·runners
</>

runners

Guides understanding and working with Apache Beam runners (Direct, Dataflow, Flink, Spark, etc.). Use when configuring pipelines for different execution environments or debugging runner-specific issues.

12Installs·1Trend·@apache

Installation

$npx skills add https://github.com/apache/beam --skill runners

How to Install runners

Quickly install runners AI skill to your development environment via command line

  1. Open Terminal: Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.)
  2. Run Installation Command: Copy and run this command: npx skills add https://github.com/apache/beam --skill runners
  3. Verify Installation: Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw

Source: apache/beam.

SKILL.md

View raw

Overview Runners execute Beam pipelines on distributed processing backends. Each runner translates the portable Beam model to its native execution engine.

| Direct | runners/direct-java/ | Local execution for testing | | Prism | runners/prism/ | Portable local runner | | Dataflow | runners/google-cloud-dataflow-java/ | Google Cloud Dataflow | | Flink | runners/flink/ | Apache Flink | | Spark | runners/spark/ | Apache Spark | | Samza | runners/samza/ | Apache Samza | | Jet | runners/jet/ | Hazelcast Jet |

| --project | GCP project | | --region | GCP region | | --tempLocation | GCS temp location | | --stagingLocation | GCS staging | | --numWorkers | Initial workers | | --maxNumWorkers | Max workers | | --workerMachineType | VM type |

Facts (cite-ready)

Stable fields and commands for AI/search citations.

Install command
npx skills add https://github.com/apache/beam --skill runners
Category
</>Dev Tools
Verified
First Seen
2026-03-09
Updated
2026-03-10

Browse more skills from apache/beam

Quick answers

What is runners?

Guides understanding and working with Apache Beam runners (Direct, Dataflow, Flink, Spark, etc.). Use when configuring pipelines for different execution environments or debugging runner-specific issues. Source: apache/beam.

How do I install runners?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/apache/beam --skill runners Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw

Where is the source repository?

https://github.com/apache/beam