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targets-r - Reproducible analysis pipelines with targets in R

Provides guidance and patterns for constructing, debugging, and running reproducible data analysis pipelines using the targets R package.

Tags

Updated: 2026-09-20

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Write reproducible analysis pipelines
  • Define targets with tarchetypes factories
  • Debug pipeline failures and cycles
  • Execute dynamic and static branching
  • Configure storage and cloud repositories
  • Integrate Quarto and R Markdown

Inputs

  • _targets.R configuration script
  • R function files in R/ directory
  • Input data files
  • Quarto or R Markdown documents

Outputs

  • Cached target objects in _targets/
  • Pipeline metadata and store files
  • Dependency graphs and manifest summaries
  • Rendered report files

Requirements

  • R >= 4.1.0
  • targets >= 1.12.0
  • tarchetypes >= 0.14.1

Source

  • Spec: SKILL.md

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r
targets
pipeline
reproducibility
workflow
tarchetypes
Write reproducible analysis pipelines
Define targets with tarchetypes factories
Debug pipeline failures and cycles
Execute dynamic and static branching
_targets.R configuration script
R function files in R/ directory
Input data files
Cached target objects in _targets/
Pipeline metadata and store files
Dependency graphs and manifest summaries