Use-case fit · Prompt 2 of 8 · September 2026

A real buyer question from the September 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“We need to move data from our SaaS apps and Postgres into Snowflake. What should we use?”

ChatGPT answered 3× this snapshot

For most teams, the default recommendation is: Use an ELT pipeline tool for ingestion, plus a transformation layer in Snowflake. A practical stack is usually: Fivetran or Airbyte Cloud for SaaS apps + Postgres replication into Snowflake dbt for transformations, testing, and modeling inside Snowflake Optional: Dagster / Airflow if you need more orchestration later Short answer If you want the safest, least…

Named across its answers: 1. Fivetran2. Airbyte3. dbt4. Debezium5. Stitch

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Fivetran owns this question completely, earning the first recommendation slot in all 9 answers across every model, while Airbyte holds a consistent but clearly subordinate position at an average of 2.1. Informatica, Hightouch, Talend, and Census are invisible here despite their category rankings, meaning buyers asking this specific use-case question will never encounter them.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

All three models name Fivetran, Airbyte, dbt and Stitch on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Fivetran 111111111 9/9 · 9× first · #1

Airbyte 222222232 9/9 · never first · #2.1

Stitch 7333324 7/9 · never first · #3.6

dbt 8345576 7/9 · never first · #5.4

Matillion 844 3/9 · never first · #5.3

Debezium 3115 3/9 · never first · #6.3

Hevo Data 43 2/9 · never first · #3.5

Meltano 34 2/9 · never first · #3.5

Estuary 44 2/9 · never first · #4

Hevo 76 2/9 · never first · #6.5

Kafka 106 2/9 · never first · #8

Dagster 4 1/9 · never first · #4

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 22 brands named at least once. Never mentioned here: Informatica, Hightouch, Talend, Census, MuleSoft, Prefect, Microsoft Fabric.