Best Data pipeline and ETL tools

fivetran.com

Best for: AI recommends Fivetran most when buyers ask “best data pipeline tools for moving data between SaaS apps and warehouses” (100% of those answers)

79%

95% CI 67.4–87.3%

49 mentions · avg pos 3.3

first pick 49%

airbyte.com

Best for: AI recommends Airbyte most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (100% of those answers)

75.8%

95% CI 63.8–84.8%

47 mentions · avg pos 4.9

first pick 17%

getdbt.com

Best for: AI recommends dbt most when buyers ask “open-source alternatives to managed cloud ETL platforms” (81.8% of those answers)

51.6%

95% CI 39.4–63.6%

32 mentions · avg pos 10.6

first pick 3.1%

snowflake.com

Best for: AI recommends Snowflake most when buyers ask “best ETL and ELT platforms for modern data teams” (80% of those answers)

40.3%

95% CI 29–52.7%

25 mentions · avg pos 16.7

first pick 8%

Best for: AI recommends Airflow most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

38.7%

95% CI 27.6–51.2%

24 mentions · avg pos 12.6

first pick 8.3%

Best for: AI recommends Stitch most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (100% of those answers)

37.1%

95% CI 26.2–49.5%

23 mentions · avg pos 4.2

first pick 21.7%

Best for: AI recommends BigQuery most when buyers ask “best ETL and ELT platforms for modern data teams” (80% of those answers)

37.1%

95% CI 26.2–49.5%

23 mentions · avg pos 15.7

first pick 13%

hevodata.com

Best for: AI recommends Hevo most when buyers ask “best data pipeline tools for moving data between SaaS apps and warehouses” (81.8% of those answers)

35.5%

95% CI 24.7–47.9%

22 mentions · avg pos 5.5

first pick 9.1%

integrate.io

Best for: AI recommends Integrate.io most when buyers ask “which ETL tool has the best pre-built connectors for marketing and sales data” (90.9% of those answers)

33.9%

95% CI 23.3–46.3%

21 mentions · avg pos 5.5

first pick 14.3%

matillion.com

Best for: AI recommends Matillion most when buyers ask “best ETL and ELT platforms for modern data teams” (100% of those answers)

33.9%

95% CI 23.3–46.3%

21 mentions · avg pos 9.2

first pick 0%

talend.com

Best for: AI recommends Talend most when buyers ask “best ETL and ELT platforms for modern data teams” (100% of those answers)

32.3%

95% CI 22–44.6%

20 mentions · avg pos 9.9

first pick 0%

airflow.apache.org

Best for: AI recommends Apache Airflow most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

32.3%

95% CI 22–44.6%

20 mentions · avg pos 12.5

first pick 5%

Best for: AI recommends Salesforce most when buyers ask “which ETL tool has the best pre-built connectors for marketing and sales data” (81.8% of those answers)

29%

95% CI 19.2–41.3%

18 mentions · avg pos 15.5

first pick 16.7%

Best for: AI recommends Redshift most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (63.6% of those answers)

27.4%

95% CI 17.9–39.6%

17 mentions · avg pos 21

first pick 17.6%

aws.amazon.com

Best for: AI recommends AWS most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (54.5% of those answers)

25.8%

95% CI 16.6–37.9%

16 mentions · avg pos 13.8

first pick 0%

dagster.io

Best for: AI recommends Dagster most when buyers ask “how do I build a reliable data pipeline without a large data engineering team” (63.6% of those answers)

25.8%

95% CI 16.6–37.9%

16 mentions · avg pos 18.5

first pick 6.3%

Best for: AI recommends Hevo Data most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (54.5% of those answers)

22.6%

95% CI 14–34.4%

14 mentions · avg pos 6.4

first pick 7.1%

Best for: AI recommends Azure Data Factory most when buyers ask “best data pipeline tools for moving data between SaaS apps and warehouses” (45.5% of those answers)

22.6%

95% CI 14–34.4%

14 mentions · avg pos 10.7

first pick 0%

prefect.io

Best for: AI recommends Prefect most when buyers ask “how do I build a reliable data pipeline without a large data engineering team” (45.5% of those answers)

21%

95% CI 12.7–32.6%

13 mentions · avg pos 19.5

first pick 7.7%

meltano.com

Best for: AI recommends Meltano most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

19.4%

95% CI 11.4–30.9%

12 mentions · avg pos 7.3

first pick 16.7%

Best for: AI recommends Informatica most when buyers ask “best ETL and ELT platforms for modern data teams” (90% of those answers)

19.4%

95% CI 11.4–30.9%

12 mentions · avg pos 11.6

first pick 0%

databricks.com

Best for: AI recommends Databricks most when buyers ask “best ETL and ELT platforms for modern data teams” (40% of those answers)

19.4%

95% CI 11.4–30.9%

12 mentions · avg pos 27.1

first pick 8.3%

git-scm.com

Best for: AI recommends Git most when buyers ask “how do I build a reliable data pipeline without a large data engineering team” (36.4% of those answers)

17.7%

95% CI 10.2–29%

11 mentions · avg pos 14.7

first pick 0%

domo.com

Best for: AI recommends Domo most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (63.6% of those answers)

16.1%

95% CI 9–27.2%

10 mentions · avg pos 8.4

first pick 0%

make.com

Best for: AI recommends Make most when buyers ask “how do I build a reliable data pipeline without a large data engineering team” (72.7% of those answers)

16.1%

95% CI 9–27.2%

10 mentions · avg pos 10.2

first pick 10%

singer.io

Best for: AI recommends Singer most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

14.5%

95% CI 7.8–25.3%

9 mentions · avg pos 7.3

first pick 11.1%

skyvia.com

Best for: AI recommends Skyvia most when buyers ask “no-code data pipeline tools vs code-first ETL frameworks for analytics teams” (54.5% of those answers)

12.9%

95% CI 6.7–23.4%

8 mentions · avg pos 7.3

first pick 37.5%

snaplogic.com

12.9%

95% CI 6.7–23.4%

8 mentions · avg pos 8.7

first pick 0%

hubspot.com

Best for: AI recommends HubSpot CRM most when buyers ask “which ETL tool has the best pre-built connectors for marketing and sales data” (72.7% of those answers)

12.9%

95% CI 6.7–23.4%

8 mentions

first pick 0%

nifi.apache.org

Best for: AI recommends Apache NiFi most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

11.3%

95% CI 5.6–21.5%

7 mentions · avg pos 6.2

first pick 0%

pentaho.com

Best for: AI recommends Pentaho most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

11.3%

95% CI 5.6–21.5%

7 mentions · avg pos 6.7

first pick 14.3%

Best for: AI recommends Pentaho Data Integration most when buyers ask “open-source alternatives to managed cloud ETL platforms” (100% of those answers)

11.3%

95% CI 5.6–21.5%

7 mentions · avg pos 6.7

first pick 14.3%

workato.com

11.3%

95% CI 5.6–21.5%

7 mentions · avg pos 9.2

first pick 0%

11.3%

95% CI 5.6–21.5%

7 mentions · avg pos 11.2

first pick 0%

Best for: AI recommends Kettle most when buyers ask “open-source alternatives to managed cloud ETL platforms” (72.7% of those answers)

9.7%

95% CI 4.5–19.5%

6 mentions · avg pos 7.8

first pick 0%

Best for: AI recommends Talend Open Studio most when buyers ask “open-source alternatives to managed cloud ETL platforms” (72.7% of those answers)

9.7%

95% CI 4.5–19.5%

6 mentions · avg pos 10

first pick 0%

improvado.io

Best for: AI recommends Improvado most when buyers ask “which ETL tool has the best pre-built connectors for marketing and sales data” (72.7% of those answers)

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 3.5

first pick 20%

apache.org

Best for: AI recommends Apache Hop most when buyers ask “open-source alternatives to managed cloud ETL platforms” (45.5% of those answers)

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 9.5

first pick 0%

rivery.com

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 9.8

first pick 0%

hightouch.com

Best for: AI recommends Hightouch most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (36.4% of those answers)

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 17.2

first pick 0%

Best for: AI recommends Estuary most when buyers ask “best ETL and ELT platforms for modern data teams” (30% of those answers)

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 27

first pick 0%

looker.com

8.1%

95% CI 3.5–17.5%

5 mentions · avg pos 35.8

first pick 0%

supermetrics.com

Best for: AI recommends Supermetrics most when buyers ask “which ETL tool has the best pre-built connectors for marketing and sales data” (36.4% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 2.8

first pick 0%

informatica.com

Best for: AI recommends Informatica PowerCenter most when buyers ask “best ETL and ELT platforms for modern data teams” (50% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 9.3

first pick 0%

weld.app

Best for: AI recommends Weld most when buyers ask “best ETL and ELT platforms for modern data teams” (50% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 17

first pick 0%

zapier.com

Best for: AI recommends Zapier AI most when buyers ask “what should I use to sync data from my SaaS tools into a data warehouse” (36.4% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 17

first pick 0%

Best for: AI recommends Kafka most when buyers ask “open-source alternatives to managed cloud ETL platforms” (45.5% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 19.5

first pick 25%

Best for: AI recommends dbt Core most when buyers ask “open-source alternatives to managed cloud ETL platforms” (36.4% of those answers)

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 22

first pick 0%

zendesk.com

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 25

first pick 0%

tableau.com

6.5%

95% CI 2.5–15.4%

4 mentions · avg pos 44.3

first pick 0%

stitchdata.com

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 2.3

first pick 33.3%

Best for: AI recommends Pentaho Data Integration (PDI) most when buyers ask “open-source alternatives to managed cloud ETL platforms” (54.5% of those answers)

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 3.3

first pick 33.3%

portable.io

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 3.5

first pick 33.3%

visual-flow.com

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 7.5

first pick 0%

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 9.7

first pick 0%

oracle.com

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 9.7

first pick 0%

kestra.io

Best for: AI recommends Kestra most when buyers ask “open-source alternatives to managed cloud ETL platforms” (54.5% of those answers)

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 10

first pick 0%

microsoft.com

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 17.3

first pick 0%

kafka.apache.org

Best for: AI recommends Apache Kafka most when buyers ask “open-source alternatives to managed cloud ETL platforms” (36.4% of those answers)

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 24.3

first pick 33.3%

greatexpectations.io

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 27.7

first pick 0%

cloud.google.com

4.8%

95% CI 1.7–13.3%

3 mentions · avg pos 33

first pick 0%

datacamp.com

Best for: AI recommends DataCamp most when buyers ask “best ETL and ELT platforms for modern data teams” (50% of those answers)

4.8%

95% CI 1.7–13.3%

3 mentions

first pick 0%

3.2%

95% CI 0.9–11%

2 mentions · avg pos 1.5

first pick 50%

sheets.google.com

3.2%

95% CI 0.9–11%

2 mentions · avg pos 2.5

first pick 0%

segment.com

3.2%

95% CI 0.9–11%

2 mentions · avg pos 4

first pick 0%

getcensus.com

3.2%

95% CI 0.9–11%

2 mentions · avg pos 5

first pick 0%

3.2%

95% CI 0.9–11%

2 mentions · avg pos 5

first pick 0%

boomi.com

3.2%

95% CI 0.9–11%

2 mentions · avg pos 8.5

first pick 0%

3.2%

95% CI 0.9–11%

2 mentions · avg pos 11.5

first pick 0%

3.2%

95% CI 0.9–11%

2 mentions · avg pos 24.5

first pick 0%

spark.apache.org

3.2%

95% CI 0.9–11%

2 mentions · avg pos 33.5

first pick 0%

sigmacomputing.com

3.2%

95% CI 0.9–11%

2 mentions · avg pos 53

first pick 0%

cdata.com

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 1

first pick 100%

funnelio.com

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 1

first pick 100%

coupler.io

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 3

first pick 0%

stacksync.com

Best for: AI recommends Stacksync most when buyers ask “best ETL and ELT platforms for modern data teams” (30% of those answers)

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 3

first pick 0%

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 4

first pick 0%

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 8

first pick 0%

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 9

first pick 0%

azure.microsoft.com

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 11

first pick 0%

luigi.readthedocs.io

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 11

first pick 0%

kleene.ai

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 13

first pick 0%

powerbi.microsoft.com

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 54

first pick 0%

beam.apache.org

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 60

first pick 0%

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 63

first pick 0%

debezium.io

1.6%

95% CI 0.3–8.6%

1 mentions · avg pos 66

first pick 0%

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

datacoves.com

Best for: AI recommends Datacoves most when buyers ask “no-code data pipeline tools vs code-first ETL frameworks for analytics teams” (36.4% of those answers)

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

dev.to

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

f6s.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

freshpaint.io

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

guideflow.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

knack.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

rudderstack.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

streamsets.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

tapclicks.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

weweb.io

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

whatagraph.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%

zoho.com

1.6%

95% CI 0.3–8.6%

1 mentions

first pick 0%