# Oracle Data Virtualization: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 4 judge labels across 1 categories by 3 of 14 models. Page: https://it-ai-index.com/vendors/oracle-data-virtualization/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 64 | 25% | 4 |

## What the models said for it

- "Structured data excellence, high-performance querying, tight integration with Oracle DB/ERP." (Grok 4.1 Fast, Data virtualization)

## And against it

- "IBM/Oracle | Typically overkill and overpriced for mid-market needs" (Kimi K2, Data virtualization)

## In its own words

What Oracle Data Virtualization's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Oracle Virtualization provides a high performance, cost effective, open source alternative to proprietary server virtualization solutions. (https://www.oracle.com/asean/virtualization)
- For: enterprise-grade server virtualization (https://www.oracle.com/asean/virtualization)
- Price stated: no license cost (https://www.oracle.com/asean/virtualization)
- Hosting: on-premises, multicloud environments, the edge of the network, OCI, other major clouds
- Customers named: Oracle Cloud Infrastructure (OCI), Oracle’s business, Veeam Software, Oracle Red Bull Racing

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.