ETL and ELT · September 2026 Edition
Airbyte vs Integrate.io
Three of twelve models named Airbyte first on the direct prompt; five named Integrate.io. Airbyte was named by twelve of the twelve models and Integrate.io by ten and Airbyte carries 50 labels and Integrate.io 24, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share32%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 14; printed, not drawn.
Labels5024A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Airbyte reading right to left. Rank and label count are printed, not drawn.Fivetran was named alongside these two in eleven of the twelve direct answers. Airbyte vs Fivetran · Fivetran vs Integrate.io
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
AirbyteFirst choices, of twelve modelsIntegrate.io
Direct35
Paraphrase212 against Integrate.io
Comparative31
Budget-constrained100
Scale-constrained01
Negative102 against Airbyte
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where Airbyte and Integrate.io stood in it.
Airbyte first, Integrate.io an alternative
3 of 12 modelsIntegrate.io was named in the answer but not as the choice, or not at all.GPT-5.4 miniAirbyte, Fivetran alternatives: AWS Glue
Kimi K2Airbyte, Fivetran alternatives: Integrate.io, Matillion, dbt
MiniMax M2.5Airbyte, Fivetran alternatives: Integrate.io
Integrate.io first, Airbyte an alternative
5 of 12 modelsAirbyte was named in the answer but not as the choice, or not at all.Perplexity SonarIntegrate.io alternatives: Airbyte, Fivetran, Matillion, dbt
Grok 4.1 FastFivetran, Integrate.io
Llama 4 MaverickIntegrate.io alternatives: Apache Airflow, Fivetran, dbt
Qwen 3.7 FlashIntegrate.io alternatives: Airbyte, Fivetran, Skyvia, dbt
GLM 4.7 FlashXIntegrate.io alternatives: Airbyte, Fivetran, Matillion, Peliqan, Talend
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashFivetran alternatives: Airbyte, Estuary, Hevo Data, Integrate.io, dbt
Mistral SmallFivetran alternatives: Apache Airflow, Integrate.io, dbt
DeepSeek V4 FlashFivetran alternatives: Airbyte, Apache Airflow, Hevo Data, Integrate.io, Matillion, dbt
Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5MuleSoft, Talend alternatives: AWS Glue, Apache Airflow, Azure Data Factory
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Airbyte leads by thirty-six points.
Airbyte36%#1 of 11Integrate.io0%#9 of 11Mid-marketThe figures above
Airbyte leads by seventeen points.
Airbyte32%#1 of 14Integrate.io15%#3 of 14Enterprise
The order flips: Integrate.io leads at enterprise.
Integrate.io28%#2 of 17Airbyte5%#3 of 17What the models said about Airbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Described by users as "very badly built" with "terrible support" ... problematic for production workloads at scale” Kimi K2 · negative prompt · soft negative
“poor scalability... OK for small, simple syncs if self-hosted cautiously.” Grok 4.1 Fast · negative prompt · soft negative
“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 · budget prompt · first choice
“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 · budget prompt · first choice
“Best For: Open-source flexibility and cost control. ... Airbyte (open-source) is cheapest if you have infra skills.” Qwen 3.7 Flash · comparative prompt · first choice
What the models said about Integrate.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Integrate.io — Predictable but Pricey ... the flat rate may overcharge you at lower volumes” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Simpler no-code for smaller mid-sized, but less robust connectors.” Grok 4.1 Fast · paraphrase prompt · soft negative
“the best single ETL/ELT tool is Integrate.io if you want the best balance of low-code usability, predictable pricing, and broad mid-market fit” Perplexity Sonar · direct prompt · first choice
“Integrate.io | Mid-market teams needing balance of features, ease of use, and predictable costs | Fixed-fee, unlimited usage” Kimi K2 · scale prompt · first choice
“I'd recommend Integrate.io if you want one platform that covers ingestion, transformation, and reverse ETL” Perplexity Sonar · paraphrase prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.