ETL and ELT · Named, not rankedDatabricks Lakeflow
Databricks Lakeflow is a data engineering product from Databricks for ETL and ELT · databricks.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Databricks Lakeflow has 9.
Why models recommend it
“For enterprises: Informatica or Databricks for robustness and compliance.”Grok 4.20 · Comparative question · alternative
“Cloud-native solutions like Snowflake, BigQuery, or Databricks”MiniMax M2.5 · Negative question · alternative
“A strong option for teams already standardized on Databricks”Llama 4 Maverick · Paraphrase question · alternative
What gives them pause
“Can get very expensive at scale (compute costs), complex for beginners”Grok 4.20 · Negative question · warning
Also on the shortlist
The products named in the same answers as Databricks Lakeflow, over the 23 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 22 | 9 | View → | |
| 19 | 5 | View → | |
| 14 | 1 | View → | |
| 13 | 0 | View → | |
| 11 | 1 | View → | |
| 11 | 0 | View → | |
| 11 | 0 | View → | |
| 9 | 0 | View → | |
| 8 | 0 | View → | |
| 6 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Databricks Lakeflow's own site, not checked by Gane.
- For
- customers who want additional control and configuration for their workloads; all workloads needing a fully managed platform requiring minimal additional configuration
- Price stated
- Pay as you go with a 14-day free trial or contact us for committed-use discounts or custom requirements.
- Starting price
- $0.20/DBU
- Free plan or trial
- 14-day free trial
- Hosting
- AWS, Azure, Google Cloud
- Also from Databricks
- Databricks Lakeflow Jobs, Databricks Lakehouse Federation, Databricks Mosaic AI, Databricks SQL, Databricks SQL / Lakehouse, Databricks Unity AI Gateway and 1 more
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 20 of the 23 answers that named Databricks Lakeflow and are not a share of its labels.
Domains cited
Seventy-eight of the seventy-eight domain citations in answers naming Databricks Lakeflow came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| 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 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |