Modern Tidyverse Patterns

Best practices for modern tidyverse development with dplyr 1.1+ and R 4.3+

Core Principles

1. Use modern tidyverse patterns - Prioritize dplyr 1.1+ features, native pipe, and current APIs
2. Profile before optimizing - Use profvis and bench to identify real bottlenecks
3. Write readable code first - Optimize only when necessary and after profiling
4. Follow tidyverse style guide - Consistent naming, spacing, and structure

Pipe Usage (|> not %>%)

• Always use native pipe |> instead of magrittr %>%
• R 4.3+ provides all needed features

# Good - Modern native pipe
data |>