| name | test-shiny-app |
| description | Test Shiny applications using shinytest2 for end-to-end browser tests and testServer() for unit-testing module server logic. Covers snapshot testing, CI integration, and mocking external services. Use when adding tests to an existing Shiny application, setting up a testing strategy for a new Shiny project, writing regression tests before refactoring Shiny code, or integrating Shiny app tests into CI/CD pipelines.
|
| license | MIT |
| allowed-tools | Read Write Edit Bash Grep Glob |
| metadata | {"author":"Philipp Thoss","version":"1.0","domain":"shiny","complexity":"intermediate","language":"R","tags":"shiny, testing, shinytest2, testServer, snapshot, CI"} |
Test Shiny App
Set up comprehensive testing for Shiny applications using shinytest2 (end-to-end) and testServer() (unit tests).
When to Use
- Adding tests to an existing Shiny application
- Setting up a testing strategy for a new Shiny project
- Writing regression tests before refactoring Shiny code
- Integrating Shiny app tests into CI/CD pipelines
Inputs
- Required: Path to the Shiny application
- Required: Test scope (unit tests, end-to-end, or both)
- Optional: Whether to use snapshot testing (default: yes for e2e)
- Optional: CI platform (GitHub Actions, GitLab CI)
- Optional: Modules to test in isolation
Procedure
Step 1: Install Testing Dependencies
install.packages("shinytest2")
usethis::use_package("shinytest2", type = "Suggests")
usethis::use_testthat(edition = 3)
Expected: shinytest2 installed and testthat directory structure in place.
On failure: shinytest2 requires chromote (headless Chrome). Install Chrome/Chromium on the system. On WSL: sudo apt install -y chromium-browser. Verify with chromote::find_chrome().
Step 2: Write testServer() Unit Tests for Modules
Create tests/testthat/test-mod_dashboard.R:
test_that("dashboard module filters data correctly", {
testServer(dataFilterServer, args = list(
data = reactive(iris),
columns = c("Species", "Sepal.Length")
), {
session$setInputs(column = "Species")
session$setInputs(value_select = "setosa")
session$setInputs(apply = 1)
result <- filtered()
expect_equal(nrow(result), 50)
expect_true(all(result$Species == "setosa"
test_that
testServerdataFilterServer args
data reactiveiris
columns
expect_no_errorsessionsetInputscolumn
Key patterns:
testServer() tests module server logic without a browser
- Pass reactive arguments via the
args list
- Use
session$setInputs() to simulate user interactions
- Access reactive return values directly by name
- Test edge cases: empty data, NULL inputs, invalid values
Expected: Module tests pass with devtools::test().
On failure: If testServer() errors with "not a module server function", ensure the function uses moduleServer() internally. If session$setInputs() doesn't trigger reactives, add session$flushReact() after setting inputs.
Step 3: Write shinytest2 End-to-End Tests
Create tests/testthat/test-app-e2e.R:
test_that("app loads and displays initial state", {
app <- AppDriver$new(
app_dir = system.file(package = "myapp"),
name = "initial-load",
height = 800,
width = 1200
)
on.exit(app$stop(), add = TRUE)
app$wait_for_idle(timeout = 10000)
app$expect_values()
})
test_that("filter interaction updates the table", {
app <- AppDriver$new(
app_dir = system.file(package =
name
appstop add
appset_inputs`filter1-column`
appwait_for_idle
appset_inputs`filter1-apply`
appwait_for_idle
appexpect_valuesoutput
Key patterns:
AppDriver$new() launches the app in headless Chrome
- Always use
on.exit(app$stop()) to clean up
- Module input IDs use the format
"moduleId-inputId"
app$expect_values() creates/compares snapshot files
app$wait_for_idle() ensures reactive updates complete
Expected: End-to-end tests create snapshot files in tests/testthat/_snaps/.
On failure: If Chrome isn't found, set CHROMOTE_CHROME environment variable to the Chrome binary path. If snapshots fail on CI but pass locally, check for platform-dependent rendering differences — use app$expect_values() for data snapshots rather than app$expect_screenshot() for visual ones.
Step 4: Record a Test Interactively (Optional)
shinytest2::record_test("path/to/app")
This opens the app in a browser with a recording panel. Interact with the app, then click "Save test" to auto-generate test code.
Expected: A test file is generated in tests/testthat/ with recorded interactions.
On failure: If the recorder doesn't open, check that the app runs successfully with shiny::runApp() first. The recorder requires a working app.
Step 5: Set Up Snapshot Management
For snapshot-based tests, manage expected values:
testthat::snapshot_accept("test-app-e2e")
testthat::snapshot_review("test-app-e2e")
Add snapshot directories to version control:
tests/testthat/_snaps/ # Committed — contains expected values
Expected: Snapshot files tracked in git for regression detection.
On failure: If snapshots change unexpectedly, run testthat::snapshot_review() to see the diffs. Accept intentional changes with testthat::snapshot_accept().
Step 6: Integrate with CI
Add to .github/workflows/R-CMD-check.yaml or create a dedicated workflow:
- name: Install system dependencies
run: |
sudo apt-get update
sudo apt-get install -y chromium-browser
- name: Set Chrome path
run: echo "CHROMOTE_CHROME=$(which chromium-browser)" >> $GITHUB_ENV
- name: Run tests
run: |
Rscript -e 'devtools::test()'
For golem apps, ensure the app package is installed before testing:
- name: Install app package
run: Rscript -e 'devtools::install()'
Expected: Tests pass in CI with headless Chrome.
On failure: Common CI issues: Chrome not installed (add the apt-get step), display server missing (shinytest2 uses headless mode by default so this usually isn't an issue), or timeout on slow runners (increase timeout in AppDriver$new()).
Validation
Common Pitfalls
- Testing UI rendering instead of logic: Prefer
testServer() for logic and app$expect_values() for data. Only use app$expect_screenshot() when visual appearance matters — screenshots are brittle across platforms.
- Module ID format in e2e tests: When setting module inputs via AppDriver, use
"moduleId-inputId" format (hyphen-separated), not "moduleId.inputId".
- Flaky timing: Always call
app$wait_for_idle() after app$set_inputs(). Without it, assertions may run before reactive updates complete.
- Snapshot drift: Don't commit snapshots generated on different platforms (Mac vs Linux). Standardize on the CI platform for snapshot generation.
- Missing Chrome on CI: shinytest2 requires Chrome/Chromium. Always include the installation step in CI workflows.
Related Skills
build-shiny-module — create testable modules with clear interfaces
scaffold-shiny-app — set up app structure with testing infrastructure
write-testthat-tests — general testthat patterns for R packages
setup-github-actions-ci — CI/CD setup for R packages (golem apps)