# Self‑hosted Kafka: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/self-hosted-kafka

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Streaming platforms](https://www.gane.ai/index/it/it-data/streaming-platforms/index.md) | 0% | 88 | 100% | 1 |

## And against it

- "Be cautious with raw Kafka or Pulsar unless you have dedicated operations expertise" (GLM 4.7 FlashX, Streaming)

## 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 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| 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 Self‑hosted Kafka, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- acemq.com: 1
- apps.apple.com: 1
- arxiv.org: 1
- confluent.io: 1
- dacast.com: 1
- dataexpert.io: 1
- dzone.com: 1
- event-driven.io: 1
- g2.com: 1
- github.com: 1

### Pages cited

- https://acemq.com/blogs/kafka-event-driven-architecture: 1
- https://apps.apple.com/in/app/zee-5/id743691886: 1
- https://apps.apple.com/us/app/ballertv/id952919528: 1
- https://arxiv.org/html/2312.14647v1: 1
- https://confluent.io/blog/shift-left-bad-data-in-event-streams-part-1: 1
- https://dacast.com/blog/7-pitfalls-to-avoid-while-live-streaming-events: 1
- https://dataexpert.io/blog/handling-schema-drift-event-streams: 1
- https://dzone.com/articles/bad-data-stream-processing: 1

## 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.