collaborative portal to search report catalogs, customize existing views, generate BI tool templates, and deploy views to the database. It offers integration with various third-party applications such as Microsoft PowerBI and Azure, Tableau, Oracle BI tools, Snowflake, and more. Transform the critical data in your Oracle ERP applications into actionable insights with Angles for Oracle from insightsoftware. Give the power of operational analytics and business intelligence (BI) to the people who need it most—your business users..


  **Average Rating:** 4.2/5.0
  **Total Reviews:** 5

**User Satisfaction Scores:**

- **Data manipulation:** 8.3/10 (Category avg: 8.8/10)
- **Process various formats:** 9.2/10 (Category avg: 8.6/10)
- **Data visualisation:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.6/10)


**Seller Details:**

- **Seller:** [insightsoftware](https://www.g2.com/sellers/insightsoftware-f6b45d26-bff9-4340-b3b7-a2076e7bb544)
- **Year Founded:** 2018
- **HQ Location:** Raleigh, North Carolina
- **Twitter:** @insightsoftware (802 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/outcomes-by-insightsoftware/ (2,267 employees on LinkedIn®)

**Reviewer Demographics:**
  - **Company Size:** 83% Enterprise, 33% Mid-Market




## Parent Category

[IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure)



## Related Categories

- [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)




