IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Data platform › ETL › Small business › September 2026 Edition

ETL and ELT for small business buyers

Asked as “ETL tool”, and as “data pipeline and ELT platform”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Airbyte
Contested
36% of first choices, contested.
ShowinginAll 67 categories in the September 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessAirbyte36%ContestedThis pageMid-marketAirbyte32%ContestedStanding →EnterpriseFivetran49%Clear leaderStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Airbyte36%11%63endorsed leader
02Hevo Data23%2%48accepted challenger
03Stitch13%16%45accepted challenger
04Fivetran13%35%52criticized challenger
05Skyvia9%3%33accepted challenger
Show the six products at 0%, ordered by negative rate
11Informatica0%92%12criticized challenger
10Talend0%67%21criticized challenger
09Integrate.io0%30%10criticized challenger
08Matillion0%25%16criticized challenger
06Coupler.io0%0%28accepted challenger
07dbt0%0%22accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Airbyte vs FivetranAirbyte vs Integrate.ioFivetran vs Integrate.io

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Airbyte36%
02Hevo Data23%
03Stitch13%
04Fivetran13%
05Skyvia9%
06Coupler.io0%
07dbt0%
08Matillion0%
09Integrate.io0%
10Talend0%
11Informatica0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Informatica
92%
11 of 12 labels negative · 9 of 12 models · 8 hard negative
“**Tools to Avoid:** **Informatica**, **Oracle Data Integrator**, traditional heavy versions of **Talend**.” Qwen 3.7 Flash, negative prompt
Talend
67%
14 of 21 labels negative · 8 of 12 models · 8 hard negative
“Avoid heavy legacy ETL suites (like Talend, Informatica, or Pentaho) which are overbuilt for a 30-person team.” Gemini 3.5 Flash, scale prompt
Fivetran
35%
18 of 52 labels negative · 8 of 12 models · 5 hard negative
“Fivetran — excellent but pricing scales quickly with data volume; better for mid-market and up” Kimi K2, direct prompt
Stitch
16%
7 of 45 labels negative · 7 of 12 models · 1 hard negative
“**Tools to Avoid:** **Fivetran**, **Stitch** (by Talend).” Qwen 3.7 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

58 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 691 links across 146 sites, every framing counted. Ranked by the number of answers carrying the site or page.

hevodata.com
vendor site · Hevo Data45 answers · 88 citations · 10 models
skyvia.com
vendor site · Skyvia39 answers · 50 citations · 10 models
bladepipe.com
vendor site · BladePipe34 answers · 37 citations · 10 models
g2.com
27 answers · 37 citations · 10 models
integrate.io
vendor site · Integrate.io26 answers · 47 citations · 10 models
fivetran.com
vendor site · Fivetran19 answers · 29 citations · 9 models
datacamp.com
17 answers · 17 citations · 7 models
estuary.dev
vendor site · Estuary15 answers · 15 citations · 8 models
sqream.com
15 answers · 15 citations · 7 models
learn.g2.com
14 answers · 14 citations · 10 models
airbyte.com
vendor site · Airbyte13 answers · 17 citations · 6 models
reddit.com
13 answers · 14 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

skyvia.com/blog/best-etl-tools-for-small-businesses
38 answers · 10 models
hevodata.com/learn/etl-tools-for-small-businesses
36 answers · 10 models
bladepipe.com/blog/data_insights/best_etl_tool_for_small_business
32 answers · 10 models
g2.com/categories/etl-tools/small-business
24 answers · 10 models
integrate.io/blog/top-7-etl-tools
20 answers · 10 models
datacamp.com/blog/a-list-of-the-16-best-etl-tools-and-why-to-choose-them
17 answers · 7 models
sqream.com/blog/best-etl-tools
15 answers · 7 models
learn.g2.com/best-etl-tools
14 answers · 10 models
dataquest.io/blog/etl-tools-practical-guide-with-examples
12 answers · 6 models
hevodata.com/learn/affordable-etl-tools
10 answers · 6 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best ETL tool for a small B2B company?”Paraphrase“Which data pipeline and ELT platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top ETL tools for a small team and how do they differ?”Budget-constrained“What is the best ETL tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a ETL tool. What should we look at?”Negative“Which ETL tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Airbyte, Zapier
Two alternativesApache NiFi, Talend
FivetranChanged
Two alternativesAirbyte, dbt
against: Informatica, TalendHevo Data
Four alternativesAWS Glue, Coupler.io, Estuary, Skyvia
Apache Airflow
One alternativePython scripts with libraries
no first choiceagainst: Improvado, Integrate.io, Matillion, Oracle Data Integrator, Stitch
GPT-5.4 miniAirbyte
One alternativeFivetran
FivetranChanged
Two alternativesAirbyte, dbt
Fivetran
Three alternativesAirbyte, Meltano, Stitch
Airbyte
Two alternativesFivetran, Meltano
against: Informatica, Talendno first choiceagainst: Informatica
Gemini 3.5 FlashHevo Data
Four alternativesAirbyte, Coupler.io, Fivetran, Skyvia
FivetranChanged
Three alternativesAirbyte, Coupler.io, Hevo Data
Fivetran, Hevo Data
Five alternativesAirbyte, Coupler.io, Estuary Flow, Meltano, Skyvia
Airbyte, Hevo Data
Four alternativesCoupler.io, Estuary, Meltano, dbt
against: Fivetran, TalendFivetran
Four alternativesAirbyte, Estuary, Hevo Data, dbt
against: Informatica, Pentaho Data Integration, Talendagainst: AWS Glue, Airbyte, Apache Airflow, Apache Hop, Azure Data Factory, Dagster, Fivetran, Google Cloud Dataflow, IBM DataStage, Informatica PowerCenter, Meltano, Oracle Data Integrator, Pentaho Data Integration, Prefect, SAP Data Services, Stitch
Perplexity SonarSkyvia
Five alternativesAirbyte, Celigo, Coupler.io, Fivetran, Hevo Data
Hevo Data, SkyviaChanged
One alternativeStitch
against: Airbyte, FivetranHevo Data, Stitch
Four alternativesAirbyte, Estuary, Fivetran, Skyvia
Airbyte
Three alternativesCoupler.io, Skyvia, dbt
against: Hevo Datano first choiceagainst: Alooma, Fivetran, Informatica, Matillion, Microsoft SQL Server Integration Services
Grok 4.1 FastAirbyte, Stitch
Three alternativesCoupler.io, Hevo Data, Skyvia
against: Fivetran, Informatica, TalendAirbyteChanged
Two alternativesHevo Data, Skyvia
against: Fivetran, StitchAirbyte
Five alternativesCoupler.io, Fivetran, Hevo Data, Stitch, dbt
Airbyte
Two alternativesFivetran, Skyvia
Fivetran
Three alternativesAirbyte, Matillion, dbt
against: AWS Glue, Talendagainst: Fivetran, Informatica PowerCenter, Microsoft SQL Server Integration Services, Talend
Mistral SmallAirbyte, Stitch
One alternativedbt
against: DatabricksHevo DataChanged
Three alternativesAirbyte, Skyvia, Stitch
Airbyte
Five alternativesFivetran, Hevo Data, Integrate.io, Stitch, dbt
Hevo Data
Three alternativesAirbyte, Coupler.io, Stitch
no first choiceagainst: Fivetran, Informatica, Stitch, Talend
DeepSeek V4 FlashAirbyte, Stitch
Four alternativesCoupler.io, Hevo Data, Skyvia, dbt
Hevo Data, StitchChanged
Three alternativesAirbyte, Hightouch, dbt
against: FivetranAirbyte, Fivetran
Four alternativesMatillion, Skyvia, Stitch, dbt
Airbyte
Three alternativesHevo Data, Stitch, dbt
no first choice
Three alternativesFivetran, Hevo Data, Stitch
against: Airbyte, Apache Airflow, Hadoopagainst: Airbyte, Apache Hop, Fivetran, IBM, Informatica, Integrate.io, Make, Pentaho Data Integration, SAP Data Services, Skyvia, Stitch, Talend, Zapier
Llama 4 Maverickno first choiceno first choiceHeldIntegrate.io
Four alternativesAirbyte, Coupler.io, Skyvia, Stitch
no first choiceno first choicenothing named
Qwen 3.7 FlashAirbyte, Fivetran, Stitch
One alternativeHevo Data
AirbyteChanged
Two alternativesFivetran, dbt
Coupler.io, Stitch
Three alternativesAirbyte, Integrate.io, Skyvia
Airbyte, Mage
Two alternativesMake, Power Query
against: Apache Airflow, FivetranAirbyte, Fivetran, Stitch
Three alternativesMetaplane, Snowflake Native Tasks, dbt
against: Apache Airflowagainst: AWS Glue, Airbyte, Apache Hop, Apache NiFi, Fivetran, Google Cloud Dataflow, Informatica, Oracle Data Integrator, Stitch, Talend
Kimi K2Airbyte, Hevo Data
Two alternativesCoupler.io, Skyvia
against: Fivetran, Informatica, TalendAirbyte, StitchChanged
One alternativeHevo Data
against: FivetranAirbyte
Five alternativesFivetran, Hevo Data, Stitch, dbt, dlt
Hevo Data, Skyvia
Two alternativesAirbyte, Stitch
against: FivetranHevo Data
Two alternativesAirbyte, Skyvia
against: Fivetran, Stitchagainst: Fivetran, IBM DataStage, Informatica, Informatica PowerCenter, Matillion, Microsoft SQL Server Integration Services, Oracle Data Integrator (ODI) / Oracle Warehouse Builder, Talend
GLM 4.7 FlashXHevo Data
Three alternativesAirbyte, Coupler.io, Skyvia
SkyviaChanged
Four alternativesAirbyte, Coupler.io, Hevo Data, dbt
Stitch
Six alternativesAirbyte, Coupler.io, Hevo Data, Matillion, Skyvia, Weld
against: Integrate.ioAirbyte
Four alternativesApache NiFi, Fivetran, Stitch, Talend
no first choice
Five alternativesAirbyte, Fivetran, Matillion, Stitch, dbt
nothing named
MiniMax M2.5Hevo Data, Skyvia
Three alternativesAirbyte, Coupler.io, Stitch
Hevo DataChanged
Three alternativesAirbyte, Skyvia, Stitch
no first choiceAirbyte
Three alternativesApache NiFi, Fivetran, Stitch
no first choiceagainst: Airbyte, Fivetran, Matillion
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:36no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:45yes24 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:04yes822 s
Direct recommendationPerplexity Sonarsonar2026-09-17 10:13yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:25yes2317 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 09:41yes86 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:20yes916 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:00yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:31no037 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:17yes832 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:52yes1284 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:04yes838 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:01no012 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:43yes44 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:56yes1123 s
ParaphrasePerplexity Sonarsonar2026-09-17 12:11yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:31yes4018 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 13:28yes108 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:16yes1821 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:47yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:36no043 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:03yes2029 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:34yes1530 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:56yes1344 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:23yes1812 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:45yes77 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:12yes1125 s
ComparativePerplexity Sonarsonar2026-09-17 13:23yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:49yes128 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 11:17yes58 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:07yes1919 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:21yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:50yes530 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:23yes1538 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 14:16yes33167 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:39yes733 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 10:35no05 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:33no04 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:55yes1725 s
Budget constrainedPerplexity Sonarsonar2026-09-17 13:20yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:33yes3718 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:16yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:44yes1010 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:31yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:15no038 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:13yes1023 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:50yes14132 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:53no011 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:47no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:19no06 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:56no016 s
Scale constrainedPerplexity Sonarsonar2026-09-17 13:48yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:36no06 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:47no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:43yes817 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:13yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:38no040 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:41yes1041 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:47yes1393 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:44yes538 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:43yes168 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:17yes46 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:58yes823 s
Negative framingPerplexity Sonarsonar2026-09-17 14:06yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:02yes149 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 11:48yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:23yes2929 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:42yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:43yes950 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:02yes2241 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:07yes1129 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:55yes864 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Hevo read as Hevo Data
Pentaho read as Pentaho Data Integration
Unresolved, counted raw
Alooma
Funnel
Google Cloud Data Fusion
Hadoop
Improvado
Metaplane
Oracle Data Integrator (ODI) / Oracle Warehouse Builder
Power Query (via Excel or Power BI)
Python scripts with libraries
Snowflake Native Tasks
Windsor.ai
Discontinued, still offered
No shut-down product was recommended here.

Also in data platform

The other categories of this function, with the leader in each.
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