# Best Data Fabric Software - Page 2

*By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)*


Data fabric software is a unified data platform that enables organizations to integrate their data and data management processes. Adopting a data fabric allows for the creation of complete views of their data, helping power existing processes and applications and enabling the rapid development of new use cases. A data fabric is not just a single solution but an entire data ecosystem that connects disparate data sources and infrastructure types across locations (on-premises, in the cloud, or hybrid environments), enabling analysis without onerous data integration requirements. The software offers benefits such as the ability to explore and extract value from any form of data regardless of location by connecting stores of structured and unstructured data. It provides centralized access via a single, unified view of an organization's data that inherits access and governance restrictions.

Companies use data fabric software to gain greater visibility into often highly complex and heterogeneous data landscapes. Data fabric software offers deeper insights and control over their data irrespective of where it sits, enabling better business decisions and strategies. Helping businesses become data-driven is key to the emergence of data fabric software and it can be adopted by any industry vertical. Fraud detection and security management, sales and marketing management, and governance and compliance management are some of the major use cases driving the growth of data fabric.

To qualify for inclusion in the Data Fabric category, a product must:

- Perform data management processes on a single unified platform
- Pull and connect or collaborate on data from disparate sources across locations
- Manage data across all environments (multi-cloud and on-premises)
- Allow single, seamless access and control to data across sources and types
- Provide analytics tools and connectivity to other analytical solutions
- Offer metadata functionality with data currency and data lineage capabilities





## Top Data Fabric Software at a Glance
| # | Product | Rating | Best For | What Users Say |
|---|---------|--------|----------|----------------|
| 1 | [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews) | 4.3/5.0 (139 reviews) | Zero-copy data access inside ServiceNow workflows | "[Zero-Copy, Real-Time Intelligence with ServiceNow Workflow Data Fabric](https://www.g2.com/survey_responses/servicenow-workflow-data-fabric-review-12543653)" |
| 2 | [SAP Datasphere](https://www.g2.com/products/sap-datasphere/reviews) | 4.2/5.0 (166 reviews) | SAP-native federated data fabric with semantic preservation | "[SAP Datasphere Simplifies Multi-Source Data Consolidation and Integration](https://www.g2.com/survey_responses/sap-datasphere-review-12739150)" |
| 3 | [K2View](https://www.g2.com/products/k2view/reviews) | 4.6/5.0 (48 reviews) | Entity-based data fabric for real-time access | "[K2View Brings Clear Visibility and Transparency to Our Data Landscape](https://www.g2.com/survey_responses/k2view-review-13089012)" |
| 4 | [timextender](https://www.g2.com/products/timextender/reviews) | 4.3/5.0 (147 reviews) | Low-code data warehouse automation with lineage | "[TimeXtender Classic is still a Classic!](https://www.g2.com/survey_responses/timextender-review-11786389)" |
| 5 | [Denodo](https://www.g2.com/products/denodo/reviews) | 4.3/5.0 (39 reviews) | Federated data virtualization across heterogeneous sources | "[Denodo’s Real-Time Data Virtualization Makes Integration Fast and Flexible](https://www.g2.com/survey_responses/denodo-review-12255977)" |
| 6 | [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | 4.5/5.0 (135 reviews) | Managed Airflow orchestration with infrastructure abstraction | "[Asro literally assists in data engineering work, making it easier and more productive.](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803)" |
| 7 | [Google Cloud Knowledge Catalog](https://www.g2.com/products/google-cloud-knowledge-catalog/reviews) | 4.3/5.0 (17 reviews) | Cross-silo data fabric with unified governance | "[Must have tool for businesses that gather data in ocean](https://www.g2.com/survey_responses/google-cloud-knowledge-catalog-review-8951605)" |
| 8 | [Incorta](https://www.g2.com/products/incorta/reviews) | 4.4/5.0 (55 reviews) | Multi-source ELT with zero-transformation analytics | "[Great platformand support](https://www.g2.com/survey_responses/incorta-review-10853785)" |
| 9 | [IBM Cloud Pak for Data](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews) | 4.3/5.0 (72 reviews) | Unified data fabric with AI-governed virtualization | "[Comprehensive solution for data-intensive workflows](https://www.g2.com/survey_responses/ibm-cloud-pak-for-data-review-12967373)" |
| 10 | [Progress MarkLogic](https://www.g2.com/products/progress-marklogic/reviews) | 4.3/5.0 (65 reviews) | Multi-model unstructured data fabric with enterprise search | "[I am technical support engineer working with Microsoft with azure identity](https://www.g2.com/survey_responses/progress-marklogic-review-9456409)" |


## G2 Grid® for Data Fabric Software
![G2 Grid® for Data Fabric Software plotting products by satisfaction and market presence](https://www.g2.com/categories/data-fabric/grids.png?focus%5B%5D=1208609&focus%5B%5D=129730&focus%5B%5D=127826&focus%5B%5D=12163&focus%5B%5D=10734&focus%5B%5D=51147&focus%5B%5D=1318239&focus%5B%5D=4867)
Highlighted products: ServiceNow Workflow Data Fabric, SAP Datasphere, K2View, timextender, Denodo, Astro by Astronomer, Google Cloud Knowledge Catalog, and Incorta.
Underlying data: [Grid® JSON](https://www.g2.com/categories/data-fabric/grids.json?focus%5B%5D=servicenow-workflow-data-fabric&focus%5B%5D=sap-datasphere&focus%5B%5D=k2view&focus%5B%5D=timextender&focus%5B%5D=denodo&focus%5B%5D=astro-by-astronomer&focus%5B%5D=google-cloud-knowledge-catalog&focus%5B%5D=incorta)


## How Many Data Fabric Software Products Does G2 Track?
**Total Products under this Category:** 78

### Category Stats (Jul 2026)
- **Average Rating**: 4.33/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: IBM Cloud Pak for Data (+0.07%) - Among all products in this category, IBM Cloud Pak for Data recorded the largest rating increase compared to last month
*Last updated: July 14, 2026*


## How Does G2 Rank Data Fabric Software Products?

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

- 30 Analysts and Data Experts
- 1,900+ Authentic Reviews
- 78+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.


## Which Data Fabric Software Is Best for Your Use Case?

- **Leader:** [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews)
- **Highest Performer:** [Incorta](https://www.g2.com/products/incorta/reviews)
- **Easiest to Use:** [timextender](https://www.g2.com/products/timextender/reviews)
- **Top Trending:** [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews)
- **Best Free Software:** [timextender](https://www.g2.com/products/timextender/reviews)


---

**Sponsored**

### SAP Business Data Cloud

SAP Business Data Cloud is a fully managed software-as-a-service (SaaS) solution that unifies and governs SAP data and connects with third-party data. As an evolution of the company's data, planning, and analytics solutions, SAP Business Data Cloud brings together SAP Datasphere, SAP Analytics Cloud, and SAP Business Warehouse with a unified experience that delivers insights across all lines of business. In addition, SAP Databricks is natively available in Business Data Cloud - bringing the power of Databricks Data Intelligence Platform capabilities to the product. SAP Business Data Cloud connects data by leveraging business data fabric principles, making it easier to discover, share, govern, and model this data. It includes SAP Databricks as a first-party data service. The platform combines prebuilt applications and data products across all lines of business. It provides fully managed, curated data products across all lines of business and eliminate the costs of data extracts. Users can build on SAP’s curated data products with their domain expertise, and deliver Intelligent Applications through the Business Data Cloud ecosystem. These intelligent applications are adaptive, AI-powered applications that learn from your data, understand business context, and act on your behalf to transform business outcomes.



[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=paid_promo&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=2394&secure%5Bchosen_at%5D=2026-07-14T18%3A32%3A02Z&secure%5Bmedium%5D=sponsored&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1434713&secure%5Bresource_id%5D=2394&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-fabric%3Fopen_modal_url%3D%252Fproducts%252Fdata-world%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fdata-fabric%2526source%253Dcategory&secure%5Btoken%5D=81e07773ee8c0e4bb63df7dc78ab58973ba55700d07140a9710126cbf1a35f1e&secure%5Burl%5D=https%3A%2F%2Fwww.sap.com%2Fproducts%2Fdata-cloud.html&secure%5Burl_type%5D=paid_promos)

---

## What Are the Top-Rated Data Fabric Software Products in 2026?
### 1. [MapR-DB](https://www.g2.com/products/mapr-db/reviews)
ndustry’s first edge to cloud data fabric that ingests and centralizes different types of data into a single logical infrastructure increasing data integrity and trust in data-driven insights.


**Average Rating:** 3.3/5.0
**Total Reviews:** 5
**How Do G2 Users Rate MapR-DB?**

- **Governance:** 6.7/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.9/10 (Category avg: 8.7/10)
- **Data Protection:** 8.8/10 (Category avg: 8.9/10)

**Who Is the Company Behind MapR-DB?**

- **Seller:** [HP Development Company](https://www.g2.com/sellers/hp-development-company)
- **Year Founded:** 1939
- **HQ Location:** Palo Alto, CA
- **Twitter:** @HPE (92,685 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1025/ (88,985 employees on LinkedIn®)
- **Ownership:** NYSE: HPQ

**Who Uses This Product?**
- **Company Size:** 60% Mid-Market, 20% Enterprise



#### What Are Recent G2 Reviews of MapR-DB?

**"[a great option for addressing the issue of continuously expanding data](https://www.g2.com/survey_responses/mapr-db-review-8154809)"**

**Rating:** 5.0/5.0 stars
*— Shaik M.*

[Read full review](https://www.g2.com/survey_responses/mapr-db-review-8154809)

---

**"[Great solution for managing analytical data with high performance and scalability](https://www.g2.com/survey_responses/mapr-db-review-8155348)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/mapr-db-review-8155348)

---



### 2. [Promethium](https://www.g2.com/products/promethium/reviews)
Promethium delivers self-service data at AI scale through its revolutionary Instant Data Fabric™ — the first agentic platform purpose-built for modern enterprises. Unlike traditional data architectures that require complex ETL pipelines and data movement, Promethium provides real-time, zero-copy access to distributed data across cloud, on-premises, and SaaS platforms. The platform's 360° Context Engine aggregates technical and business metadata to ensure accurate, contextual responses, while Mantra™, our Data Answer Agent, enables teams to build and share reusable data products instantly. Promethium empowers data teams to respond 10x faster to business questions while maintaining enterprise-grade governance and security.


**Average Rating:** 4.2/5.0
**Total Reviews:** 13
**How Do G2 Users Rate Promethium?**

- **Governance:** 9.6/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.8/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Promethium?**

- **Seller:** [Promethium](https://www.g2.com/sellers/promethium)
- **Year Founded:** 2018
- **HQ Location:** Menlo Park, US
- **Twitter:** @PromethiumI (366 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/pm61data/ (34 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 46% Mid-Market, 31% Enterprise


#### What Are Promethium's Pros and Cons?

**Pros:**

- Insights (4 reviews)
- Analytics (3 reviews)
- Collaboration (2 reviews)
- Data Management (2 reviews)
- Data Visualization (2 reviews)

**Cons:**

- Complexity (1 reviews)
- Complex Usage (1 reviews)
- Difficult Learning (1 reviews)
- Lacking Features (1 reviews)
- Limited Features (1 reviews)


### What Do G2 Reviewers Say About Promethium?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **centralized data management** of Promethium, enhancing collaboration and facilitating informed decision-making.
- Users value the **centralized analytics** in Promethium, enhancing teamwork and data-driven decision making effectively.
- Users value the **effective collaboration** facilitated by Promethium, enhancing teamwork and decision-making through centralized data management.
- Users commend the **centralized data management** in Promethium, appreciating its ease of use, teamwork, and advanced analytics.
- Users value the **interactive visualizations** of Promethium, enhancing their data analysis and decision-making capabilities.

**Cons:**

- Users find the **complex insights** of Promethium challenging to interpret, especially if they're not experts.
- Users find the **complex insights** of Promethium challenging to interpret, especially without a technical background.
- Users find that **difficult learning** hinders their ability to interpret complex insights effectively.
- Users find Promethium **lacking several important features** compared to other analytics tools, leading to frustration.
- Users find the **limited features** of Promethium frustrating compared to other analytics tools, impacting their overall experience.

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

**"[Promethium](https://www.g2.com/survey_responses/promethium-review-8335269)"**

**Rating:** 4.0/5.0 stars
*— Tulika .*

[Read full review](https://www.g2.com/survey_responses/promethium-review-8335269)

---

**"[Great SaaS service to leverage digital transformation](https://www.g2.com/survey_responses/promethium-review-8843317)"**

**Rating:** 4.0/5.0 stars
*— Yahveh  D.*

[Read full review](https://www.g2.com/survey_responses/promethium-review-8843317)

---



### 3. [Streamscape](https://www.g2.com/products/streamscape/reviews)
StreamScape is a technology for agile data preparation and real-time analysis that offers powerful query and schema-on-read capabilities, allowing users to aggregate any data on-demand without creating additional copies.


**Average Rating:** 3.5/5.0
**Total Reviews:** 5
**How Do G2 Users Rate Streamscape?**

- **Governance:** 8.7/10 (Category avg: 8.9/10)
- **Data Integration:** 8.7/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.7/10 (Category avg: 8.7/10)
- **Data Protection:** 7.9/10 (Category avg: 8.9/10)

**Who Is the Company Behind Streamscape?**

- **Seller:** [Streamscape](https://www.g2.com/sellers/streamscape)
- **Year Founded:** 2011
- **HQ Location:** NEW YORK, US
- **LinkedIn® Page:** https://www.linkedin.com/company/2424726 (4 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Mid-Market, 20% Enterprise



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

**"[Impressive new Approach for Data Storage](https://www.g2.com/survey_responses/streamscape-review-8508303)"**

**Rating:** 4.5/5.0 stars
*— Kartik A.*

[Read full review](https://www.g2.com/survey_responses/streamscape-review-8508303)

---

**"[Make Most Of Your Data With Streamscape](https://www.g2.com/survey_responses/streamscape-review-8495271)"**

**Rating:** 4.5/5.0 stars
*— Akshay S.*

[Read full review](https://www.g2.com/survey_responses/streamscape-review-8495271)

---



### 4. [Lumada Platform](https://www.g2.com/products/hitachi-vantara-lumada-platform/reviews)
Lumada simplifies data management with automation and collaboration (DataOps). With Lumada, you can: Gain 360-degree views of your customers, products and assets. Streamline your business operations and take out cost. And, meet stringent compliance demands.


**Average Rating:** 4.3/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Lumada Platform?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Data Protection:** 9.4/10 (Category avg: 8.9/10)

**Who Is the Company Behind Lumada Platform?**

- **Seller:** [Hitachi Vantara](https://www.g2.com/sellers/hitachi-vantara)
- **HQ Location:** Santa Clara, CA
- **Twitter:** @HitachiVantara (28,391 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/hitachi-vantara/ (10,547 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Small-Business



#### What Are Recent G2 Reviews of Lumada Platform?

**"[Lumada platform - Solution for your digital journey](https://www.g2.com/survey_responses/lumada-platform-review-8509502)"**

**Rating:** 5.0/5.0 stars
*— Pawar S.*

[Read full review](https://www.g2.com/survey_responses/lumada-platform-review-8509502)

---

**"[Know Your Data Deeply With Lumada Platform](https://www.g2.com/survey_responses/lumada-platform-review-8530577)"**

**Rating:** 4.5/5.0 stars
*— Sonal D.*

[Read full review](https://www.g2.com/survey_responses/lumada-platform-review-8530577)

---



### 5. [One Data](https://www.g2.com/products/one-data/reviews)
One Data is a modular software platform that transforms fragmented legacy data into quality-assured, context-rich, and actionable data products – fueling reliable KPIs, trusted reports, and AI-driven decisions. In many organizations, data does not consistently support reliable decision-making. Reports often don’t match, teams are misaligned, and manual processes slow down delivery. The result is incorrect KPIs, unreliable insights, and limited trust in data. One Data addresses these challenges through three core elements: Trust, Alignment, and AI-Automation. Trust is built through full metadata transparency and data contracts, creating a shared understanding of data quality, lineage, and context across business and IT. Alignment ensures that business teams can define their requirements clearly through intuitive self-service tooling, while data teams receive structured, contextual input that eliminates guesswork and reduces rework. AI-Automation standardizes data logic and structure, and executes it consistently across target systems, minimizing manual effort and operational complexity. These core elements are delivered through a modular, integrated platform that supports the full data product lifecycle – from analyzing and structuring data landscapes to building, governing, and sharing trusted data assets. One Data adapts to diverse environments and complex tool landscapes, enabling the creation of standardized, governed, and executable data products while integrating seamlessly with platforms like Snowflake, Databricks, and dbt Labs. This modular approach allows organizations to address specific data challenges with precision and establish a scalable, reusable foundation for long-term efficiency and consistent value delivery…


**Average Rating:** 4.5/5.0
**Total Reviews:** 3
**How Do G2 Users Rate One Data?**

- **Governance:** 9.4/10 (Category avg: 8.9/10)
- **Data Integration:** 9.4/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **Data Protection:** 8.9/10 (Category avg: 8.9/10)

**Who Is the Company Behind One Data?**

- **Seller:** [One Data](https://www.g2.com/sellers/one-data)
- **Year Founded:** 2013
- **HQ Location:** Munich, Bavaria, Germany
- **LinkedIn® Page:** https://www.linkedin.com/company/one-data-it (191 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Mid-Market



#### What Are Recent G2 Reviews of One Data?

**"[Tracking of data](https://www.g2.com/survey_responses/one-data-review-8307988)"**

**Rating:** 5.0/5.0 stars
*— chandini j.*

[Read full review](https://www.g2.com/survey_responses/one-data-review-8307988)

---

**"[Check All Your Data And Get Most Of It With One Data Cartography](https://www.g2.com/survey_responses/one-data-review-8605359)"**

**Rating:** 4.5/5.0 stars
*— Mohini U.*

[Read full review](https://www.g2.com/survey_responses/one-data-review-8605359)

---



### 6. [Palantir Gotham](https://www.g2.com/products/palantir-gotham/reviews)
Palantir Gotham is a commercially-available, AI-ready operating system that improves and accelerates decisions for operators across roles and all domains. For over a decade, Gotham has surfaced insights from complex data for global defense agencies, the intelligence community, disaster relief organizations, and beyond. Gotham joins and enriches massive volumes of near-real time data and presents them in a single view that enables users to make faster, more confident decisions, together. Decision makers from headquarters to the forward deployed edge access the most recent understanding of the world, and can act while accounting for global tradeoffs and dependencies.


**Average Rating:** 4.3/5.0
**Total Reviews:** 9
**How Do G2 Users Rate Palantir Gotham?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.7/10)
- **Data Protection:** 9.4/10 (Category avg: 8.9/10)

**Who Is the Company Behind Palantir Gotham?**

- **Seller:** [Palantir](https://www.g2.com/sellers/palantir)
- **HQ Location:** Denver, US
- **Twitter:** @PalantirTech (425,595 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/palantir-technologies/ (5,858 employees on LinkedIn®)
- **Ownership:** PLTR (NYSE)

**Who Uses This Product?**
- **Company Size:** 40% Mid-Market, 30% Enterprise



#### What Are Recent G2 Reviews of Palantir Gotham?

**"[Get Everything About Your data With Palantir Gotham](https://www.g2.com/survey_responses/palantir-gotham-review-8595794)"**

**Rating:** 4.5/5.0 stars
*— Amruta k.*

[Read full review](https://www.g2.com/survey_responses/palantir-gotham-review-8595794)

---

**"[Palantir Gotham - Unleashing the Power of Data Analysis](https://www.g2.com/survey_responses/palantir-gotham-review-8332874)"**

**Rating:** 4.0/5.0 stars
*— Prashant T.*

[Read full review](https://www.g2.com/survey_responses/palantir-gotham-review-8332874)

---


#### What Are G2 Users Discussing About Palantir Gotham?

- [What is Palantir Gotham used for?](https://www.g2.com/discussions/palantir-gotham-what-is-palantir-gotham-used-for)
- [What is Palantir Gotham used for?](https://www.g2.com/discussions/what-is-palantir-gotham-used-for)

### 7. [PurpleCube](https://www.g2.com/products/purplecube/reviews)
PurpleCube is a Unified Data Orchestration Platform that helps organizations become more data-centric and drive data democratization.


**Average Rating:** 4.3/5.0
**Total Reviews:** 3
**How Do G2 Users Rate PurpleCube?**

- **Governance:** 8.9/10 (Category avg: 8.9/10)
- **Data Integration:** 9.4/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **Data Protection:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind PurpleCube?**

- **Seller:** [PurpleCube](https://www.g2.com/sellers/purplecube)
- **Year Founded:** 2022
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/purplecube-inc (7 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Mid-Market


#### What Are PurpleCube's Pros and Cons?

**Pros:**

- Cost Efficiency (1 reviews)
- Data Integration (1 reviews)



### What Do G2 Reviewers Say About PurpleCube?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find that **cost efficiency** is enhanced by adopting PurpleCube, leading to significant time and resource savings.
- Users find that PurpleCube offers **innovative data integration** , simplifying processes and enhancing organizational agility and efficiency.


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

**"[Forward thinking data management software](https://www.g2.com/survey_responses/purplecube-review-9896529)"**

**Rating:** 5.0/5.0 stars
*— Kamaljeet S.*

[Read full review](https://www.g2.com/survey_responses/purplecube-review-9896529)

---

**"[An IT Company providing Multiple Services](https://www.g2.com/survey_responses/purplecube-review-8965368)"**

**Rating:** 4.5/5.0 stars
*— Manpreet S.*

[Read full review](https://www.g2.com/survey_responses/purplecube-review-8965368)

---



### 8. [Veracity Data Fabric](https://www.g2.com/products/veracity-data-fabric/reviews)
Veracity Data Fabric provides data management functionality for cloud and on-premise for an improved data visibility, insights, access control and security.


**Average Rating:** 4.2/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Veracity Data Fabric?**

- **Governance:** 8.9/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)
- **Data Protection:** 8.9/10 (Category avg: 8.9/10)

**Who Is the Company Behind Veracity Data Fabric?**

- **Seller:** [Veracity](https://www.g2.com/sellers/veracity)
- **Year Founded:** 2014
- **HQ Location:** Portland, US
- **Twitter:** @VeracityMKTG (333 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/veracity-marketing/ (7 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Small-Business



#### What Are Recent G2 Reviews of Veracity Data Fabric?

**"[Finding and sharing right data in a secure manner for Analytics](https://www.g2.com/survey_responses/veracity-data-fabric-review-8295370)"**

**Rating:** 4.0/5.0 stars
*— Hemant M.*

[Read full review](https://www.g2.com/survey_responses/veracity-data-fabric-review-8295370)

---

**"[Secure and Simplistic Cloud data management from Veracity](https://www.g2.com/survey_responses/veracity-data-fabric-review-8966244)"**

**Rating:** 4.0/5.0 stars
*— Neeraj V.*

[Read full review](https://www.g2.com/survey_responses/veracity-data-fabric-review-8966244)

---



### 9. [data.world](https://www.g2.com/products/data-world/reviews)
data.world is the most-adopted data catalog and governance platform on the market. Built on a unique knowledge graph foundation, data.world seamlessly integrates with your existing systems. We set the standard for swift, people-centric governance. We don't just manage data; we unlock its potential, paving the way for responsible AI adoption and data-driven decision-making at scale. data.world is a Certified B Corporation and public benefit corporation and home to the world’s largest collaborative open data community with more than two million members, including ninety percent of the Fortune 500.


**Average Rating:** 4.2/5.0
**Total Reviews:** 12
**How Do G2 Users Rate data.world?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.8/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind data.world?**

- **Seller:** [data.world](https://www.g2.com/sellers/data-world)
- **Year Founded:** 2016
- **HQ Location:** Austin, Texas
- **Twitter:** @datadotworld (5,498 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/data.world/ (100 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 25% Mid-Market


#### What Are data.world's Pros and Cons?

**Pros:**

- Analytics (1 reviews)
- Data Discovery (1 reviews)
- Data Management (1 reviews)
- Data Visualization (1 reviews)
- Ease of Use (1 reviews)

**Cons:**

- Poor Customer Support (1 reviews)
- Poor Support Services (1 reviews)


### What Do G2 Reviewers Say About data.world?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **ease of use in data analytics** , making it simple to discover valuable insights from data.
- Users appreciate the **ease of data discovery and analytics** offered by data.world, enhancing their overall experience.
- Users appreciate the **ease of use** in data.world, enhancing their experience in discovering and analyzing data.
- Users enjoy the **intuitive data visualization** capabilities of data.world, making data exploration and analytics accessible.
- Users enjoy the **ease of use** of data.world, enhancing their experience with discovering and analyzing data.

**Cons:**

- Users experience **poor customer support** , often finding no assistance when facing issues or inquiries.
- Users often face **poor support services** , making it difficult to resolve issues and get assistance when needed.

#### What Are Recent G2 Reviews of data.world?

**"[One of the most mind-blowing venture information index](https://www.g2.com/survey_responses/data-world-review-8236137)"**

**Rating:** 5.0/5.0 stars
*— Rahul V.*

[Read full review](https://www.g2.com/survey_responses/data-world-review-8236137)

---

**"[Very attractive and informative](https://www.g2.com/survey_responses/data-world-review-9974366)"**

**Rating:** 4.5/5.0 stars
*— AASIM I.*

[Read full review](https://www.g2.com/survey_responses/data-world-review-9974366)

---


#### What Are G2 Users Discussing About data.world?

- [What is data.world used for?](https://www.g2.com/discussions/what-is-data-world-used-for) - 1 comment

### 10. [EntelliFusion](https://www.g2.com/products/entellifusion/reviews)
An enterprise-class, evergreen, infinitely scalable & fully managed decision support platform… EntelliFusion is a comprehensive decision support capability. Rather than piecemeal together several different platforms for data prep, data warehousing & governance, EntelliFusion's architecture provides a one-stop shop for outfitting an organizations data infrastructure. EntelliFusion is used for business intelligence, analytics & machine learning capabilities all in one. It is also fully managed; EntelliFusion customers have enjoyed Teksouth's long standing history of professional services to ensure successful project completion. We ensure every customer makes it to the finish line of their data driven culture transformation by acting as their sole outfitter and guide for the journey. KEY FEATURES - Data Sources: Data Agnostic, Loads structure and semi-structured data - EntelliFusion Studio™: Metadata Driven, Business rules applied across platform, Code re-use - Modern Data Warehouse: Built to scale-out, scale-infinitely, Cloud or On-premise ready, Robust, redundant & reliable - EntelliCache™: Efficiency increases with use, Institutes late binding, Agile business rules available instantly - Communication: Fully managed optimization, Compressed & encrypted, Secure transmission of sensitive data - Perspectives: Full control of data representation, Captions & definitions applied to define data elements - Presentation: Free ad-hoc query & dashboard web app, Connection to COTS BI tool of your choosing, Self-service near real time KPIs Teksouth was founded in 1982 in Birmingham, AL. For the last two decades Teksouth has been a government contractor for data management and decision support, even providing an early government cloud environment some 15 years ago. EntelliFusion has been built and innovated on for about two decades while we have serviced several large DoD clients, proving itself performant while evergreen, constantly innovated on and built on the latest and greatest Microsoft technologies and frameworks. In it's largest instance, EntelliFusion securely manages 22 terabytes of queryable data, integrating 226 interfaces. This instance services 15,000 annual users who perform roughly 30 million ad-hoc queries annually with an average response time of 4 seconds. Teksouth has since launched EntelliFusion commercially.


**Average Rating:** 3.5/5.0
**Total Reviews:** 4
**How Do G2 Users Rate EntelliFusion?**

- **Governance:** 7.5/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.5/10 (Category avg: 8.7/10)
- **Data Protection:** 7.5/10 (Category avg: 8.9/10)

**Who Is the Company Behind EntelliFusion?**

- **Seller:** [Teksouth](https://www.g2.com/sellers/teksouth)
- **Year Founded:** 1982
- **HQ Location:** Gardendale, Alabama, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/teksouth-corporation (156 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Mid-Market, 50% Small-Business



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

**"[Entellifusion review](https://www.g2.com/survey_responses/entellifusion-review-8243871)"**

**Rating:** 5.0/5.0 stars
*— Satish Kumar  E.*

[Read full review](https://www.g2.com/survey_responses/entellifusion-review-8243871)

---

**"[Unlocking the Power of Data](https://www.g2.com/survey_responses/entellifusion-review-8318729)"**

**Rating:** 4.5/5.0 stars
*— Yunus K.*

[Read full review](https://www.g2.com/survey_responses/entellifusion-review-8318729)

---



### 11. [Hammerspace](https://www.g2.com/products/hammerspace/reviews)
Hammerspace is the high-performance data platform built to simplify and optimize AI infrastructure at scale. It makes all your data immediately accessible – anywhere across on-premises and cloud environments – without copying or migrating data into new silos. By integrating with existing storage, networking, and applications, Hammerspace creates a unified, high-speed data backbone for AI, enabling organizations to accelerate every stage of the AI pipeline while eliminating data silos. What are the most important features of Hammerspace? ~Global Namespace: Unifies fragmented file and object data into a single global namespace that spans sites, clouds and storage systems. ~Parallel File System Architecture: Deliver the performance and scale for AI and HPC workloads without a proprietary client. ~Data Orchestration: Automate the flow of data and bring data to the compute that needs it no matter where it is located. ~Data-in-Place Assimilation: Make millions of files visible and accessible instantly - without complex data migrations. Don’t migrate - assimilate! ~Tier 0 Storage: Use server-local NVMe as a tier of high-performance shared storage What benefits or ROI should users look for when evaluating Hammerspace? ~AI/HPC Performance and Scale: Hammerspace delivers performance for AI and HPC with a parallel file system architecture ~Eliminate Data Silos: Unify fragmented unstructured data into a global namespace AI-Ready Data: Turn fragmented, unstructured data into AI-Ready data with an AI Data Platform. ~Hybrid-Cloud Agility: Make hybrid-cloud and multi-cloud computing and storage a reality with a global file system and policy-based data orchestration. ~Improved Productivity: Eliminate data copy sprawl, and stop manually copying data between disparate storage systems. Spend more time building, and less time managing data.


**Average Rating:** 4.5/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Hammerspace?**

- **Ease of Use:** 6.7/10 (Category avg: 8.7/10)

**Who Is the Company Behind Hammerspace?**

- **Seller:** [Hammerspace](https://www.g2.com/sellers/hammerspace)
- **Year Founded:** 2018
- **HQ Location:** Redwood City, US
- **Twitter:** @Hammerspace_Inc (731 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/hammerspace/ (231 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 33% Small-Business, 33% Enterprise



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

**"[Useful software for unstructured Data](https://www.g2.com/survey_responses/hammerspace-review-6545090)"**

**Rating:** 5.0/5.0 stars
*— GYAN PRAKASH  S.*

[Read full review](https://www.g2.com/survey_responses/hammerspace-review-6545090)

---

**"[Great software for unstructured data](https://www.g2.com/survey_responses/hammerspace-review-5270872)"**

**Rating:** 5.0/5.0 stars
*— Shubham R.*

[Read full review](https://www.g2.com/survey_responses/hammerspace-review-5270872)

---


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

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

### 12. [Palantir Foundry](https://www.g2.com/products/palantir-foundry/reviews)
Foundry is a transformative data platform built to help solve the modern enterprise’s most critical problems by creating a central operating system for an organization’s data, while securely integrating siloed data sources into a common analytics and operations picture. Palantir works with commercial companies and government organizations alike to close the operational loop, feeding real-time data into your data science models and updating source systems. With a breadth of industry-leading capabilities, Palantir can help enterprises traverse and operationalize data to enable and scale decision-making, alongside best-in-class security, data protection, and governance. Foundry was named by Forrester as a leader in the The Forrester Wave™: AI/ML Platforms, Q3 2022. Scoring the highest marks possible in product vision, performance, market approach, and applications criteria. As a Dresner-Award winning platform, Foundry is the overall leader in the BI and Analytics market and rated a perfect 5/5 by its customer base.


**Average Rating:** 4.1/5.0
**Total Reviews:** 14
**How Do G2 Users Rate Palantir Foundry?**

- **Governance:** 6.7/10 (Category avg: 8.9/10)
- **Data Integration:** 5.8/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.6/10 (Category avg: 8.7/10)
- **Data Protection:** 7.5/10 (Category avg: 8.9/10)

**Who Is the Company Behind Palantir Foundry?**

- **Seller:** [Palantir](https://www.g2.com/sellers/palantir)
- **HQ Location:** Denver, US
- **Twitter:** @PalantirTech (425,595 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/palantir-technologies/ (5,858 employees on LinkedIn®)
- **Ownership:** PLTR (NYSE)

**Who Uses This Product?**
- **Company Size:** 36% Small-Business, 36% Enterprise


#### What Are Palantir Foundry's Pros and Cons?

**Pros:**

- AI Capabilities (1 reviews)
- AI Features (1 reviews)
- AI Integration (1 reviews)
- AI Modeling (1 reviews)
- Analysis Efficiency (1 reviews)

**Cons:**

- Expensive (1 reviews)
- Limited Customization (1 reviews)
- Limited Features (1 reviews)
- Limited Options (1 reviews)


### What Do G2 Reviewers Say About Palantir Foundry?
*AI-generated summary from verified user reviews*

**Pros:**

- Users benefit from Palantir Foundry's **seamless AI integration** , enhancing workflows within their tech stack and data ecosystem.
- Users appreciate the **integration of AI workflows** in Palantir Foundry, enhancing their tech stack and data ecosystem.
- Users value the **seamless AI integration** in Palantir Foundry, enhancing their tech stack and data ecosystem effectively.
- Users value the **integration of AI workflows** in Palantir Foundry, enhancing their tech stack and data ecosystem.
- Users value the **analysis efficiency** of Palantir Foundry, benefiting from streamlined data processes and insightful analytics.

**Cons:**

- Users find Palantir Foundry to be **expensive** , yet acknowledge the value received for the high cost.
- Users experience **limited customization** options in Palantir Foundry, making it less flexible than open-source alternatives.
- Users feel frustrated with the **limited customization options** in Palantir Foundry compared to other platforms.
- Users find the **limited customization options** of Palantir Foundry restrictive compared to other alternatives.

#### What Are Recent G2 Reviews of Palantir Foundry?

**"[Palantir Foundry: Seamlessly Integrating AI Workflows into Our Data Ecosystem](https://www.g2.com/survey_responses/palantir-foundry-review-12241359)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/palantir-foundry-review-12241359)

---

**"[Best Review](https://www.g2.com/survey_responses/palantir-foundry-review-8335061)"**

**Rating:** 5.0/5.0 stars
*— Muhammad V.*

[Read full review](https://www.g2.com/survey_responses/palantir-foundry-review-8335061)

---



### 13. [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?**

- **Governance:** 5.0/10 (Category avg: 8.9/10)
- **Data Integration:** 1.7/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.7/10)
- **Data Protection:** 6.7/10 (Category avg: 8.9/10)

**Who Is the Company Behind Secoda?**

- **Seller:** [Secoda](https://www.g2.com/sellers/secoda)
- **Year Founded:** 2021
- **HQ Location:** Toronto, CA
- **Twitter:** @SecodaHQ (923 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/secodahq/about (19 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 65% Mid-Market, 18% Small-Business


#### What Are Secoda's Pros and Cons?

**Pros:**

- Ease of Use (31 reviews)
- Features (25 reviews)
- Customer Support (21 reviews)
- Data Lineage (19 reviews)
- Integrations (16 reviews)

**Cons:**

- Bug Issues (11 reviews)
- Bugs (11 reviews)
- Technical Issues (9 reviews)
- Learning Curve (5 reviews)
- Missing Features (5 reviews)


### What Do G2 Reviewers Say About Secoda?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Secoda, finding it intuitive for both tech and non-tech individuals.
- Users value the **diverse and evolving features** of Secoda, which enhance data accessibility and usability across teams.
- Users commend the **responsive and friendly customer support** from Secoda, enhancing their overall experience with the product.
- Users find the **data lineage feature** invaluable for tracing dependencies and avoiding disruptions in reports.
- Users value the **wide range of integrations** offered by Secoda, appreciating the ease of setup and excellent support.

**Cons:**

- Users report encountering **minor bug issues** with Secoda, but appreciate the prompt response from the support team.
- Users report encountering **minor bugs** in Secoda, but appreciate the promptness of the support team in resolving them.
- Users experience **technical issues** with occasional bugs, but appreciate the quick response from Secoda's support team.
- Users find the **learning curve steep** with Secoda due to frequent updates and an overwhelming UI for newcomers.
- Users report **missing features** in Secoda, particularly in collaboration and team management, affecting usability and functionality.

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

**"[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)

---

**"[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)

---



### 14. [Stratio](https://www.g2.com/products/stratio/reviews)
Stratio is a market leader in the data management space with our end-to-end Generative AI Data Fabric product. It's the world-first and allows customers from banking, insurance, retail, manufacturing and other industries to use Generative AI in their company, with their data, with complete security. Our product uses Generative AI to give instant value from Enterprise Data directly to the business users who can automatically build self-service data products based on fully automated data access and data governance, security and quality, at an enterprise level and at scale. Learn more at www.stratio.com


**Average Rating:** 4.3/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Stratio?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.7/10)
- **Data Protection:** 9.2/10 (Category avg: 8.9/10)

**Who Is the Company Behind Stratio?**

- **Seller:** [Stratio](https://www.g2.com/sellers/stratio)
- **Year Founded:** 2014
- **HQ Location:** Pozuelo de Alarcón, Community of Madrid, Spain
- **LinkedIn® Page:** https://www.linkedin.com/company/stratiobd/ (273 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



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

**"[Accurately Analyze Data With Stratio](https://www.g2.com/survey_responses/stratio-review-8505773)"**

**Rating:** 4.5/5.0 stars
*— Rohit S.*

[Read full review](https://www.g2.com/survey_responses/stratio-review-8505773)

---

**"[AI insights for your Data](https://www.g2.com/survey_responses/stratio-review-8305551)"**

**Rating:** 4.0/5.0 stars
*— Priyanka B.*

[Read full review](https://www.g2.com/survey_responses/stratio-review-8305551)

---



### 15. [ThinkData Works](https://www.g2.com/products/thinkdata-works/reviews)
ThinkData Works offers a data catalog platform designed to improve the process of connecting, managing, and sharing data. Cut costs and improve productivity with unique features for virtualizing entire data warehouses, managing custom metadata and templates, and monitoring data health in real time. The result is a centralized view of refined data that can be better leveraged to drive business outcomes — with access and governance controls that support observability and compliance. - Build automated connections to data from any source - Manage, observe, and govern data on a platform as user-friendly as it is powerful - Easily and securely share data to any users, organizations, or applications https://www.thinkdataworks.com


**Average Rating:** 4.6/5.0
**Total Reviews:** 14
**How Do G2 Users Rate ThinkData Works?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.7/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind ThinkData Works?**

- **Seller:** [ThinkData Works](https://www.g2.com/sellers/thinkdata-works)
- **Year Founded:** 2014
- **HQ Location:** Toronto, CA
- **Twitter:** @thinkdataworks (1,211 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/9217518 (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 64% Mid-Market, 36% Small-Business



#### What Are Recent G2 Reviews of ThinkData Works?

**"[My View on ThinkData Works](https://www.g2.com/survey_responses/thinkdata-works-review-7747125)"**

**Rating:** 4.0/5.0 stars
*— sanfiya p.*

[Read full review](https://www.g2.com/survey_responses/thinkdata-works-review-7747125)

---

**"[A tool with amazing capabilities](https://www.g2.com/survey_responses/thinkdata-works-review-7844633)"**

**Rating:** 5.0/5.0 stars
*— Shreyansh J.*

[Read full review](https://www.g2.com/survey_responses/thinkdata-works-review-7844633)

---



### 16. [Trustgrid](https://www.g2.com/products/trustgrid/reviews)
The Trustgrid platform uniquely addresses the needs of SaaS application providers who rely on remote systems. By combining an SD-WAN 2.0, edge computing, and zero trust remote access into a single platform Trustgrid allows software providers to manage and support distributed application environments from the cloud to the edge. With the Trustgrid platform you can: • Build cloud to on-premise networks at scale • Manage and support 100s of networks from a single pane of glass • Control on-premise apps and appliances as if they were in the cloud • Provide your support teams secure access to edge application environments


**Average Rating:** 4.8/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Trustgrid?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Trustgrid?**

- **Seller:** [Trustgrid](https://www.g2.com/sellers/trustgrid)
- **Year Founded:** 2016
- **HQ Location:** Austin, US
- **LinkedIn® Page:** https://www.linkedin.com/company/trustgrid (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 33% Enterprise, 33% Mid-Market



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

**"[Manage Applications And Networks Securely With Trustgrid](https://www.g2.com/survey_responses/trustgrid-review-8520169)"**

**Rating:** 4.5/5.0 stars
*— Rahul A.*

[Read full review](https://www.g2.com/survey_responses/trustgrid-review-8520169)

---

**"[Teustgrid review](https://www.g2.com/survey_responses/trustgrid-review-8912579)"**

**Rating:** 5.0/5.0 stars
*— Rajiv D.*

[Read full review](https://www.g2.com/survey_responses/trustgrid-review-8912579)

---



### 17. [Vexata Active Data Fabric](https://www.g2.com/products/vexata-active-data-fabric/reviews)
Vexata Active Data Fabric is a new transformative new data infrastructure that lets you simply and cost-effectively maximize the performance and scale of your enterprise applications.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Vexata Active Data Fabric?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Vexata Active Data Fabric?**

- **Seller:** [Vexata](https://www.g2.com/sellers/vexata)
- **HQ Location:** San Jose, US
- **LinkedIn® Page:** https://www.linkedin.com/company/16227877 (9 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Vexata Active Data Fabric?

**"[Analyze And Get To Know Everything About Your Data With Vexata Active Data Fabric](https://www.g2.com/survey_responses/vexata-active-data-fabric-review-8576073)"**

**Rating:** 4.5/5.0 stars
*— Mehak C.*

[Read full review](https://www.g2.com/survey_responses/vexata-active-data-fabric-review-8576073)

---

**"[Organize And Analyze Data To Make Handy Visualization](https://www.g2.com/survey_responses/vexata-active-data-fabric-review-9088502)"**

**Rating:** 4.5/5.0 stars
*— Anjali P.*

[Read full review](https://www.g2.com/survey_responses/vexata-active-data-fabric-review-9088502)

---



### 18. [Zetaris Platform](https://www.g2.com/products/zetaris-platform/reviews)
Zetaris is the world's only true data fabric technology built with logical data warehousing, virtual data lakes, IoT and edge computing in mind. Our platform is specifically developed to enable organizations to connect to every possible data point that helps define an organization's decision


**Average Rating:** 4.3/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Zetaris Platform?**

- **Governance:** 9.2/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.7/10)
- **Data Protection:** 9.2/10 (Category avg: 8.9/10)

**Who Is the Company Behind Zetaris Platform?**

- **Seller:** [Zetaris](https://www.g2.com/sellers/zetaris)
- **HQ Location:** Melbourne, AU
- **LinkedIn® Page:** https://www.linkedin.com/company/zetaris/ (35 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Zetaris Platform?

**"[Best analytic platform to access all your data](https://www.g2.com/survey_responses/zetaris-platform-review-8306766)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/zetaris-platform-review-8306766)

---

**"[Get In-Depth Of Your Data With Zetaris Platform](https://www.g2.com/survey_responses/zetaris-platform-review-8557961)"**

**Rating:** 4.5/5.0 stars
*— Mehak C.*

[Read full review](https://www.g2.com/survey_responses/zetaris-platform-review-8557961)

---



### 19. [Canner Enterprise Cloud](https://www.g2.com/products/canner-inc-canner-enterprise-cloud/reviews)
Canner Enterprise Cloud is a comprehensive cloud-based data access platform that provides secure, efficient, and intelligent access to data. Our cloud-based solution includes Data Virtualization, which eliminates the need for traditional data integration methods and enables real-time data access for informed decision-making. With Canner Enterprise Cloud, business users can easily access and explore data from their cloud applications, eliminating data silos and manual queries. Our platform also offers advanced access control features that allow users to easily define and manage user permissions based on their unique business context and persona, ensuring that only authorized users have access to sensitive data. Additionally, Canner Enterprise Cloud is flexible in deployment and can be deployed on AWS Cloud within a customer's cloud account, making it an ideal choice for data-sensitive enterprises. With extensive connectors and flexible licensing, our cloud-based solution is suited for medium to large enterprises, providing them with a faster, more secure, and cost-effective data access solution. By purchasing Canner's cloud version, businesses can enjoy the benefits of a flexible, scalable, and secure data access platform that is easily accessible from anywhere. The cloud version comes with an exclusive free trial, giving businesses the opportunity to try out the platform before committing. The self-serve software also allows businesses to take control of their data, creating a more efficient and streamlined data management process. With Canner's cloud version, businesses can take advantage of powerful features such as data virtualization, automated data management, data governance, and privacy protection, leading to greater efficiency and flexibility in their business processes.


**Average Rating:** 3.6/5.0
**Total Reviews:** 5
**How Do G2 Users Rate Canner Enterprise Cloud?**

- **Ease of Use:** 9.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Canner Enterprise Cloud?**

- **Seller:** [Canner, Inc.](https://www.g2.com/sellers/canner-inc)
- **Year Founded:** 2024
- **HQ Location:** Palo Alto, US
- **Twitter:** @cannerdata (17 Twitter followers)
- **LinkedIn® Page:** https://linkedin.com/company/cannertw (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Mid-Market, 20% Small-Business



#### What Are Recent G2 Reviews of Canner Enterprise Cloud?

**"[Review from Eslite company](https://www.g2.com/survey_responses/canner-enterprise-cloud-review-8083175)"**

**Rating:** 5.0/5.0 stars
*— Chou S.*

[Read full review](https://www.g2.com/survey_responses/canner-enterprise-cloud-review-8083175)

---

**"[Our team collaborated with Canner to integrate their technology platform](https://www.g2.com/survey_responses/canner-enterprise-cloud-review-8083412)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer & Network Security*

[Read full review](https://www.g2.com/survey_responses/canner-enterprise-cloud-review-8083412)

---



### 20. [Datafi](https://www.g2.com/products/datafi/reviews)
Datafi unlocks enterprise data with AI — changing how everyone can find and use the business information they need, regardless of where or how it is stored across the enterprise data ecosystem. Our AI-powered platform connects data from all sources, while our AI-powered Agent transforms plain language questions into requests that find the information needed, while enforcing granular security and data quality controls. We empower everyone, from entry-level to executive-level, with their own personalized AI Agent. Our AI Agent is context aware, intent aware, and user aware, becoming smarter with each use while eliminating unwanted hallucinations. Join Datafi customers, partners and solution providers already powering their business with AI. Learn more at datafi.co


**Average Rating:** 4.9/5.0
**Total Reviews:** 4
**How Do G2 Users Rate Datafi?**

- **Governance:** 8.3/10 (Category avg: 8.9/10)
- **Data Integration:** 6.7/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.7/10)
- **Data Protection:** 8.3/10 (Category avg: 8.9/10)

**Who Is the Company Behind Datafi?**

- **Seller:** [Datafi](https://www.g2.com/sellers/datafi)
- **Year Founded:** 2020
- **HQ Location:** Seattle, US
- **Twitter:** @DatafiLabs (29 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/datafi-co/ (22 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 25% Mid-Market



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

**"[DataFi and the Seattle Mariners](https://www.g2.com/survey_responses/datafi-review-8256494)"**

**Rating:** 4.5/5.0 stars
*— Jeff L.*

[Read full review](https://www.g2.com/survey_responses/datafi-review-8256494)

---

**"[Teamwork and collaboration to produce an amazing product.](https://www.g2.com/survey_responses/datafi-review-8210412)"**

**Rating:** 5.0/5.0 stars
*— Scott T.*

[Read full review](https://www.g2.com/survey_responses/datafi-review-8210412)

---



### 21. [DDN Infinia](https://www.g2.com/products/ddn-infinia/reviews)
DDN Infinia is a next-generation AI data intelligence platform that accelerates and unifies data pipelines across core, cloud, and edge environments. Purpose-built for modern AI workloads, Infinia delivers real-time data services, intelligent automation, and seamless data unification, maximizing efficiency and accelerating insights. With multi-tenancy at its core, Infinia ensures secure isolation and consistent performance for large-scale GPU clusters. Fully cloud-native, hardware-agnostic, and scalable, Infinia empowers enterprises to unlock the full potential of their AI infrastructure.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1
**How Do G2 Users Rate DDN Infinia?**

- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind DDN Infinia?**

- **Seller:** [DataDirect Networks (DDN)](https://www.g2.com/sellers/datadirect-networks-ddn)
- **Year Founded:** 1998
- **HQ Location:** Los Angeles, California, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/ddn/ (1,221 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of DDN Infinia?

**"[It fits perfectly to the needs of each company.](https://www.g2.com/survey_responses/ddn-infinia-review-2283839)"**

**Rating:** 4.5/5.0 stars
*— Dolores S.*

[Read full review](https://www.g2.com/survey_responses/ddn-infinia-review-2283839)

---


#### What Are G2 Users Discussing About DDN Infinia?

- [What is DDN WOS used for?](https://www.g2.com/discussions/what-is-ddn-wos-used-for)

### 22. [InfiniBox](https://www.g2.com/products/infinibox/reviews)
InfiniBox, high performance enterprise storage, eliminates performance, availability and scalability issues to accelerate critical business applications.


**Average Rating:** 4.3/5.0
**Total Reviews:** 4
**How Do G2 Users Rate InfiniBox?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind InfiniBox?**

- **Seller:** [Infinidat](https://www.g2.com/sellers/infinidat)
- **Year Founded:** 2011
- **HQ Location:** Waltham, US
- **Twitter:** @INFINIDAT (2,300 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/infinidat (512 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 125% Mid-Market



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

**"[Smart Way To Store Data With Infinidat Elastic Data Fabric](https://www.g2.com/survey_responses/infinibox-review-8580644)"**

**Rating:** 4.5/5.0 stars
*— Mehak C.*

[Read full review](https://www.g2.com/survey_responses/infinibox-review-8580644)

---

**"[Efficient and High-performance enterprise storage system](https://www.g2.com/survey_responses/infinibox-review-9506666)"**

**Rating:** 4.0/5.0 stars
*— Divyanshu  A.*

[Read full review](https://www.g2.com/survey_responses/infinibox-review-9506666)

---


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

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

### 23. [InterSystems IRIS](https://www.g2.com/products/intersystems-iris/reviews)
InterSystems IRIS is a complete cloud-first data platform that includes a multi-model transactional data management engine, an application development platform, and interoperability engine, and an open analytics platform. It is the next generation of our proven data management software.It includes the capabilities of InterSystems Cache and Ensemble, plus a wealth of exciting new capabilities to make it easy to build and deploy cloud based, analytics-intensive enterprise applications with even greater performance and scalability. InterSystems IRIS provides a set of APIs to operate with transactional persistent data simultaneously: key-value, relational, object, document, multidimensional. Data can be managed by SQL, Java, node.js, .NET, C++, Python, and native server-side ObjectScript language. InterSystems IRIS includes an Interoperability engine and modules to build AI solutions. InterSystems IRIS provides features for horizontal scalability (sharding, ECP) and provides High Availability features, Business intelligence, transaction support, and backup.


**Average Rating:** 4.6/5.0
**Total Reviews:** 59
**How Do G2 Users Rate InterSystems IRIS?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.0/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind InterSystems IRIS?**

- **Seller:** [InterSystems](https://www.g2.com/sellers/intersystems)
- **Year Founded:** 1978
- **HQ Location:** Cambridge, MA
- **Twitter:** @InterSystems (61,310 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/6959 (2,115 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software, Hospital & Health Care
- **Company Size:** 50% Small-Business, 28% Mid-Market


#### What Are InterSystems IRIS's Pros and Cons?

**Pros:**

- Features (9 reviews)
- Ease of Use (8 reviews)
- Performance (8 reviews)
- Customer Support (6 reviews)
- Easy Integrations (6 reviews)

**Cons:**

- Difficult Learning (6 reviews)
- Expensive (5 reviews)
- Insufficient Documentation (5 reviews)
- Learning Curve (5 reviews)
- Poor Documentation (5 reviews)


### What Do G2 Reviewers Say About InterSystems IRIS?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **powerful features and flexibility** of InterSystems IRIS, enabling seamless data management and insightful analytics.
- Users value the **ease of use** of InterSystems IRIS, noting its simple interface and administrative friendliness.
- Users praise the **excellent performance and resource efficiency** of InterSystems IRIS, making data handling seamless and reliable.
- Users appreciate the **excellent customer support** offered by InterSystems IRIS, often receiving prompt assistance.
- Users value the **easy integrations** of InterSystems IRIS, making data connectivity straightforward and hassle-free.

**Cons:**

- Users find the **difficult learning curve** of InterSystems IRIS challenging, particularly for newcomers to the platform.
- Users highlight the **high costs** associated with InterSystems IRIS, making it challenging for smaller projects or startups.
- Users find the **insufficient documentation for advanced scenarios** can hinder their learning experience and progress.
- Users find the **learning curve steep** , particularly for advanced features and cloud configurations, complicating the initial experience.
- Users struggle with **poor documentation** , finding it challenging to locate specific examples for advanced features and scenarios.

#### What Are Recent G2 Reviews of InterSystems IRIS?

**"[Unified Programming and Complete Documentation Facilitate Use](https://www.g2.com/survey_responses/intersystems-iris-review-12189169)"**

**Rating:** 4.0/5.0 stars
*— Daniel s.*

[Read full review](https://www.g2.com/survey_responses/intersystems-iris-review-12189169)

---

**"[Powerful Out-of-the-Box Components and Effortless Customization](https://www.g2.com/survey_responses/intersystems-iris-review-12112009)"**

**Rating:** 5.0/5.0 stars
*— George G.*

[Read full review](https://www.g2.com/survey_responses/intersystems-iris-review-12112009)

---


#### What Are G2 Users Discussing About InterSystems IRIS?

- [What is InterSystems IRIS used for?](https://www.g2.com/discussions/what-is-intersystems-iris-used-for) - 1 comment
- [Who owns InterSystems?](https://www.g2.com/discussions/who-owns-intersystems)
- [What is InterSystems Ensemble?](https://www.g2.com/discussions/intersystems-iris-what-is-intersystems-ensemble)
- [What is Iris platform?](https://www.g2.com/discussions/what-is-iris-platform)
- [What is InterSystems Iris?](https://www.g2.com/discussions/what-is-intersystems-iris)

### 24. [NETGENIQ Electronic Security](https://www.g2.com/products/netgeniq-electronic-security/reviews)
NETGENIQ Electronic Security provides critical operational insights across complete security systems - physical, electronic and human and to an individual component level.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1
**How Do G2 Users Rate NETGENIQ Electronic Security?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind NETGENIQ Electronic Security?**

- **Seller:** [NETGENIQ](https://www.g2.com/sellers/netgeniq)
- **HQ Location:** Sydney, AU
- **LinkedIn® Page:** https://www.linkedin.com/company/6454393 (2 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of NETGENIQ Electronic Security?

**"[Get In-depth Of Your Operation And Secured Them With NETGENIQ Electronic Security](https://www.g2.com/survey_responses/netgeniq-electronic-security-review-8612706)"**

**Rating:** 4.5/5.0 stars
*— Amruta k.*

[Read full review](https://www.g2.com/survey_responses/netgeniq-electronic-security-review-8612706)

---



### 25. [Palantir HyperAuto](https://www.g2.com/products/palantir-hyperauto/reviews)
HyperAuto is an out-of-the-box tool that automatically transforms ERP and CRM data into clean, intelligible tables and a human-centric semantic layer. Utilizing metadata, the data pipelines are generated dynamically, without the need to write any code, and can keep pace with changes in the structure of the source systems. The cleaned data can then be exported incrementally to an existing data lake / warehouse. With a common language amongst the data, a customer can use a tool to analyze the data and make key business decisions. Unlike a common ETL tool, HyperAuto also has first-class functionality for writing back to ERP and CRM systems, that makes the underlying data sets more valuable over time, saving time, resource allocation, and effort, while providing you the most accurate, and real-time data for decision making. This is coupled with Palantir's best-in-class data security and governance.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1
**How Do G2 Users Rate Palantir HyperAuto?**

- **Governance:** 10.0/10 (Category avg: 8.9/10)
- **Data Integration:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **Data Protection:** 10.0/10 (Category avg: 8.9/10)

**Who Is the Company Behind Palantir HyperAuto?**

- **Seller:** [Palantir](https://www.g2.com/sellers/palantir)
- **HQ Location:** Denver, US
- **Twitter:** @PalantirTech (425,595 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/palantir-technologies/ (5,858 employees on LinkedIn®)
- **Ownership:** PLTR (NYSE)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Palantir HyperAuto?

**"[Manage Every Data Work Efficiently With Palantir HyperAuto](https://www.g2.com/survey_responses/palantir-hyperauto-review-8603510)"**

**Rating:** 4.5/5.0 stars
*— Amruta k.*

[Read full review](https://www.g2.com/survey_responses/palantir-hyperauto-review-8603510)

---




## What Is Data Fabric Software?

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

## What Software Categories Are Similar to Data Fabric Software?

- [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)
- [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog)
- [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


---

## How Do You Choose the Right Data Fabric Software?

### What You Should Know About Data Fabric Software

### What is Data Fabric Software?

Data fabric software is an architecture that connects sources, types, and the location of data and provides end-to-end data integration. It is a unified environment for data services and technologies, helping with data management. Using this platform, organizations can collect enterprise data from disparate sources and provide it to various teams within the company without external help. The data is pulled by APIs from data warehouses, data lakes, databases, and apps. Data fabric software can be enhanced by incorporating artificial intelligence (AI) or machine learning (ML). AI-powered versions of these tools provide personalized recommendations to select datasets which can boost the speed of data science projects. 

Data assets are usually generated in silos, while data preparation cycles in the data pipeline are long and take up a lot of time, affecting an organization’s data optimization. Data fabric systems help standardize data management practices across cloud, on-premises, and edge services. These tools usually include various data management technologies like [data catalog](https://www.g2.com/categories/machine-learning-data-catalog), [governance](https://www.g2.com/categories/data-governance), virtualization, integration, pipeline, and orchestration. Data fabric software helps users access data using unique workflows while also democratizing data, allowing data citizens to access information across the organization. Using this tool gives companies a holistic view of the business process.

### What are the Common Features of Data Fabric Software?

The following are some core features of data fabric software that can help users in various ways:

**Unified data environment:** Data fabric software creates an architecture that integrates various data management processes like data collaboration, data discovery, data analytics, data visualization, data access, and data control on a single platform. This eliminates the need for multiple data integration products.

**Data collaboration and sharing:** Data fabric software allows data connectivity into a single unified view, helping data to be accessed by or shared with internal and external applications.

**Governance and compliance:** Data owners remain in full control of who can visit, edit, download, or query their datasets. Data fabric software enables compliance, preserves integrity, and controls access. These tools also incorporate data quality in each step of data management.

**Environment agnostic:** Data fabric software allows data management across multiple environments such as on-premises, in the cloud, hybrid, and multi cloud.

**Metadata management:** Data fabric has data lineage capabilities and currency of data, which means it contains data migration and transformation history. The currency of data defines the state of the data—active or archived.

**Data analytics and visualization:** These tools use continuous analytics over the existing metadata assets for better business insights.

### What are the Benefits of Data Fabric Software?

While there are many data management technologies like master data management, data hubs, and data lakes, data fabric differs from them in various ways. 

**Enhanced data management:** Data fabric software helps retrieve, validate, and enrich data automatically. It helps in enterprise data integration and management. It also helps to provide a single unified view of the data, which allows end users to identify and track data easily and use it efficiently. Automation and integration help in dynamic data orchestration across a distributed ecosystem.

**Easy to use:** Technical and non-technical users can use data fabric platforms. The architecture makes it possible to create various user interfaces. Business users can create sleek dashboards and use it for various other functions, while data scientists can also use it for deep data exploration.

**Compatible with hybrid hosting environments:** Data fabrics are environment agnostic. It can help in bi-directional integration with almost all the components to create a fabric-like structure and eliminate the need for coding. Data fabric software supports on-premises, hybrid cloud, and multi-cloud environments.

**High scalability:** Data fabric systems can manage data at an enterprise scale. It helps to ingest data automatically, which would typically remain unutilized. They are scalable with minimum interference and no investment requirement into expensive hardware or trained staff. The data architecture helps reduce big data complexity and ultimately drives strategic business outcomes.

**Fast insights:** Automation of data engineering tasks and integration augmentation helps deliver real-time insights faster. Also, continuous data analytics used by data fabric also helps provide value through rapid access. Data fabric software combines data warehouses and data lakes and integrated data from multiple apps, providing services that help organizations monitor and control their data.

**Seamless integration:** Data fabric software solves the common challenge of big data in organizations. This tool removes data silos through a holistic approach and helps in the seamless integration of data across various functions. Many workloads are moving to the cloud, and it requires data. Data fabric software streamlines this movement from the cloud to the data center or between hybrid clouds. 

### Who Uses Data Fabric Software?

Data fabric platforms have various stakeholders within an organization. 

**Data scientists:** Data scientists use data fabric software to explore deep and hidden enterprise data to share with other departments for actionable insights.

**Business users:** The organization's business users, like marketers, can use these tools to make critical business decisions. Smart data fabric solutions are the emerging data architecture helping organizations fast-track their enterprise data initiatives. 

#### Software Related to Data Fabric Software

Following are some tools that can be used with data fabric software:

[Machine learning data catalog software](https://www.g2.com/categories/machine-learning-data-catalog) **:** Machine learning data catalogs allow organizations to categorize, access, interpret, and collaborate data across multiple data sources and maintain a high level of governance and access management. Data fabric helps identify, collect, and analyze data sources and metadata. 

[Data quality software](https://www.g2.com/categories/data-quality) **:** Data quality software uses a set of technologies to identify, understand, prevent, and correct issues with the data used for decision making. Data quality tools carry out critical functions like data profiling, parsing, standardization, cleansing, built-in workflow, and knowledge bases. 

[Data governance software](https://www.g2.com/categories/data-governance) **:** Data governance software is used to enforce data-related policies. These products help establish guidelines, processes, and accountability measures to ensure data quality standards are met. Data governance tools enable organizations to develop a framework to know what data they own and how to use it optimally. 

[Data preparation software](https://www.g2.com/categories/data-preparation) **:** Data preparation and delivery are important steps in data transformation and integration during the data pipeline lifecycle. Data preparation begins with loading data into a data platform from a data lake. Then data processing begins using extract, transform, load or extract, load, transform (ETL or ELT) tools. The result is prepared data.

### Challenges with Data Fabric Software

Although data fabric systems aim at data management, there are some challenges when implementing its services. Below are a few challenges faced by organizations commonly:

**Deployment and configuration of services:** Services may have to be deployed on multiple servers to optimize performance. This may require configuring services in specific ways for them to work together. 

**Creating a data model and managing data:** A data model determines how data will be structured and organized. Thus it becomes necessary to build a data model that fulfills the organization's needs and can be managed easily. Data fabric unifies data across various data types and points using a semantic knowledge graph. One of the challenges is managing and saving data. Data is available in different formats; hence, the software must be able to handle and manage all kinds of data. Building an architecture that supports different environments is a challenge.

**Integration with external systems:** Data fabric makes it possible to integrate with multiple systems. For integration with external systems, middleware software is usually created to mediate between these external systems and data fabric tools, managing their communication. The challenge here is that two communicating systems may have different architectures; thus, it is challenging to produce a single middleware.

**Data security:** Data protection is paramount to any organization. One of the challenges, when data is being transferred from one point to another using data fabric tools, is that the data is vulnerable to attacks. However, this can be avoided by introducing firewalls to ensure safety. It is also essential to go beyond data masking and encryption to ensure total data protection.

### How to Buy Data Fabric Software?

#### Requirements Gathering (RFI/RFP) for Data Fabric Software

Data fabric software solves several data management concerns or challenges in an organization. Before purchasing data fabric software, it is important to understand the existing requirements of the organization. If an organization needs only deduplication and data validation, a data quality tool may help. Many organizations also choose data processing solutions such as ETL tools to process and integrate their data. Depending on where in the organization there is a need for data management, data fabric solutions can be chosen.

#### Compare Data Fabric Software Products

**Create a long list**

A list of data fabric software vendors can help understand their offerings. The team in the organization can then evaluate the vendors that would fulfill the organization’s needs. 

**Create a short list**

After evaluating various data fabric solutions, the organization's decision makers can shortlist a few depending on which vendors fit the bill.

**Conduct demos**

After shortlisting vendors, companies should look for a demo. The demo gives a better understanding of the technical functionality of the software. Nowadays, data fabric tools come with artificial intelligence features. AI-based recommendations help faster data recovery. These could be some important features that the teams need to know. IT professionals, data scientists, as well as data management and business teams can attend the demo to evaluate the product from various perspectives. 

#### Selection of Data Fabric Software

**Choose a selection team**

A selection team is a mix of technical users and business users like data scientists, data management teams, and marketing teams. Along with that, the team should have a key decision maker.

**Negotiation**

Once a vendor is selected for their software, it is advisable to understand their pricing and negotiate if necessary. The negotiation part entirely depends on the organization’s budget and the difference between the product pricing and the budget. 

**Final decision**

After both parties arrive at a mutually agreeable term, it is time to decide whether to buy the software.