# Data Warehouse Software

Ranked by the Vioscale composite score: a confidence-weighted blend of independent signals, not user reviews.

| # | Software | Score | Confidence | Vendor |
|--:|---|--:|---|---|
| 1 | [SingleStore](https://www.vioscale.ai/software/singlestore) | 76.6 | 64% (medium) | - |
| 2 | [Snowflake](https://www.vioscale.ai/software/snowflake) | 68.6 | 49% (low) | - |
| 3 | [Apache Iceberg](https://www.vioscale.ai/software/apache-iceberg) | 67.2 | 34% (low) | - |
| 4 | [Delta Lake](https://www.vioscale.ai/software/delta-lake) | 66.2 | 41% (low) | - |
| 5 | [Dremio](https://www.vioscale.ai/software/dremio) | 65.2 | 63% (medium) | - |
| 6 | [DuckDB](https://www.vioscale.ai/software/duckdb) | 65.2 | 36% (low) | - |
| 7 | [Databricks](https://www.vioscale.ai/software/databricks) | 65.1 | 29% (low) | - |
| 8 | [Firebolt](https://www.vioscale.ai/software/firebolt) | 64.8 | 46% (low) | - |
| 9 | [DuckDB](https://www.vioscale.ai/software/duckdb) | 60.1 | 46% (low) | - |
| 10 | [Amazon Redshift](https://www.vioscale.ai/software/amazon-redshift) | 59.5 | 29% (low) | - |
| 11 | [Teradata](https://www.vioscale.ai/software/teradata) | 59 | 11% (low) | - |
| 12 | [Trino](https://www.vioscale.ai/software/trino) | 54.9 | 24% (low) | - |
| 13 | [Apache Hudi](https://www.vioscale.ai/software/apache-hudi) | 52 | 40% (low) | - |
| 14 | [Tinybird](https://www.vioscale.ai/software/tinybird) | 51.7 | 63% (medium) | - |
| 15 | [Google BigQuery](https://www.vioscale.ai/software/google-bigquery) | 51.5 | 42% (low) | - |
| 16 | [Azure Synapse Analytics](https://www.vioscale.ai/software/azure-synapse-analytics) | 50 | 11% (low) | - |
| 17 | [Apache Druid](https://www.vioscale.ai/software/apache-druid) | 20.2 | 9% (low) | - |

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*Source: Vioscale (https://www.vioscale.ai/categories/data-warehouse).*