{"data":{"slug":"soda","name":"Soda","tagline":"AI-powered data quality monitoring and anomaly detection","homepage":"https://www.soda.io/","category":{"slug":"data-observability","name":"Data Observability"},"vendor":null,"score":{"composite":42.8,"confidence":0.08,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.052,"present":false,"contribution":0},"reliability":{"value":0,"weight":0.073,"present":false,"contribution":0},"capabilities":{"value":67.1,"weight":0.04877777777777778,"present":true,"contribution":3.3},"integrations":{"value":13.7,"weight":0.04066666666666666,"present":true,"contribution":0.6},"security_posture":{"value":0,"weight":0.073,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.084,"present":false,"contribution":0}},"computedAt":"2026-09-01T11:54:55.935Z","stale":true},"uri":"https://www.vioscale.ai/software/soda","aliases":["soda"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-09-04T13:13:18.335Z","categories":[{"slug":"data-observability","name":"Data Observability","isPrimary":true}],"facts":{"description":[{"attribute":"description.long","value":"An AI-powered data quality platform that automatically detects and helps fix data issues. Core features include metrics monitoring, row-level anomaly detection, and root cause analysis, with failed records automatically stored in your data warehouse.","provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"deployment_model":"self-hosted","data_quality_rules":true,"root_cause_analysis":true,"ml_anomaly_detection":true,"incident_management_workflow":true},"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":2,"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Slack"},{"name":"Git"}],"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}}],"platform":[{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}}]},"factList":[{"attribute":"description.long","value":"An AI-powered data quality platform that automatically detects and helps fix data issues. Core features include metrics monitoring, row-level anomaly detection, and root cause analysis, with failed records automatically stored in your data warehouse.","provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"deployment_model":"self-hosted","data_quality_rules":true,"root_cause_analysis":true,"ml_anomaly_detection":true,"incident_management_workflow":true},"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}},{"attribute":"integrations.count","value":2,"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Slack"},{"name":"Git"}],"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}},{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://www.soda.io/","sourceType":"vioscale-crawler","retrievedAt":"2026-08-21T13:10:51.352Z","confidence":0.6}}],"integrations":[{"name":"Slack"},{"name":"Git"}],"claimed":false,"updatedAt":"2026-08-21T13:13:18.335Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/soda","markdown":"https://www.vioscale.ai/software/soda.md","html":"https://www.vioscale.ai/software/soda"}},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-01T14:05:20.656Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}