Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| Databricks | #2 | #1 | #2 | |
| SnowflakeTop pick | #1 | #2 | #1 | |
| BigQuery | #3 | #3 | #3 | |
| Teradata | #5 | #4 | #4 | |
| Amazon Redshift | #4 | — | — | |
| AWS | — | — | #5 | |
| ClickHouse | — | #5 | — | |
| Microsoft Azure | — | — | #6 | |
| SAP Datasphere | #6 | — | — |
Responses
What each engine answered, and how the shortlist moved.
- Snowflake — Based on the latest available customer reviews (November 2026), Snowflake and Databricks are tied for the highest ratings among major data warehouse platforms, according to G2.
- Databricks — Based on the latest available customer reviews (November 2026), Snowflake and Databricks are tied for the highest ratings among major data warehouse platforms, according to G2.
- BigQuery
- Amazon Redshift
- Teradata
- SAP Datasphere
- Databricks — Databricks and Snowflake are tied for the best overall customer satisfaction in BARC’s 2026 comparison, each scoring 7.6/10.
- Snowflake — Databricks and Snowflake are tied for the best overall customer satisfaction in BARC’s 2026 comparison, each scoring 7.6/10.
- BigQuery — Google BigQuery: Highest PeerSpot cloud-warehouse rating at 8.7/10, though based on only 44 reviews.
- Teradata — Teradata: Highest PeerSpot enterprise-warehouse rating at 8.3/10 from 83 reviews.
When looking at user reviews and industry satisfaction across major software review platforms like G2G2 and PeerSpot, there isn’t a single runaway winner—instead, user ratings cluster closely at the top among a few dominant platforms, with the "best" choice depending heavily on what your team prioritizes (ease of use, serverless speed, or unified AI/data lakehouse workflows).[](https://www.g2.com/categories/data-warehouse)[](https://www.gartner.com/reviews/market/data-management-platforms) The…
- Snowflake — Like Snowflake, users frequently flag that running unoptimized queries can rack up a surprisingly high bill.[](https://www.g2.com/categories/data-warehouse).
- Databricks
- BigQuery
- Teradata
- AWS — What cloud ecosystem (AWS, GCP, Azure) are you primarily using?
- Microsoft Azure — What cloud ecosystem (AWS, GCP, Azure) are you primarily using?
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| g2.com | Review site | 4 | ChatGPT, Perplexity, Google AI Mode |
| peerspot.com | Web | 2 | Perplexity |
| axiobench.com | Web | 1 | Perplexity |
| barc.com | Web | 1 | Perplexity |
| clickhouse.com | Brand site · ClickHouse | 1 | Perplexity |
| featuredcustomers.com | Web | 1 | Perplexity |
| gartner.com | Analyst | 1 | Google AI Mode |
| omr.com | Web | 1 | Perplexity |
| toolradar.com | Web | 1 | Perplexity |
| trustradius.com | Review site | 1 | ChatGPT |