# Google Cloud Dataflow

> A serverless, fully managed platform for processing both batch and streaming data at scale

- **Canonical URI:** https://www.vioscale.ai/software/google-cloud-dataflow
- **Category:** Streaming Analytics
- **Homepage:** https://cloud.google.com/dataflow
- **Also known as:** google-cloud-dataflow
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-19T21:41:50.809Z

## Vioscale score

**17.3 / 100**, confidence 3% (low). Computed 2026-09-01. _(updating — computed under an earlier model version or past its freshness window.)_

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 0 | 0.052 | 0 | - |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 0 | 0.04877777777777778 | 0 | - |
| integrations | 17.3 | 0.04066666666666666 | 0.7 | ✓ |
| security_posture | 0 | 0.073 | 0 | - |
| pricing_transparency | 0 | 0.084 | 0 | - |

## About

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.

_Independently observed._

## Platform & deployment
- **Deployment:** Cloud / SaaS

## Integrations (3)

_Independently observed._

- Apache Beam
- Splunk
- Google Cloud Notebooks

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.model | commercial | [link](https://cloud.google.com/dataflow) | 2026-08-17 | 70% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 3 | [link](https://cloud.google.com/dataflow) | 2026-08-19 | 60% (medium) |

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*Source: Vioscale (https://www.vioscale.ai/software/google-cloud-dataflow). Independent, evidence-based software intelligence. Cite the canonical URI.*