{"data":[{"slug":"improvado","name":"Improvado","tagline":"Marketing data platform that automates connection to 1000+ sources and enables AI-driven analysis and optimization without custom integration work","homepage":"https://improvado.io","category":{"slug":"reverse-etl","name":"Reverse ETL"},"vendor":null,"score":{"composite":90.9,"confidence":0.21,"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":81.2,"weight":0.04877777777777778,"present":true,"contribution":4},"integrations":{"value":86.3,"weight":0.04066666666666666,"present":true,"contribution":3.5},"security_posture":{"value":100,"weight":0.073,"present":true,"contribution":7.3},"pricing_transparency":{"value":0,"weight":0.084,"present":false,"contribution":0}},"computedAt":"2026-09-01T12:18:31.429Z","stale":false},"uri":"https://www.vioscale.ai/software/improvado"},{"slug":"omnata","name":"Omnata","tagline":"Direct data synchronization between Snowflake and connected systems without middleware","homepage":"https://omnata.com","category":{"slug":"reverse-etl","name":"Reverse ETL"},"vendor":null,"score":{"composite":79.2,"confidence":0.26,"confidenceBand":"low","breakdown":{"price_level":{"value":80,"weight":0.052,"present":true,"contribution":4.2},"reliability":{"value":0,"weight":0.073,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.04877777777777778,"present":false,"contribution":0},"integrations":{"value":35.4,"weight":0.04066666666666666,"present":true,"contribution":1.4},"security_posture":{"value":0,"weight":0.073,"present":false,"contribution":0},"pricing_transparency":{"value":100,"weight":0.084,"present":true,"contribution":8.4}},"computedAt":"2026-09-01T13:02:35.275Z","stale":false},"uri":"https://www.vioscale.ai/software/omnata"},{"slug":"grouparoo","name":"Grouparoo","tagline":"","homepage":"https://www.grouparoo.com","category":{"slug":"reverse-etl","name":"Reverse ETL"},"vendor":null,"score":{"composite":53.4,"confidence":0.24,"confidenceBand":"low","breakdown":{"price_level":{"value":25,"weight":0.052,"present":true,"contribution":1.3},"reliability":{"value":0,"weight":0.073,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.084,"present":false,"contribution":0},"repo_stars":{"value":54.6,"weight":0.026,"present":true,"contribution":1.4},"integrations":{"value":33,"weight":0.09355555555555557,"present":true,"contribution":3.1},"dependent_projects":{"value":20.1,"weight":0.063,"present":true,"contribution":1.3},"dev_activity":{"value":0,"weight":0.094,"present":false,"contribution":0},"release_cadence":{"value":97.8,"weight":0.052,"present":true,"contribution":5.1},"security_posture":{"value":5,"weight":0.073,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.136,"present":false,"contribution":0},"security_score":{"value":35,"weight":0.042,"present":true,"contribution":1.5},"pricing_transparency":{"value":100,"weight":0.084,"present":true,"contribution":8.4},"community_qa_activity":{"value":0,"weight":0.063,"present":false,"contribution":0}},"computedAt":"2026-09-01T12:33:03.577Z","stale":false},"uri":"https://www.vioscale.ai/software/grouparoo"},{"slug":"polytomic","name":"Polytomic","tagline":"Data synchronization and integration platform connecting warehouses, databases, and business applications","homepage":"https://www.polytomic.com","category":{"slug":"reverse-etl","name":"Reverse ETL"},"vendor":null,"score":{"composite":34.3,"confidence":0.42,"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":28.8,"weight":0.04066666666666666,"present":true,"contribution":1.2},"security_posture":{"value":55,"weight":0.073,"present":true,"contribution":4},"pricing_transparency":{"value":0,"weight":0.084,"present":true,"contribution":0}},"computedAt":"2026-09-01T13:03:28.424Z","stale":false},"uri":"https://www.vioscale.ai/software/polytomic"}],"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-01T14:50:04.564Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"price_level":0.052,"reliability":0.073,"capabilities":0.084,"repo_stars":0.026,"integrations":0.157,"dependent_projects":0.063,"dev_activity":0.094,"release_cadence":0.052,"security_posture":0.073,"package_downloads":0.136,"security_score":0.042,"pricing_transparency":0.084,"community_qa_activity":0.063}}}