{"data":{"slug":"data-warehouse","name":"Data Warehouse Software","description":null,"parent":{"slug":"data-ai","name":"Data & AI"},"children":[],"signalWeights":{"price_level":0.042,"reliability":0.157,"capabilities":0.063,"repo_stars":0.026,"integrations":0.084,"dependent_projects":0.063,"dev_activity":0.094,"release_cadence":0.052,"security_posture":0.115,"package_downloads":0.136,"security_score":0.042,"pricing_transparency":0.063,"community_qa_activity":0.063},"entities":[{"slug":"singlestore","name":"SingleStore","tagline":"A real-time database platform for seamless integration with data lakes and lakehouses","homepage":"https://www.singlestore.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":79.2,"confidence":0.72,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":99.5,"weight":0.157,"present":true,"contribution":15.6},"capabilities":{"value":57.8,"weight":0.051,"present":true,"contribution":3},"integrations":{"value":31,"weight":0.049,"present":true,"contribution":1.5},"security_posture":{"value":100,"weight":0.115,"present":true,"contribution":11.5},"pricing_transparency":{"value":45,"weight":0.063,"present":true,"contribution":2.8}},"computedAt":"2026-09-07T16:16:00.330Z","stale":false},"uri":"https://www.vioscale.ai/software/singlestore"},{"slug":"dremio","name":"Dremio","tagline":"","homepage":"https://www.dremio.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":71.7,"confidence":0.69,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":99.5,"weight":0.157,"present":true,"contribution":15.6},"capabilities":{"value":45.8,"weight":0.051,"present":true,"contribution":2.3},"integrations":{"value":28.8,"weight":0.049,"present":true,"contribution":1.4},"security_posture":{"value":75,"weight":0.115,"present":true,"contribution":8.6},"pricing_transparency":{"value":45,"weight":0.063,"present":true,"contribution":2.8}},"computedAt":"2026-09-18T12:41:22.914Z","stale":false},"uri":"https://www.vioscale.ai/software/dremio"},{"slug":"snowflake","name":"Snowflake","tagline":"A fully managed cloud platform for data, analytics, and AI workloads","homepage":"https://www.snowflake.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":{"name":"Snowflake","primaryDomain":null},"score":{"composite":68.1,"confidence":0.65,"confidenceBand":"medium","breakdown":{"price_level":{"value":0,"weight":0.042,"present":false,"contribution":0},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":91.6,"weight":0.051,"present":true,"contribution":4.7},"integrations":{"value":82.7,"weight":0.049,"present":true,"contribution":4},"security_posture":{"value":90,"weight":0.115,"present":true,"contribution":10.4},"pricing_transparency":{"value":55,"weight":0.063,"present":true,"contribution":3.5}},"computedAt":"2026-09-07T16:16:09.613Z","stale":false},"uri":"https://www.vioscale.ai/software/snowflake"},{"slug":"google-bigquery","name":"Google BigQuery","tagline":"Convert a traditional data warehouse into an intelligent, AI-powered analytics platform","homepage":"https://cloud.google.com/bigquery","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":{"name":"Google Cloud","primaryDomain":null},"score":{"composite":63.7,"confidence":0.5,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":99.5,"weight":0.157,"present":true,"contribution":15.6},"capabilities":{"value":67.1,"weight":0.051,"present":true,"contribution":3.4},"integrations":{"value":13.7,"weight":0.049,"present":true,"contribution":0.7},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"pricing_transparency":{"value":25,"weight":0.063,"present":true,"contribution":1.6}},"computedAt":"2026-09-04T13:37:19.692Z","stale":false},"uri":"https://www.vioscale.ai/software/google-bigquery"},{"slug":"firebolt","name":"Firebolt","tagline":"An open-source distributed query engine for real-time and batch analytics, deployable from a laptop to enterprise clusters with per-second billing.","homepage":"https://www.firebolt.io","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":63,"confidence":0.74,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":45.8,"weight":0.051,"present":true,"contribution":2.3},"integrations":{"value":20.1,"weight":0.049,"present":true,"contribution":1},"security_posture":{"value":80,"weight":0.115,"present":true,"contribution":9.2},"pricing_transparency":{"value":100,"weight":0.063,"present":true,"contribution":6.3}},"computedAt":"2026-09-18T12:41:34.351Z","stale":false},"uri":"https://www.vioscale.ai/software/firebolt"},{"slug":"delta-lake","name":"Delta Lake","tagline":"An open-source storage format that unifies data warehousing, analytics, and machine learning across query engines and infrastructure types","homepage":"https://delta.io","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":61.3,"confidence":0.6,"confidenceBand":"medium","breakdown":{"capabilities":{"value":57.8,"weight":0.063,"present":true,"contribution":3.6},"repo_stars":{"value":74.6,"weight":0.026,"present":true,"contribution":1.9},"integrations":{"value":34.6,"weight":0.073,"present":true,"contribution":2.5},"dependent_projects":{"value":36.4,"weight":0.063,"present":true,"contribution":2.3},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":72.2,"weight":0.052,"present":true,"contribution":3.8},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":90.1,"weight":0.136,"present":true,"contribution":12.2},"security_score":{"value":62,"weight":0.042,"present":true,"contribution":2.6},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T16:11:12.285Z","stale":false},"uri":"https://www.vioscale.ai/software/delta-lake"},{"slug":"apache-iceberg","name":"Apache Iceberg","tagline":"An open table format designed for storing and managing large-scale analytical datasets","homepage":"https://iceberg.apache.org","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":60.2,"confidence":0.57,"confidenceBand":"medium","breakdown":{"capabilities":{"value":57.8,"weight":0.063,"present":true,"contribution":3.6},"repo_stars":{"value":74.8,"weight":0.026,"present":true,"contribution":1.9},"integrations":{"value":38,"weight":0.073,"present":true,"contribution":2.8},"dependent_projects":{"value":5,"weight":0.063,"present":true,"contribution":0.3},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":72.2,"weight":0.052,"present":true,"contribution":3.8},"security_posture":{"value":5,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":91.7,"weight":0.136,"present":true,"contribution":12.5},"security_score":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T16:10:14.564Z","stale":false},"uri":"https://www.vioscale.ai/software/apache-iceberg"},{"slug":"duckdb","name":"DuckDB","tagline":"An in-process analytical database engine that runs on any device or server","homepage":"https://duckdb.org","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":{"name":"DuckDB Foundation","primaryDomain":null},"score":{"composite":59.5,"confidence":0.52,"confidenceBand":"medium","breakdown":{"capabilities":{"value":45.8,"weight":0.063,"present":true,"contribution":2.9},"repo_stars":{"value":87,"weight":0.026,"present":true,"contribution":2.3},"integrations":{"value":41.6,"weight":0.073,"present":true,"contribution":3},"dependent_projects":{"value":5,"weight":0.063,"present":true,"contribution":0.3},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":84.4,"weight":0.052,"present":true,"contribution":4.4},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":94.2,"weight":0.136,"present":true,"contribution":12.8},"security_score":{"value":0,"weight":0.042,"present":false,"contribution":0},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T21:14:59.607Z","stale":false},"uri":"https://www.vioscale.ai/software/duckdb"},{"slug":"databricks","name":"Databricks","tagline":"A unified platform combining data storage, analytics, and AI capabilities in a single system","homepage":"https://databricks.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":57.3,"confidence":0.49,"confidenceBand":"low","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":57.8,"weight":0.051,"present":true,"contribution":3},"integrations":{"value":22.4,"weight":0.049,"present":true,"contribution":1.1},"security_posture":{"value":5,"weight":0.115,"present":false,"contribution":0},"pricing_transparency":{"value":100,"weight":0.063,"present":true,"contribution":6.3}},"computedAt":"2026-09-07T16:13:39.584Z","stale":false},"uri":"https://www.vioscale.ai/software/databricks"},{"slug":"presto","name":"Presto","tagline":"","homepage":"https://prestodb.io","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":52.8,"confidence":0.41,"confidenceBand":"low","breakdown":{"capabilities":{"value":28.9,"weight":0.063,"present":true,"contribution":1.8},"repo_stars":{"value":79.7,"weight":0.026,"present":true,"contribution":2.1},"integrations":{"value":0,"weight":0.073,"present":false,"contribution":0},"dependent_projects":{"value":44.1,"weight":0.063,"present":true,"contribution":2.8},"dev_activity":{"value":61.8,"weight":0.094,"present":true,"contribution":5.8},"release_cadence":{"value":73.9,"weight":0.052,"present":true,"contribution":3.8},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":51,"weight":0.042,"present":true,"contribution":2.1},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-11T16:02:56.643Z","stale":false},"uri":"https://www.vioscale.ai/software/presto"},{"slug":"amazon-redshift","name":"Amazon Redshift","tagline":"A high-performance managed data warehouse combining warehouse and data lake analytics with AWS Graviton-based computing.","homepage":"https://aws.amazon.com/redshift","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":52.4,"confidence":0.64,"confidenceBand":"medium","breakdown":{"price_level":{"value":0,"weight":0.042,"present":false,"contribution":0},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":67.1,"weight":0.051,"present":true,"contribution":3.4},"integrations":{"value":26,"weight":0.049,"present":true,"contribution":1.3},"security_posture":{"value":35,"weight":0.115,"present":true,"contribution":4},"pricing_transparency":{"value":100,"weight":0.063,"present":true,"contribution":6.3}},"computedAt":"2026-09-07T16:12:24.962Z","stale":false},"uri":"https://www.vioscale.ai/software/amazon-redshift"},{"slug":"tinybird","name":"Tinybird","tagline":"Managed ClickHouse platform for rapid real-time data product development","homepage":"https://www.tinybird.co","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":52.1,"confidence":0.73,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":28.9,"weight":0.051,"present":true,"contribution":1.5},"integrations":{"value":26,"weight":0.049,"present":true,"contribution":1.3},"security_posture":{"value":70,"weight":0.115,"present":true,"contribution":8.1},"pricing_transparency":{"value":45,"weight":0.063,"present":true,"contribution":2.8}},"computedAt":"2026-09-18T12:43:11.719Z","stale":false},"uri":"https://www.vioscale.ai/software/tinybird"},{"slug":"teradata","name":"Teradata","tagline":"","homepage":"https://www.teradata.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":{"name":"Teradata Corporation","primaryDomain":null},"score":{"composite":51.7,"confidence":0.21,"confidenceBand":"low","breakdown":{"price_level":{"value":80,"weight":0.042,"present":true,"contribution":3.4},"reliability":{"value":0,"weight":0.157,"present":false,"contribution":0},"capabilities":{"value":28.9,"weight":0.051,"present":true,"contribution":1.5},"integrations":{"value":31,"weight":0.049,"present":true,"contribution":1.5},"security_posture":{"value":5,"weight":0.115,"present":false,"contribution":0},"pricing_transparency":{"value":75,"weight":0.063,"present":true,"contribution":4.7}},"computedAt":"2026-09-07T16:16:15.103Z","stale":false},"uri":"https://www.vioscale.ai/software/teradata"},{"slug":"apache-hudi","name":"Apache Hudi","tagline":"An open-source data platform that enables transactional data operations and incremental processing across cloud storage systems","homepage":"https://hudi.apache.org","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":51.5,"confidence":0.59,"confidenceBand":"medium","breakdown":{"capabilities":{"value":45.8,"weight":0.063,"present":true,"contribution":2.9},"repo_stars":{"value":71.6,"weight":0.026,"present":true,"contribution":1.9},"integrations":{"value":27.4,"weight":0.073,"present":true,"contribution":2},"dependent_projects":{"value":42.6,"weight":0.063,"present":true,"contribution":2.7},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":66.1,"weight":0.052,"present":true,"contribution":3.4},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":50.8,"weight":0.136,"present":true,"contribution":6.9},"security_score":{"value":65,"weight":0.042,"present":true,"contribution":2.7},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-14T09:33:55.924Z","stale":false},"uri":"https://www.vioscale.ai/software/apache-hudi"},{"slug":"trino","name":"Trino","tagline":"A distributed query engine for running SQL analytics across large-scale datasets","homepage":"https://trino.io","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":50.9,"confidence":0.54,"confidenceBand":"medium","breakdown":{"capabilities":{"value":28.9,"weight":0.063,"present":true,"contribution":1.8},"repo_stars":{"value":77.7,"weight":0.026,"present":true,"contribution":2},"integrations":{"value":31,"weight":0.073,"present":true,"contribution":2.3},"dependent_projects":{"value":44.5,"weight":0.063,"present":true,"contribution":2.8},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":75,"weight":0.052,"present":true,"contribution":3.9},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":56,"weight":0.042,"present":true,"contribution":2.4},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T21:18:16.728Z","stale":false},"uri":"https://www.vioscale.ai/software/trino"},{"slug":"azure-synapse-analytics","name":"Azure Synapse Analytics","tagline":"A unified analytics service that combines enterprise data warehousing with big data processing to accelerate insights","homepage":"https://azure.microsoft.com/en-us/products/synapse-analytics","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":{"name":"Microsoft","primaryDomain":null},"score":{"composite":50,"confidence":0.14,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.042,"present":false,"contribution":0},"reliability":{"value":50,"weight":0.157,"present":true,"contribution":7.9},"capabilities":{"value":0,"weight":0.051,"present":false,"contribution":0},"integrations":{"value":0,"weight":0.049,"present":false,"contribution":0},"security_posture":{"value":5,"weight":0.115,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-07T16:12:51.694Z","stale":false},"uri":"https://www.vioscale.ai/software/azure-synapse-analytics"},{"slug":"apache-doris","name":"Apache Doris","tagline":"","homepage":"https://doris.apache.org","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":49.8,"confidence":0.33,"confidenceBand":"low","breakdown":{"capabilities":{"value":28.9,"weight":0.063,"present":true,"contribution":1.8},"repo_stars":{"value":79.2,"weight":0.026,"present":true,"contribution":2.1},"integrations":{"value":0,"weight":0.073,"present":false,"contribution":0},"dependent_projects":{"value":5,"weight":0.063,"present":true,"contribution":0.3},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":90,"weight":0.052,"present":true,"contribution":4.7},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":0,"weight":0.042,"present":false,"contribution":0},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T20:53:02.213Z","stale":false},"uri":"https://www.vioscale.ai/software/apache-doris"},{"slug":"apache-druid","name":"Apache Druid","tagline":"A real-time analytics database optimized for fast queries and high-concurrency workloads","homepage":"https://druid.apache.org","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":49.1,"confidence":0.55,"confidenceBand":"medium","breakdown":{"capabilities":{"value":28.9,"weight":0.063,"present":true,"contribution":1.8},"repo_stars":{"value":78.2,"weight":0.026,"present":true,"contribution":2},"integrations":{"value":17.3,"weight":0.073,"present":true,"contribution":1.3},"dependent_projects":{"value":40.4,"weight":0.063,"present":true,"contribution":2.5},"dev_activity":{"value":63.1,"weight":0.094,"present":true,"contribution":5.9},"release_cadence":{"value":66.1,"weight":0.052,"present":true,"contribution":3.4},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":75,"weight":0.042,"present":true,"contribution":3.2},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-10T21:13:45.352Z","stale":false},"uri":"https://www.vioscale.ai/software/apache-druid"},{"slug":"starrocks","name":"StarRocks","tagline":"An open-source SQL query engine optimized for rapid analytics across data warehouses and data lakes","homepage":"https://www.starrocks.io","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":47.3,"confidence":0.1,"confidenceBand":"low","breakdown":{"capabilities":{"value":45.8,"weight":0.063,"present":true,"contribution":2.9},"repo_stars":{"value":0,"weight":0.026,"present":false,"contribution":0},"integrations":{"value":33.8,"weight":0.073,"present":true,"contribution":2.5},"dependent_projects":{"value":0,"weight":0.063,"present":false,"contribution":0},"dev_activity":{"value":0,"weight":0.094,"present":false,"contribution":0},"release_cadence":{"value":0,"weight":0.052,"present":false,"contribution":0},"security_posture":{"value":0,"weight":0.115,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":0,"weight":0.042,"present":false,"contribution":0},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-04T16:13:04.857Z","stale":false},"uri":"https://www.vioscale.ai/software/starrocks"},{"slug":"vertica","name":"Vertica","tagline":"AI-capable analytics engine for processing large structured and semi-structured datasets with high-speed columnar processing","homepage":"https://www.vertica.com","category":{"slug":"data-warehouse","name":"Data Warehouse Software"},"vendor":null,"score":{"composite":41.1,"confidence":0.14,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.042,"present":false,"contribution":0},"reliability":{"value":0,"weight":0.157,"present":false,"contribution":0},"capabilities":{"value":45.8,"weight":0.051,"present":true,"contribution":2.3},"integrations":{"value":0,"weight":0.049,"present":false,"contribution":0},"security_posture":{"value":15,"weight":0.115,"present":true,"contribution":1.7},"pricing_transparency":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-01T22:32:18.492Z","stale":false},"uri":"https://www.vioscale.ai/software/vertica"}],"ranking":{"ranked":true,"reason":null},"uri":"https://www.vioscale.ai/categories/data-warehouse","entityCount":20},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-21T02:33:52.123Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"price_level":0.042,"reliability":0.157,"capabilities":0.063,"repo_stars":0.026,"integrations":0.084,"dependent_projects":0.063,"dev_activity":0.094,"release_cadence":0.052,"security_posture":0.115,"package_downloads":0.136,"security_score":0.042,"pricing_transparency":0.063,"community_qa_activity":0.063}}}