Reproducibility stands as a pivotal feature within the realm of data analysis for several compelling reasons:

• It empowers users to recreate outputs effortlessly within a standard R console, independent of a reactive shiny app.
• It fosters transparency, elucidating the analytical process for both users and stakeholders.

In this context, the qenv object within the teal.code package emerges as a pivotal tool, facilitating the development of reproducible shiny/teal modules.

It’s worth noting that there exists a public shinymeta R package by RStudio, offering similar functionality. However, integrating shinymeta into teal modules poses challenges. Consequently, we recommend the use of qenv for teal-based applications.

For comprehensive insights, please refer to the qenv vignette.