# Databricks Lakeflow Jobs: 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/it/vendors/databricks-lakeflow-jobs

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 32 | 0% | 2 |

## 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 | 1 | 0 | 1 |
| 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 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Databricks Lakeflow Jobs, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- datalakehousehub.com: 2
- getorchestra.io: 2
- ajelix.com: 1
- b2bsaastools.com: 1
- clickup.com: 1
- daily.dev: 1
- datachannel.co: 1
- dataworkers.io: 1
- github.com: 1
- kestra.io: 1

### Pages cited

- https://datalakehousehub.com/blog/orchestration-in-2026: 2
- https://ajelix.com/ai/workflow-orchestration-tools: 1
- https://b2bsaastools.com/blog/best-b2b-saas-data-integration-tools: 1
- https://clickup.com/blog/ai-orchestration-tools: 1
- https://daily.dev/blog/orchestration-tools-for-developers: 1
- https://datachannel.co/blogs/top-7-data-orchestration-tools-2024: 1
- https://dataworkers.io/resources/data-orchestration-tools-2026: 1
- https://getorchestra.io/blog/data-pipeline-tools: 1

## In its own words

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

- Positioning: orchestrates the tasks and dependencies between them (https://developers.databricks.com/perspectives/lakeflow-connects-ingestion-transformation-and-orchestration-for-enterprise-pipelines)
- For: enterprise pipelines (https://developers.databricks.com/perspectives/lakeflow-connects-ingestion-transformation-and-orchestration-for-enterprise-pipelines)
- Price stated: Pay as you go with a 14-day free trial or contact us for committed-use discounts or custom requirements (https://www.databricks.com/product/pricing/lakeflow-jobs)
- Free plan or trial: 14-day free trial (https://www.databricks.com/product/pricing/lakeflow-jobs)
- Customers named: Cox Automotive

## 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.
