Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| SnowflakeTop pick | #1 | #1 | #1 | |
| AWS | #6 | #4 | #2 | |
| Databricks | #2 | #7 | #7 | |
| Microsoft Fabric | #4 | #2 | #5 | |
| BigQuery | #3 | #6 | #4 | |
| Microsoft Azure | #7 | #3 | #3 | |
| Amazon Redshift | #5 | #5 | #8 | |
| Azure Synapse | — | — | #6 | |
| SAP Datasphere | #8 | — | — | |
| Teradata | — | #8 | — | |
| ClickHouse | — | #9 | — | |
| Fivetran | #9 | — | — | |
| dbt | #10 | — | — |
Responses
What each engine answered, and how the shortlist moved.
Best Enterprise Data Warehouses in 2026
- Snowflake — If you're selecting a data warehouse for a large enterprise, my recommendation is to shortlist Snowflake, Databricks, Google BigQuery, Microsoft Fabric, and Amazon Redshift.
- Databricks — If you're selecting a data warehouse for a large enterprise, my recommendation is to shortlist Snowflake, Databricks, Google BigQuery, Microsoft Fabric, and Amazon Redshift.
- BigQuery — If you're selecting a data warehouse for a large enterprise, my recommendation is to shortlist Snowflake, Databricks, Google BigQuery, Microsoft Fabric, and Amazon Redshift.
- Microsoft Fabric — If you're selecting a data warehouse for a large enterprise, my recommendation is to shortlist Snowflake, Databricks, Google BigQuery, Microsoft Fabric, and Amazon Redshift.
- Amazon Redshift — If you're selecting a data warehouse for a large enterprise, my recommendation is to shortlist Snowflake, Databricks, Google BigQuery, Microsoft Fabric, and Amazon Redshift.
- AWS — Multi-cloud support (AWS, Azure, GCP).
- Microsoft Azure — Multi-cloud support (AWS, Azure, GCP).
- SAP Datasphere — ERP · CRM · SAP · Salesforce · Applications · APIs · IoT.
- Fivetran — Fivetran · Informatica · Kafka · Airflow · dbt.
- dbt — Fivetran · Informatica · Kafka · Airflow · dbt.
- Snowflake — Snowflake is the strongest default choice for most large enterprises, especially when you need multi-cloud deployment, governed data sharing, high concurrency, and workload isolation.
- Microsoft Fabric
- Microsoft Azure
- AWS — Choose BigQuery or Redshift when the organization is already heavily invested in Google Cloud or AWS, respectively.
- Amazon Redshift
- BigQuery — Choose BigQuery or Redshift when the organization is already heavily invested in Google Cloud or AWS, respectively.
- Databricks
- Teradata
There is no single "best" enterprise data warehouse (EDW) in a vacuum ; the right choice depends heavily on your existing cloud ecosystem, data sharing needs , and budgeting structure. The top enterprise-grade data warehouses break down by their core strengths:
- Snowflake — Snowflake — Best for Multi-Cloud & Secure Data Sharing.
- AWS — Best if: Your enterprise spans multiple clouds (AWS, Azure, GCP) and you need to seamlessly share live data with external partners or clients without copying it.[](https://kanerika.com/blogs/data-warehouse-…
- Microsoft Azure — Best if: Your enterprise spans multiple clouds (AWS, Azure, GCP) and you need to seamlessly share live data with external partners or clients without copying it.[](https://kanerika.com/blogs/data-warehouse-…
- BigQuery — Google BigQuery — Best for Serverless Speed & AI/ML Integration.
- Microsoft Fabric — Microsoft Fabric / Azure Synapse — Best for Microsoft-Centric Enterprises.
- Azure Synapse — Microsoft Fabric / Azure Synapse — Best for Microsoft-Centric Enterprises.
- Databricks — Databricks SQL — Best for Lakehouse & Data Science Convergence.
- Amazon Redshift — Amazon Redshift — Best for AWS-First Architectures.
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| kanerika.com | Web | 2 | Perplexity, Google AI Mode |
| microsoft.com | Web | 2 | ChatGPT |
| amazon.com | Web | 1 | ChatGPT |
| ciopages.com | Web | 1 | ChatGPT |
| clickhouse.com | Brand site · ClickHouse | 1 | Perplexity |
| cribl.io | Web | 1 | Google AI Mode |
| databricks.com | Brand site · Databricks | 1 | ChatGPT |
| dateonic.com | Web | 1 | ChatGPT |
| domo.com | Web | 1 | Perplexity |
| fivetran.com | Brand site · Fivetran | 1 | ChatGPT |
| fortegrp.com | Web | 1 | Perplexity |
| g2.com | Review site | 1 | Perplexity |
| google.com | Web | 1 | ChatGPT |
| guideflow.com | Web | 1 | Perplexity |
| kingswaysoft.com | Web | 1 | Perplexity |
| ovaledge.com | Web | 1 | Perplexity |
| peerspot.com | Web | 1 | Perplexity |
| posthog.com | Web | 1 | Perplexity |
| snowflake.com | Brand site · Snowflake | 1 | ChatGPT |