ETL and ELT · October 2026 Edition
Fivetran vs Apache NiFi
Eight of fourteen models named Fivetran first on the direct prompt; zero named Apache NiFi. Fivetran was named by fourteen of the fourteen models and Apache NiFi by ten and Fivetran carries 61 labels and Apache NiFi 15, so the shares are not directly comparable.
Named in four categories this edition.
Named in three categories this edition.
First-choice share40%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 18; printed, not drawn.
Labels6115A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Fivetran reading right to left. Rank and label count are printed, not drawn.Airbyte was named alongside these two in twelve of the fourteen direct answers. Fivetran vs Airbyte · Fivetran vs Hevo Data · Fivetran vs Stitch
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.
FivetranFirst choices, of fourteen modelsApache NiFi
Direct80
Paraphrase100
Comparative40
Budget-constrained011 against Fivetran
Scale-constrained30
Negative004 against Fivetran · 2 against Apache NiFi
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 Fivetran and Apache NiFi 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 | | | | | |
Fivetran Apache NiFi first choice named as an alternative argued againstblank: not namedEach cell is one answer, Fivetran on the left and Apache NiFi on the right.The direct prompt
The plain question, one answer per model, grouped by where Fivetran and Apache NiFi stood in it.
Fivetran first, Apache NiFi not the choice
8 of 14 modelsApache NiFi was named in the answer but not as the choice, or not at all.GPT-5.4 miniAirbyte, Fivetran alternatives: Matillion
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
Llama 4 MaverickFivetran alternatives: Airbyte, Databricks Lakeflow, Domo
GPT-6 LunaFivetran alternatives: Airbyte, Matillion
Muse Glimmer 30BFivetran alternatives: Apache Airflow, Estuary Flow, Integrate.io, Matillion, dbt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashHevo Data alternatives: Airbyte, Fivetran
Qwen 3.7 FlashAirbyte alternatives: Fivetran, Hevo Data
GLM 4.7 FlashXHevo Data, Stitch alternatives: Airbyte, Fivetran
MiniMax M2.5Integrate.io alternatives: Airbyte, Fivetran
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Kimi K2Hevo Data alternatives: Airbyte, Rivery, Stitch
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
Fivetran leads by seventeen points.
Fivetran17%#3 of 11Apache NiFi0%#– of 11Mid-marketThe figures above
Fivetran leads by thirty-eight points.
Fivetran40%#1 of 18Apache NiFi2%#8 of 18Enterprise
Fivetran leads by forty-nine points.
Fivetran49%#1 of 15Apache NiFi0%#– of 15What the models said about Fivetran
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight 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
“Fivetran has high pricing for large row volumes using the MAR pricing model, and limited real-time support” Claude Haiku 4.5 · negative prompt · soft negative
“avoid the "billing roulette" of expensive enterprise tools like Fivetran or Informatica” Gemini 3.5 Flash · budget prompt · soft negative
“Managed, low-maintenance option: Fivetran. ... Choose Fivetran + Snowflake + dbt if you want minimal engineering overhead” Muse Glimmer 30B · paraphrase prompt · first choice
“1. Fivetran: Recommended for B2B SaaS firms heavily invested in Salesforce, HubSpot, NetSuite, and Snowflake.” Llama 4 Maverick · direct prompt · first choice
“The industry standard for zero-maintenance ELT... Choose Fivetran if you have a budget, a small data team” Gemini 3.5 Flash · comparative prompt · first choice
What the models said about Apache NiFi
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Apache NiFi/Airflow great but complex deployment” Grok 4.1 Fast · negative prompt · soft negative
“Can be complex to set up and maintain” GLM 4.7 FlashX · negative prompt · soft negative
“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
“Excellent for automating data flow between systems. It is highly flexible and powerful but has a steeper learning curve” Qwen 3.7 Flash · budget prompt · alternative
“Real‑time/event‑driven pipelines | Apache NiFi (free) | Easy web UI, built‑in monitoring” MiniMax M2.5 · budget 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.