manage-renv-dependencies
Manage renv Dependencies
Set up and maintain reproducible R package environments using renv.
When to Use
- Initializing dependency management for a new R project
- Adding or updating package dependencies
- Restoring a project environment on a new machine
- Troubleshooting renv restore failures
- Integrating renv with CI/CD pipelines
Inputs
- Required: R project directory
- Optional: Existing
renv.lockfile (for restore) - Optional: GitHub PAT for private packages
Procedure
Step 1: Initialize renv
renv::init()
This creates:
renv/directory (library, settings, activation script)renv.lock(dependency snapshot)- Updates
.Rprofileto activate renv on load
Expected: Project-local library created. renv/ directory and renv.lock present. .Rprofile updated with activation script.
On failure: If it hangs, check network connectivity. If it fails on a specific package, install that package manually first with install.packages() and then rerun renv::init().
Step 2: Add Dependencies
Install packages as usual:
install.packages("dplyr")
renv::install("github-user/private-pkg")
Then snapshot to record the state:
renv::snapshot()
Expected: renv.lock updated with new packages and their versions. renv::status() shows no out-of-sync packages.
On failure: If renv::snapshot() reports validation errors, run renv::dependencies() to check which packages are actually used, then renv::snapshot(force = TRUE) to bypass validation.
Step 3: Restore on Another Machine
renv::restore()
Expected: All packages installed at the exact versions in renv.lock.
On failure: Common issues: GitHub packages fail (set GITHUB_PAT in .Renviron), system dependencies missing (install with apt-get on Linux), timeouts on large packages (set options(timeout = 600) before restore), or binaries not available (renv compiles from source; ensure build tools are installed).
Step 4: Update Dependencies
# Update a specific package
renv::update("dplyr")
# Update all packages
renv::update()
# Snapshot after updates
renv::snapshot()
Expected: Target packages are updated to their latest compatible versions. renv.lock reflects the new versions after snapshot.
On failure: If renv::update() fails for a specific package, try installing it directly with renv::install("package@version") and then snapshot.
Step 5: Check Status
renv::status()
Expected: "No issues found" or a clear list of out-of-sync packages with actionable guidance.
On failure: If status reports packages used but not recorded, run renv::snapshot(). If packages are recorded but not installed, run renv::restore().
Step 6: Configure .Rprofile for Conditional Activation
if (file.exists("renv/activate.R")) {
source("renv/activate.R")
}
This ensures the project works even if renv isn't installed (CI environments, collaborators).
Expected: R sessions activate renv automatically when starting in the project directory. Sessions without renv installed still start without errors.
On failure: If .Rprofile causes errors, ensure the file.exists() guard is present. Never call source("renv/activate.R") unconditionally.
Step 7: Git Configuration
Track these files:
renv.lock # Always commit
renv/activate.R # Always commit
renv/settings.json # Always commit
.Rprofile # Commit (contains renv activation)
Ignore these (already in renv's .gitignore):
renv/library/ # Machine-specific
renv/staging/ # Temporary
renv/cache/ # Machine-specific cache
Expected: renv.lock, renv/activate.R, and renv/settings.json are tracked by Git. Machine-specific directories (renv/library/, renv/cache/) are ignored.
On failure: If renv/library/ accidentally gets committed, remove it with git rm -r --cached renv/library/ and add it to .gitignore.
Step 8: CI/CD Integration
In GitHub Actions, use the renv cache action:
- uses: r-lib/actions/setup-renv@v2
This automatically restores from renv.lock with caching.
Expected: CI pipeline restores packages from renv.lock with caching enabled. Subsequent runs are faster due to cached packages.
On failure: If CI restore fails, check that renv.lock is committed and up to date. For private GitHub packages, ensure GITHUB_PAT is set as a repository secret.
Validation
-
renv::status()reports no issues -
renv.lockis committed to version control -
renv::restore()works on a clean checkout -
.Rprofileconditionally activates renv - CI/CD uses
renv.lockfor dependency resolution
Common Pitfalls
- Running
renv::init()in wrong directory: Always verifygetwd()first - Mixing renv and system library: After
renv::init(), only use the project library - Forgetting to snapshot: After installing packages, always run
renv::snapshot() --vanillaflag:Rscript --vanillaskips.Rprofile, so renv won't activate- Large lock files in diffs: Normal —
renv.lockis designed to be diffable JSON - Bioconductor packages: Use
renv::install("bioc::PackageName")and ensure BiocManager is configured
Related Skills
create-r-package- includes renv initializationsetup-github-actions-ci- CI integration with renvsubmit-to-cran- dependency management for CRAN packages