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ETL and ELT · November 2026 Edition

Integrate.io vs Hevo Data

Six of fourteen models named Integrate.io first on the direct prompt; one named Hevo Data. Integrate.io was named by ten of the fourteen models and Hevo Data by thirteen and Integrate.io carries 19 labels and Hevo Data 31, so the shares are not directly comparable.

Integrate.io

accepted challenger

Named in two categories this edition.

Hevo Data

accepted challenger

Named in one category this edition.

First-choice share13%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 19; printed, not drawn.
Labels1931A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Integrate.io reading right to left. Rank and label count are printed, not drawn.Fivetran was named alongside these two in thirteen of the fourteen direct answers. Airbyte vs Integrate.io · Airbyte vs Hevo Data · Fivetran vs Integrate.io

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.
Integrate.ioFirst choices, of fourteen modelsHevo Data
Direct611 against Hevo Data
Paraphrase101 against Integrate.io · 1 against Hevo Data
Comparative00
Budget-constrained011 against Hevo Data
Scale-constrained00
Negative002 against Hevo Data
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.

Across every category in the November 2026 Edition, Integrate.io and Hevo Data were named in the same answer twenty-six times, of the 67 answers naming Integrate.io and the 101 naming Hevo Data. In those answers Hevo Data took the first choice five times and Integrate.io six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Integrate.io and Hevo Data stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Integrate.io Hevo Data first choice named as an alternative argued againstblank: not namedEach cell is one answer, Integrate.io on the left and Hevo Data on the right.

The direct prompt

The plain question, one answer per model, grouped by where Integrate.io and Hevo Data stood in it.

Integrate.io first, Hevo Data an alternative

6 of 14 modelsHevo Data was named in the answer but not as the choice, or not at all.
Grok 4.20Integrate.io alternatives: Airbyte, Fivetran, Matillion, dbt
Llama 4 MaverickFivetran, Integrate.io, Kleene.ai
Kimi K2Integrate.io alternatives: Airbyte, Apache Airflow, Fivetran, Kleene.ai, dbt
GLM 4.7 FlashXIntegrate.io alternatives: Airbyte, Fivetran, Hevo Data, Matillion, Stitch
MiniMax M2.5Integrate.io alternatives: Airbyte, Apache Airflow, Fivetran, dbt
Muse Glimmer 30BIntegrate.io, Kleene.ai alternatives: Airbyte, Fivetran, Hevo Data

Hevo Data first, Integrate.io an alternative

1 of 14 modelsIntegrate.io was named in the answer but not as the choice, or not at all.
Perplexity SonarHevo Data alternatives: Airbyte, Fivetran, Integrate.io, Matillion

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Mistral SmallFivetran alternatives: Integrate.io, Kleene.ai, Matillion
DeepSeek V4 FlashFivetran alternatives: Airbyte, Hevo Data, Integrate.io

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
GPT-5.4 miniFivetran alternatives: Airbyte, Matillion
Gemini 3.5 FlashFivetran alternatives: Airbyte, Matillion, Rivery, dbt
Qwen 3.7 FlashFivetran alternatives: Airbyte, Matillion
GPT-6 LunaFivetran alternatives: Airbyte, 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
Hevo Data leads by twenty-nine points.
Hevo Data29%#2 of 15
Integrate.io0%#10 of 15
The full small business standing →
Mid-marketThe figures above
The order flips: Integrate.io leads at mid-market.
Integrate.io13%#3 of 19
Hevo Data4%#5 of 19
The full mid-market standing →
Enterprise
Integrate.io leads by twenty points.
Integrate.io20%#2 of 14
Hevo Data0%#11 of 14
The full enterprise standing →

What the models said about Integrate.io

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Hevo or Integrate.io are solid all-in-ones but can get expensive or less flexible for transformations.” Grok 4.20 · paraphrase prompt · soft negative
“The best ETL tool for a mid-market B2B company is Integrate.io, Fivetran, or Kleene.ai.” Llama 4 Maverick · direct prompt · first choice
“Integrate.io is the most cited flat-price mid-market option, starting ~$1,999/month” Muse Glimmer 30B · direct prompt · first choice
“If you want a single, low-code, cost-predictable platform, choose Integrate.io.” Mistral Small · paraphrase prompt · first choice

What the models said about Hevo Data

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Examples commonly cited with volume-driven pricing are Fivetran, Hevo Data and similar managed connectors.” Muse Glimmer 30B · negative prompt · soft negative
“Hevo or Integrate.io are solid all-in-ones but can get expensive or less flexible for transformations.” Grok 4.20 · paraphrase prompt · soft negative
“These can be good products, but usage-based billing may rise sharply with data volume” Perplexity Sonar · negative prompt · soft negative
“Hevo Data: A no-code, all-in-one platform with flat pricing from $239/month, real-time visibility into every sync, and 24×7 support.” Llama 4 Maverick · budget prompt · first choice
“Hevo Data is the best default choice” Perplexity Sonar · direct prompt · first choice
“If you prefer a fully managed, no-code solution with predictable pricing, Hevo Data or Skyvia are excellent options.” Mistral Small · 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.