ETL and ELT · October 2026 Edition
Airbyte vs Meltano
Two of fourteen models named Airbyte first on the direct prompt; zero named Meltano. Airbyte was named by fourteen of the fourteen models and Meltano by nine and Airbyte carries 63 labels and Meltano 13, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share28%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 18; printed, not drawn.
Labels6313A 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 twelve of the fourteen direct answers. Fivetran vs Airbyte · Fivetran vs Meltano · Airbyte vs Hevo Data
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AirbyteFirst choices, of fourteen modelsMeltano
Direct20
Paraphrase30
Comparative10
Budget-constrained91
Scale-constrained10
Negative103 against Airbyte
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Airbyte and Meltano stood in it.
| 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 | | | |
Airbyte Meltano first choice named as an alternative argued againstblank: not namedEach cell is one answer, Airbyte on the left and Meltano on the right.The direct prompt
The plain question, one answer per model, grouped by where Airbyte and Meltano stood in it.
Airbyte first, Meltano not the choice
2 of 14 modelsMeltano was named in the answer but not as the choice, or not at all.GPT-5.4 miniAirbyte, Fivetran alternatives: Matillion
Qwen 3.7 FlashAirbyte alternatives: Fivetran, Hevo Data
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashFivetran alternatives: Airbyte, Hevo Data, Rivery
Perplexity SonarFivetran alternatives: Airbyte, Hevo Data
Grok 4.1 FastFivetran alternatives: Airbyte, Hevo Data, Integrate.io
Mistral SmallFivetran alternatives: Airbyte, Celigo, Workato
DeepSeek V4 FlashHevo Data alternatives: Airbyte, Fivetran
Llama 4 MaverickFivetran alternatives: Airbyte, Databricks Lakeflow, Domo
Kimi K2Hevo Data alternatives: Airbyte, Rivery, Stitch
GLM 4.7 FlashXHevo Data, Stitch alternatives: Airbyte, Fivetran
MiniMax M2.5Integrate.io alternatives: Airbyte, Fivetran
GPT-6 LunaFivetran alternatives: Airbyte, Matillion
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Muse Glimmer 30BFivetran alternatives: Apache Airflow, Estuary Flow, Integrate.io, Matillion, dbt
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 11Meltano0%#– of 11Mid-marketThe figures above
Airbyte leads by twenty-six points.
Airbyte28%#2 of 18Meltano2%#7 of 18Enterprise
Level: the same share of first choices.
Airbyte0%#11 of 15Meltano0%#– of 15What the models said about Airbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“"Airbyte & Fivetran are bad products." ... That view is not consensus, but it is representative of complaints about pricing models” Muse Glimmer 30B · negative prompt · soft negative
“citing frequent job failures, slow sync times, regular timeouts, missing records” Claude Haiku 4.5 · negative prompt · soft negative
“Unreliable connectors – Community-built connectors are frequently buggy” DeepSeek V4 Flash · negative prompt · soft negative
“Airbyte – Best Overall Value ... For most mid-sized B2B companies, I recommend: Airbyte (or Fivetran if budget allows) + dbt + Snowflake/BigQuery” Kimi K2 · paraphrase prompt · first choice
“Cost/predictability option: Airbyte. ... Choose Airbyte + Snowflake/BigQuery + dbt if you want open-source flexibility” Muse Glimmer 30B · paraphrase prompt · first choice
“If you have a software developer on staff, self-host the open-source version of [Airbyte](https://airbyte.com)” Gemini 3.5 Flash · budget prompt · first choice
What the models said about Meltano
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Airbyte and Meltano are excellent choices for small businesses with some technical ability” Mistral Small · budget prompt · first choice
“Meltano or Airbyte's developer-centric SDKs allow your engineers to treat data pipelines like standard software code” Gemini 3.5 Flash · paraphrase prompt · alternative
“opt for open-source self-hosted alternatives like Airbyte or Meltano” Gemini 3.5 Flash · negative prompt · alternative
Also compared
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.