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Index › IT › Products › Google Cloud Dataflow › Alternatives · November 2026 Edition
One category · what the models named instead

Alternatives to Google Cloud Dataflow, as AI models named them

In the November 2026 Edition, 242 of the 252 answers collected in the one category where Google Cloud Dataflow holds a standing named it neither as a first choice nor as an alternative. These are the products those answers put first, category by category and buyer by buyer. The output is the models' output.

Named instead, most often
Fivetran61
Airbyte56
Hevo Data25
Integrate.io17
Informatica Intelligent Data Management Cloud8
Skyvia7
First choices in the 242 answers that did not name Google Cloud Dataflow, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

ETL and ELT

Data platform. Six framings, fourteen models, one answer each per buyer segment; an answer counts here when Google Cloud Dataflow is not its first choice or an alternative in it.
Small businessGoogle Cloud Dataflow holds 5 labels here, under the 10-label cutoff, so it is unranked.

Eighty-four of the eighty-four answers did not name Google Cloud Dataflow; it was the first choice in zero. The first choices in those eighty-four answers, nine products in all, the eight most named:

Airbyte30 of 84
Hevo Data23 of 84
Fivetran16 of 84
Skyvia7 of 84
Stitch3 of 84
Talend2 of 84
Matillion1 of 84
Zapier/Make1 of 84
1 more in the record.The full small business standing →
Mid-marketGoogle Cloud Dataflow is #15 of 19 here at 0% of first choices, 10 labels.

Eighty-one of the eighty-four answers did not name Google Cloud Dataflow; it was the first choice in zero. The first choices in those eighty-one answers, eight products in all:

Airbyte26 of 81
Fivetran24 of 81
Integrate.io7 of 81
dbt4 of 81
Kleene.ai3 of 81
Apache Airflow2 of 81
Hevo Data2 of 81
Pentaho Data Integration1 of 81
The full mid-market standing →
EnterpriseGoogle Cloud Dataflow is #12 of 14 here at 0% of first choices, 11 labels.

Seventy-seven of the eighty-four answers did not name Google Cloud Dataflow; it was the first choice in zero. The first choices in those seventy-seven answers, twelve products in all, the eight most named:

Fivetran21 of 77
Integrate.io10 of 77
Informatica Intelligent Data Management Cloud8 of 77
Informatica PowerCenter4 of 77
Talend3 of 77
dbt3 of 77
Etlworks2 of 77
Matillion2 of 77
4 more in the record.The full enterprise standing →

How to read this

A category is asked six ways of each of fourteen models on behalf of each buyer segment, so a segment is eighty-four answers. An answer belongs on this page when the judge labeled Google Cloud Dataflow neither its first choice nor an alternative in it; the products listed are the first choices those answers made, counted once per answer. An answer that named nothing first, or named Google Cloud Dataflow only in passing, is in the denominator and adds to no product. The counts are not the category standing, which is on the category page with its share and rank; they are the same record read from Google Cloud Dataflow's side.

The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Google Cloud Dataflow was named by a model, not endorsed by anyone.

Google Cloud Dataflow's pageAll products