diff --git a/dockerfiles/ml_4.3.1.Dockerfile b/dockerfiles/ml_4.3.1.Dockerfile
index d85b579b..f8bf7a53 100644
--- a/dockerfiles/ml_4.3.1.Dockerfile
+++ b/dockerfiles/ml_4.3.1.Dockerfile
@@ -6,7 +6,7 @@ LABEL org.opencontainers.image.licenses="GPL-2.0-or-later" \
       org.opencontainers.image.authors="Carl Boettiger <cboettig@ropensci.org>"
 
 ENV S6_VERSION=v2.1.0.2
-ENV RSTUDIO_VERSION=2023.06.1+524
+ENV RSTUDIO_VERSION=2023.06.2+561
 ENV DEFAULT_USER=rstudio
 ENV PANDOC_VERSION=default
 ENV QUARTO_VERSION=default
diff --git a/dockerfiles/ml_devel.Dockerfile b/dockerfiles/ml_devel.Dockerfile
index 93c16654..df7eda77 100644
--- a/dockerfiles/ml_devel.Dockerfile
+++ b/dockerfiles/ml_devel.Dockerfile
@@ -6,7 +6,7 @@ LABEL org.opencontainers.image.licenses="GPL-2.0-or-later" \
       org.opencontainers.image.authors="Carl Boettiger <cboettig@ropensci.org>"
 
 ENV S6_VERSION=v2.1.0.2
-ENV RSTUDIO_VERSION=2023.06.1+524
+ENV RSTUDIO_VERSION=2023.06.2+561
 ENV DEFAULT_USER=rstudio
 ENV PANDOC_VERSION=default
 ENV QUARTO_VERSION=default
diff --git a/dockerfiles/rstudio_4.3.1.Dockerfile b/dockerfiles/rstudio_4.3.1.Dockerfile
index 105a84f9..8edc8638 100644
--- a/dockerfiles/rstudio_4.3.1.Dockerfile
+++ b/dockerfiles/rstudio_4.3.1.Dockerfile
@@ -6,7 +6,7 @@ LABEL org.opencontainers.image.licenses="GPL-2.0-or-later" \
       org.opencontainers.image.authors="Carl Boettiger <cboettig@ropensci.org>"
 
 ENV S6_VERSION=v2.1.0.2
-ENV RSTUDIO_VERSION=2023.06.1+524
+ENV RSTUDIO_VERSION=2023.06.2+561
 ENV DEFAULT_USER=rstudio
 ENV PANDOC_VERSION=default
 ENV QUARTO_VERSION=default
diff --git a/dockerfiles/rstudio_devel.Dockerfile b/dockerfiles/rstudio_devel.Dockerfile
index be853dcd..bb42538d 100644
--- a/dockerfiles/rstudio_devel.Dockerfile
+++ b/dockerfiles/rstudio_devel.Dockerfile
@@ -6,7 +6,7 @@ LABEL org.opencontainers.image.licenses="GPL-2.0-or-later" \
       org.opencontainers.image.authors="Carl Boettiger <cboettig@ropensci.org>"
 
 ENV S6_VERSION=v2.1.0.2
-ENV RSTUDIO_VERSION=2023.06.1+524
+ENV RSTUDIO_VERSION=2023.06.2+561
 ENV DEFAULT_USER=rstudio
 ENV PANDOC_VERSION=default
 ENV QUARTO_VERSION=default
diff --git a/stacks/4.3.1.json b/stacks/4.3.1.json
index 7c94bedf..3332b787 100644
--- a/stacks/4.3.1.json
+++ b/stacks/4.3.1.json
@@ -68,7 +68,7 @@
       "FROM": "rocker/r-ver:4.3.1",
       "ENV": {
         "S6_VERSION": "v2.1.0.2",
-        "RSTUDIO_VERSION": "2023.06.1+524",
+        "RSTUDIO_VERSION": "2023.06.2+561",
         "DEFAULT_USER": "rstudio",
         "PANDOC_VERSION": "default",
         "QUARTO_VERSION": "default"
@@ -295,7 +295,7 @@
       "FROM": "rocker/cuda:4.3.1",
       "ENV": {
         "S6_VERSION": "v2.1.0.2",
-        "RSTUDIO_VERSION": "2023.06.1+524",
+        "RSTUDIO_VERSION": "2023.06.2+561",
         "DEFAULT_USER": "rstudio",
         "PANDOC_VERSION": "default",
         "QUARTO_VERSION": "default"
diff --git a/stacks/devel.json b/stacks/devel.json
index 2e50e095..a297fe6e 100644
--- a/stacks/devel.json
+++ b/stacks/devel.json
@@ -48,7 +48,7 @@
       "FROM": "rocker/r-ver:devel",
       "ENV": {
         "S6_VERSION": "v2.1.0.2",
-        "RSTUDIO_VERSION": "2023.06.1+524",
+        "RSTUDIO_VERSION": "2023.06.2+561",
         "DEFAULT_USER": "rstudio",
         "PANDOC_VERSION": "default",
         "QUARTO_VERSION": "default"
@@ -181,7 +181,7 @@
       "FROM": "rocker/cuda:devel",
       "ENV": {
         "S6_VERSION": "v2.1.0.2",
-        "RSTUDIO_VERSION": "2023.06.1+524",
+        "RSTUDIO_VERSION": "2023.06.2+561",
         "DEFAULT_USER": "rstudio",
         "PANDOC_VERSION": "default",
         "QUARTO_VERSION": "default"