Best ETL/ELT tool for data pipelines

Combined ranking

1. 1
   Fivetranincumbent—15 pts

   GPT #1Claude #1Gemini #1

   Best fully managed ELT for reliable SaaS/database connectors, low-ops syncs, strong schema handling, mature enterprise security, and broad warehouse support

   To stay #1 Make pricing more predictable and less punishing at scale

2. 2
   Airbyte▲110 pts

   GPT #2Claude #3Gemini #3

   Best open-source and self-hostable choice, huge connector ecosystem, flexible deployment, strong custom connector story, and improving enterprise controls

   To rank higher Match Fivetran’s connector reliability and operational polish across the long tail

3. 3
   dbtincumbent▼19 pts

   GPT #5Claude #2Gemini #2

   The de facto standard for the T in ELT — SQL-based transformations with version control, testing, lineage, and docs; virtually every modern data stack builds on it and the ecosystem is unmatched

   To rank higher Resolve post-merger uncertainty with Fivetran and keep dbt Core genuinely open and vendor-neutral so the community doesn't fork away

4. 4
   IInformatica▲13 pts

   GPT #3Claude —Gemini —

   Deepest enterprise data integration platform, strong governance, lineage, quality, complex transformations, hybrid/on-prem support, and regulated-industry fit

   To rank higher Simplify implementation and day-to-day usability for modern data teams

5. 5
   Dagster▲12 pts

   GPT —Claude —Gemini #4

   Asset-based orchestration model that provides superior data lineage, local development debugging, and testing capabilities.

   To rank higher Simplify the initial setup and configuration complexity for teams looking for a quick deployment.

6. 6
   DDatabricks Lakeflow▼22 pts

   GPT —Claude #4Gemini —

   Native ingestion, CDC, and declarative pipelines inside the lakehouse — if you're already on Databricks it eliminates a whole vendor, and Spark scale handles the heaviest workloads

   To rank higher Stand alone outside the Databricks ecosystem; it's a non-starter unless you've already committed to the platform

7. 7
   Matillion▲12 pts

   GPT #4Claude —Gemini —

   Strong cloud-native visual ELT, excellent Snowflake/Databricks/BigQuery fit, useful low-code orchestration, pushdown transformations, and approachable team workflows

   To rank higher Broaden connector depth and managed ingestion reliability versus Fivetran and Airbyte

8. 8
   Ddlt▼11 pts

   GPT —Claude #5Gemini —

   The code-first Python favorite — lightweight open-source library, runs anywhere (including serverless), schema evolution built in, and beloved by engineers who find GUI ELT tools too rigid

   To rank higher Offer more turnkey managed connectors and enterprise support so it can win beyond engineering-heavy teams

9. 9
   Prefect—1 pts

   GPT —Claude —Gemini #5

   Developer-friendly, Python-native orchestration with excellent dynamic workflow support and hybrid cloud execution.

   To rank higher Improve native data transformation and lineage visualization tools to match asset-oriented orchestrators.

Rank history

By model

Tracked by ModelsAgree · rank 1 = 5 pts … rank 5 = 1 pt · re-polled continuously