What are the top 10 ETL tools?
Asked "What are the top 10 ETL tools?", ChatGPT, Copilot, Gemini, Google AI Mode and Perplexity named 34 distinct tools across 15 answers on September 7, 2026, and 24 of them in two or more answers, and all 5 engines agreed on Fivetran, the only tool every engine named.
Measured acrossChatGPTCopilotGeminiGoogle AI ModePerplexity
24 of 34 names confirmed · named in 2 or more of 15 answers · asked September 7, 2026 · 5 engines
The top ETL tools include Fivetran, Informatica, Matillion, Airbyte, and Azure Data Factory, among others, each offering unique strengths such as automated ELT, enterprise-grade governance, cloud-native data warehousing, open-source extensibility, and Azure-centric integration.
- 1Fivetrannamed in 15 of 15 answers
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- 2Matillionnamed in 15 of 15 answers
- 3AWS Gluenamed in 12 of 15 answers
- 4Azure Data Factorynamed in 12 of 15 answers
- 5Airbytenamed in 11 of 15 answers
- 6Informaticanamed in 8 of 15 answers
- 7Talendnamed in 7 of 15 answers
- 8Apache Airflownamed in 7 of 15 answers
- 9Hevo Datanamed in 6 of 15 answers
- 10dbtnamed in 6 of 15 answers
- 11Apache NiFinamed in 5 of 15 answers
- 12SnapLogicnamed in 4 of 15 answers
- 13Adveritynamed in 3 of 15 answers
- 14Informatica PowerCenternamed in 3 of 15 answers
- 15MuleSoftnamed in 3 of 15 answers
- 16IBM DataStagenamed in 3 of 15 answers
- 17Meltanonamed in 3 of 15 answers
- 18Google Cloud Dataflownamed in 3 of 15 answers
- 19Informatica Intelligent Data Management Cloudnamed in 2 of 15 answers
- 20Stitchnamed in 2 of 15 answers
- 21Hevonamed in 2 of 15 answers
- 22Qlik Talend Cloudnamed in 2 of 15 answers
- 23Microsoft SQL Server Integration Servicesnamed in 2 of 15 answers
- 24Qlik Talendnamed in 2 of 15 answers
- 25Databricksnamed in 1 of 15 answersone answer
LOCKED
The full measurement
- The position each of the 5 engines gave all 34 names.
- How many of the 15 answers named each of them.
- 144 sampled observations behind this ranking, and where the engines disagree.
- Fan-out — the query each engine actually searched.
- Every citation, and the sources nobody cited.