diff --git a/R/plotly_build.R b/R/plotly_build.R
index 2cf5de65aa..487fabded0 100644
--- a/R/plotly_build.R
+++ b/R/plotly_build.R
@@ -226,7 +226,9 @@ plotly_build.plotly <- function(p, registerFrames = TRUE) {
       # 3. The grouping from (2) and any groups detected via dplyr::groups()
       #    are combined into a single grouping variable, .plotlyGroupIndex
       builtData <- arrange_safe(builtData, ".plotlyTraceIndex")
-      isComplete <- complete.cases(builtData[names(builtData) %in% c("x", "y", "z")])
+      # Missing values have special meaning for waterfall
+      vars <- if (trace$type != "waterfall") c("x", "y", "z")
+      isComplete <- complete.cases(builtData[names(builtData) %in% vars])
       # warn about missing values if groups aren't relevant for this trace type
       if (any(!isComplete) && !has_group(trace)) {
         warning("Ignoring ", sum(!isComplete), " observations", call. = FALSE)
diff --git a/tests/figs/subplot/plotly-subplot-geo-cartesian.svg b/tests/figs/subplot/plotly-subplot-geo-cartesian.svg
index f60e007dba..514cecd0fa 100644
--- a/tests/figs/subplot/plotly-subplot-geo-cartesian.svg
+++ b/tests/figs/subplot/plotly-subplot-geo-cartesian.svg
@@ -1 +1 @@
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font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Financial income</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,315.5)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Investment income</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,287.83)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Operating profit</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,260.16999999999996)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Other expenses</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,232.5)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Personnel expenses</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,204.83)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Material expenses</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,177.17)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Purchases</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,149.5)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Net revenue</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,121.83)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Other revenue</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,94.17)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Maintenance</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,66.5)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Consulting</text></g><g class="ytick"><text text-anchor="end" x="133" y="4.199999999999999" transform="translate(0,38.83)" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(68, 68, 68); fill-opacity: 1; white-space: pre;">Sales</text></g></g><g class="overaxes-above"/></g></g><g class="polarlayer"/><g class="ternarylayer"/><g class="geolayer"/><g class="pielayer"/><g class="sunburstlayer"/><g class="glimages"/><defs id="topdefs-"><g class="clips"/></defs><g class="layer-above"><g class="imagelayer"/><g class="shapelayer"/></g><g class="infolayer"><g class="g-gtitle"/><g class="g-xtitle" transform="translate(0,-15)"><text class="xtitle" x="382" y="492" text-anchor="middle" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;">x</text></g><g class="g-ytitle" transform="translate(-76.75,0)"><text class="ytitle" transform="rotate(-90,96,232.5)" x="96" y="232.5" text-anchor="middle" style="font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 14px; fill: rgb(68, 68, 68); opacity: 1; font-weight: normal; white-space: pre;">y</text></g></g></svg>
diff --git a/tests/testthat/test-plotly-waterfall.R b/tests/testthat/test-plotly-waterfall.R
index 3edd4ed044..9556c699aa 100644
--- a/tests/testthat/test-plotly-waterfall.R
+++ b/tests/testthat/test-plotly-waterfall.R
@@ -11,4 +11,20 @@ test_that("Simple waterfall works", {
   expect_doppelganger_built(p, "waterfall-simple")
 })
 
+test_that("Waterfall missing values are retained", {
+  y <- c("Sales", "Consulting", "Maintenance", "Other revenue", "Net revenue", "Purchases", "Material expenses", "Personnel expenses", "Other expenses", "Operating profit", "Investment income", "Financial income", "Profit before tax", "Income tax (15%)", "Profit after tax")
+  
+  d <- data.frame(
+    measure = c("relative", "relative", "relative", "relative", "total", "relative", "relative", "relative", "relative", "total", "relative", "relative", "total", "relative", "total"),
+    y = factor(y, levels = y),
+    x = c(375, 128, 78, 27, NA, -327, -12, -78, -12, NA, 32, 89, NA, -45, NA)
+  )
+  
+  p <- plot_ly(d, measure = ~measure, y = ~y, x = ~x) %>%
+    add_trace(type = "waterfall", orientation = "h") %>%
+    layout(yaxis = list(autorange = "reversed"))
+  
+  expect_doppelganger_built(p, "waterfall-missing-values")
+})
+