# Google Cloud Dataflow

**Canonical:** https://apis.io/providers/google-cloud-dataflow/  
**Website:** https://cloud.google.com  
**APIs profiled:** 8

Google Cloud Dataflow is a fully managed service for executing Apache Beam pipelines for batch and streaming data processing. It provides a serverless, fast, and cost-effective way to process data at scale.

## Kin Score — 54.4 / 100 (strong)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 54.4).

| Facet | Score |
|---|---|
| Discoverability | 81.5 |
| Contract Quality | 71.1 |
| Governance | 9.8 |
| Contract Governance | 9.8 |
| Operational Transparency | 52.6 |
| Developer Ergonomics | 54.8 |
| Commercial Clarity | 47.4 |
| Access Clarity | 47.4 |

## Agent readiness — 32.5 (agent-aware)

| Dimension | Value |
|---|---|
| Spec Presence | yes |
| Agentic Access | derived |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | yes |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | documented |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | yes |

## Access

Freemium · Self-serve signup — onboarding: self-serve, pricing: freemium, trial: no (confidence: high).

## APIs (8)

- **Google Cloud Dataflow Debug API** — Operations for retrieving debug configuration and submitting debug captures.
- **Google Cloud Dataflow Flex Templates API** — Operations for launching Dataflow Flex Templates.
- **Google Cloud Dataflow Jobs API** — Operations for creating, managing, and monitoring Dataflow jobs.
- **Google Cloud Dataflow Messages API** — Operations for retrieving job status messages and logs.
- **Google Cloud Dataflow Metrics API** — Operations for obtaining job and pipeline execution metrics.
- **Google Cloud Dataflow Snapshots API** — Operations for creating, listing, getting, and deleting job snapshots.
- **Google Cloud Dataflow Stages API** — Operations for retrieving stage-level execution details.
- **Google Cloud Dataflow Templates API** — Operations for working with Dataflow classic templates.

## Agentic access (1)

- **Google Cloud Dataflow Agentic Access** — 29 operations · 14 acting

## Security (3)

- **Google Cloud Dataflow Authentication** — apiKey/oauth2 · 2 schemes
- **Google Cloud Dataflow Domain Security** — TLSv1.3 · HSTS · DMARC
- **Google Cloud Dataflow Vulnerability Disclosure** — security.txt · contact published

## Plans (1)

- **Google Cloud Dataflow Plans Pricing**

## Tags

Apache Beam, Batch Processing, Big Data, Data Processing, ETL, Stream Processing

---

Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/google-cloud-dataflow/). Scores are computed from the provider's own public artifacts under a published rubric.