diff --git a/dev/spark-test-image/docs/Dockerfile b/dev/spark-test-image/docs/Dockerfile
index 3c29e8216b632..834b8767340b1 100644
--- a/dev/spark-test-image/docs/Dockerfile
+++ b/dev/spark-test-image/docs/Dockerfile
@@ -32,6 +32,7 @@ ENV DEBCONF_NONINTERACTIVE_SEEN=true
 RUN apt-get update && apt-get install -y \
     build-essential \
     ca-certificates \
+    cmake \
     curl \
     gfortran \
     git \
@@ -70,7 +71,7 @@ RUN apt-get update && apt-get install -y \
 RUN Rscript -e "install.packages(c('devtools', 'knitr', 'markdown', 'rmarkdown', 'testthat', 'remotes'), repos='https://cloud.r-project.org/')" && \
     Rscript -e "devtools::install_version('roxygen2', version='7.2.0', repos='https://cloud.r-project.org')" && \
     Rscript -e "devtools::install_version('pkgdown', version='2.0.1', repos='https://cloud.r-project.org')" && \
-    Rscript -e "devtools::install_version('preferably', version='0.4', repos='https://cloud.r-project.org')"
+    Rscript -e "devtools::install_version('preferably', version='0.4', repos='https://cloud.r-project.org', upgrade='never')"
 
 # See more in SPARK-39735
 ENV R_LIBS_SITE="/usr/local/lib/R/site-library:${R_LIBS_SITE}:/usr/lib/R/library"
diff --git a/dev/spark-test-image/lint/Dockerfile b/dev/spark-test-image/lint/Dockerfile
index 26729db5afbd9..e8842adfdfcfd 100644
--- a/dev/spark-test-image/lint/Dockerfile
+++ b/dev/spark-test-image/lint/Dockerfile
@@ -32,6 +32,7 @@ ENV DEBCONF_NONINTERACTIVE_SEEN=true
 RUN apt-get update && apt-get install -y \
     build-essential \
     ca-certificates \
+    cmake \
     curl \
     gfortran \
     git \
diff --git a/dev/spark-test-image/sparkr/Dockerfile b/dev/spark-test-image/sparkr/Dockerfile
index a7709edf44e6f..0bce21fdc0875 100644
--- a/dev/spark-test-image/sparkr/Dockerfile
+++ b/dev/spark-test-image/sparkr/Dockerfile
@@ -32,6 +32,7 @@ ENV DEBCONF_NONINTERACTIVE_SEEN=true
 RUN apt-get update && apt-get install -y \
     build-essential \
     ca-certificates \
+    cmake \
     curl \
     gfortran \
     git \