# Apache HBase: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/apache-hbase

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [NoSQL databases](https://www.gane.ai/index/it/it-data/nosql-databases/index.md) | 0% | 74 | 42% | 19 |

## What the models said for it

- "Cassandra/HBase dominate wide-column scale-out" (Muse Glimmer 30B, NoSQL)

## And against it

- "A significant percentage of AI models recommend migrating away from HBase, suggesting it is outdated or less suitable" (Mistral Small, NoSQL)
- "Why cautious/avoid? Strong for Big Data ingestion but poor at querying, consistency, and transactions." (Grok 4.20, NoSQL)
- "HBase requires managing a complex Hadoop ecosystem... managing HBase overhead for key-value or wide-column workloads is rarely worth it today" (Gemini 3.5 Flash, NoSQL)
- "open-source alternatives like Cassandra and HBase, which have free versions but may require more technical expertise to set up and maintain" (Mistral Small, NoSQL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 2 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Apache HBase, from 32 of the 41 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 16
- aerospike.com: 12
- gane.ai/index: 12
- mongodb.com: 12
- aws.amazon.com: 11
- couchbase.com: 10
- g2.com: 7
- linkedin.com: 7
- thenewstack.io: 7
- acloudfan.com: 6

### Pages cited

- https://github.com/quanpan302/KB-engineering-handbook/blob/main/content/hld/part-2-building-blocks/05-nosql-databases.md: 12
- https://aws.amazon.com/smart-business/resources-for-smb/sql-vs-nosql: 7
- https://www.gane.ai/index/it/it-data/nosql-databases/smb: 7
- https://acloudfan.com/2023/03/11/nosql-databases-are-for-large-companies-only: 6
- https://aerospike.com/blog/ten-best-nosql-cloud-databases: 6
- https://aerospike.com/blog/the-best-distributed-nosql-database: 6
- https://cheatsheetseries.owasp.org/cheatsheets/NoSQL_Security_Cheat_Sheet.html: 6
- https://instaclustr.com/education/nosql-database/nosql-databases-types-use-cases-and-8-databases-to-try: 6

## In its own words

What Apache HBase's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.


## What it publishes

Every page apache.org exposes, read 2026-09-29: 2858 addresses. By kind, pages and the last 90 days:

- blog: 228 pages, 1 in the last 90 days, latest 2026-07-01
- case study: 2 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 10 pages, 0 in the last 90 days, latest 2026-06-09
- report or ebook: 14 pages, 0 in the last 90 days, latest undated
- template or tool: 38 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 9 pages, 0 in the last 90 days, latest undated
- news or press: 1081 pages, 12 in the last 90 days, latest 2026-09-03
- Recent: 2026-09-03 news or press: Security scanning at foundation scale https://news.apache.org/foundation/entry/security-scanning-at-foundation-scale
- Recent: 2026-09-02 news or press: Asf plus one newsletter august 2026 https://news.apache.org/foundation/entry/asf-plus-one-newsletter-august-2026
- Recent: 2026-09-01 news or press: The apache software foundation advances open source infrastructure and celebrates community growth in fy26 https://news.apache.org/foundation/entry/the-apache-software-foundation-advances-open-source-infrastructure-and-celebrates-community-growth-in-fy26
- Recent: 2026-09-01 news or press: The apache software foundation announces keynote speakers for community over code glasgow 2026 https://news.apache.org/foundation/entry/the-apache-software-foundation-announces-keynote-speakers-for-community-over-code-glasgow-2026
- Recent: 2026-08-27 news or press: The apache software foundation announces new top level projects 6 https://news.apache.org/foundation/entry/the-apache-software-foundation-announces-new-top-level-projects-6
- Recent: 2026-08-18 news or press: Apache geode 2 0 part iii lessons learned and the path forward https://news.apache.org/foundation/entry/apache-geode-2-0-part-iii-lessons-learned-and-the-path-forward

## Record

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