Zero of fourteen models named Talend first on the direct prompt; zero named dbt. Talend was named by thirteen of the fourteen models and dbt by twelve and Talend carries 36 labels and dbt 35, so the shares are not directly comparable.
Named in five categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ETL and ELT page.
Across every category in the October 2026 Edition, Talend and dbt were named in the same answer thirty-two times, of the 139 answers naming Talend and the 100 naming dbt. In those answers dbt took the first choice one time and Talend one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“If you have an existing Informatica PowerCenter, Talend Data Integration, or Azure Data Factory footprint, plan migration rather than expansion” Muse Glimmer 30B · negative prompt · hard negative
“Avoid starting new production work on it. Qlik retired the open-source edition on January 31, 2024” GPT-6 Luna · negative prompt · hard negative
“has been retired (as of January 2026) and is no longer recommended for new projects” DeepSeek V4 Flash · budget prompt · hard negative
“Choose Talend / Informatica when you need enterprise-grade governance, visual design, 1000+ connectors and hybrid on-prem/cloud support.” Muse Glimmer 30B · comparative prompt · first choice
“Talend Open Studio or Apache NiFi are often recommended as they offer good functionality without licensing costs” Claude Haiku 4.5 · budget prompt · first choice
“If you want zero licensing cost and a visual designer → Talend Open Studio is the most full‑featured free option.” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“dbt is usually a complement, not a full ETL replacement” GPT-6 Luna · comparative prompt · soft negative
“use modern ELT orchestrators like dbt (Data Build Tool) coupled with lightweight extractors” Gemini 3.5 Flash · negative prompt · first choice
“ELT / transformations: dbt” GPT-5.4 mini · paraphrase prompt · first choice
“Better Alternative: For most teams, a SQL-based transformation tool like dbt or a visual low-code tool is faster and cheaper to maintain.” Qwen 3.7 Flash · negative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.