# Airbyte: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 51 judge labels across 2 categories by 12 of 12 models. Page: https://it-ai-index.com/vendors/airbyte/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| ETL and ELT | 32% | 1 | 4% | 50 |
| Workflow orchestration | 0% | 68 | 100% | 1 |

## What the models said for it

- "Choose Airbyte (Self-Hosted) if you have a software engineer who can set up a Docker instance and you need to connect to many different SaaS APIs for free." (Gemini 3.5 Flash, ETL)
- "Airbyte - Excels in cloud ELT with 300+ pre-built connectors... open-source and free to use for beginners and small teams" (Claude Haiku 4.5, ETL)
- "Best For: Open-source flexibility and cost control. ... Airbyte (open-source) is cheapest if you have infra skills." (Qwen 3.7 Flash, ETL)
- "### 1. Airbyte (Open Source)... Pros: Large connector library, active community, easy to use" (Kimi K2, ETL)

## And against it

- "Teams often try to use heavy orchestrators like Apache Airflow, Airbyte, or Dagster to "clean up" a messy, decentralized data architecture." (Qwen 3.7 Flash, Orchestration)
- "Described by users as "very badly built" with "terrible support" ... problematic for production workloads at scale" (Kimi K2, ETL)
- "poor scalability... OK for small, simple syncs if self-hosted cautiously." (Grok 4.1 Fast, ETL)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.