# Oracle Exadata: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/oracle-exadata

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 109 | 100% | 2 |

## And against it

- "Avoid: Legacy/On-Premise Solutions - IBM Netezza, Oracle Exadata, Teradata" (Mistral Small, Warehouse & ETL)
- "Avoid entirely for new marketing stacks." (DeepSeek V4 Flash, Warehouse & ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Oracle Exadata, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- supermetrics.com: 3
- datachannel.co: 2
- funnel.io: 2
- g2.com: 2
- hightouch.com: 2
- improvado.io: 2
- portermetrics.com: 2
- skyvia.com: 2
- aegissofttech.com: 1
- altexsoft.com: 1

### Pages cited

- https://improvado.io/blog/best-reverse-etl-tools: 2
- https://skyvia.com/blog/best-reverse-etl-tools-for-customer-analytics: 2
- https://supermetrics.com/blog/centralize-marketing-data: 2
- https://supermetrics.com/blog/marketing-data-warehousing: 2
- https://aegissofttech.com/insights/data-warehouse-technologies: 1
- https://altexsoft.com/blog/snowflake-redshift-bigquery-data-warehouse-tools: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-cyc333liddt5u: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-cyc333liddt5u/review/9c26a42c-1ded-3447-a85b-f9856f504eb7: 1

## The company

Oracle Corporation; https://www.oracle.com/; Bengaluru, India; founded 1977; about 162,000 employees (2025); public, ORCL on Nasdaq. From Wikidata, fetched 2026-09-14.

## In its own words

What Oracle Exadata's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: An enterprise database platform that runs Oracle AI Database workloads of any scale and criticality with high performance, availability, and security. (https://www.oracle.com/engineered-systems/exadata)
- For: organizations (https://www.oracle.com/engineered-systems/exadata)
- Price stated: Flexible subscription pricing with online consumption scaling (https://www.oracle.com/engineered-systems/exadata)
- Free plan or trial: Try Oracle Cloud Free Tier (https://www.oracle.com/engineered-systems/exadata)
- Hosting: on-premises, Oracle Cloud Infrastructure (OCI), multicloud environments with AWS, Microsoft Azure, and Google Cloud, Cloud@Customer deployments, OCI, AWS, Microsoft Azure, or Google Cloud, customers’ data centers, Microsoft Azure data centers, AWS regions
- Customers named: Conduent, Banco da Amazônia, NHS Shared Business Services, Cerved, TIM Brasil

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.