{"data":{"slug":"google-cloud-dataflow","name":"Google Cloud Dataflow","tagline":"A serverless, fully managed platform for processing both batch and streaming data at scale","homepage":"https://cloud.google.com/dataflow","category":{"slug":"streaming-analytics","name":"Streaming Analytics"},"vendor":null,"score":{"composite":17.3,"confidence":0.03,"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":0,"weight":0.04877777777777778,"present":false,"contribution":0},"integrations":{"value":17.3,"weight":0.04066666666666666,"present":true,"contribution":0.7},"security_posture":{"value":0,"weight":0.073,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.084,"present":false,"contribution":0}},"computedAt":"2026-09-01T13:00:52.564Z","stale":false},"uri":"https://www.vioscale.ai/software/google-cloud-dataflow","aliases":["google-cloud-dataflow"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-09-02T21:33:27.957Z","categories":[{"slug":"streaming-analytics","name":"Streaming Analytics","isPrimary":true}],"facts":{"pricing":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-17T17:16:05.911Z","confidence":0.7}}],"deployment":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"A unified data processing platform that supports real-time ETL, stream analytics, machine learning inference, and complex transformations using Apache Beam, running on Google Cloud infrastructure with automatic scaling.","provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":3,"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Apache Beam"},{"name":"Splunk"},{"name":"Google Cloud Notebooks"}],"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}}]},"factList":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-17T17:16:05.911Z","confidence":0.7}},{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}},{"attribute":"description.long","value":"A unified data processing platform that supports real-time ETL, stream analytics, machine learning inference, and complex transformations using Apache Beam, running on Google Cloud infrastructure with automatic scaling.","provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}},{"attribute":"integrations.count","value":3,"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Apache Beam"},{"name":"Splunk"},{"name":"Google Cloud Notebooks"}],"provenance":{"source":"https://cloud.google.com/dataflow","sourceType":"vioscale-crawler","retrievedAt":"2026-08-19T21:33:27.957Z","confidence":0.6}}],"integrations":[{"name":"Apache Beam"},{"name":"Splunk"},{"name":"Google Cloud Notebooks"}],"claimed":false,"updatedAt":"2026-08-19T21:41:50.809Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/google-cloud-dataflow","markdown":"https://www.vioscale.ai/software/google-cloud-dataflow.md","html":"https://www.vioscale.ai/software/google-cloud-dataflow"}},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-01T14:50:22.833Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}