diff --git a/dev/spark-test-image/docs/Dockerfile b/dev/spark-test-image/docs/Dockerfile
index a4c7f41dcd08e..f3778a342eb54 100644
--- a/dev/spark-test-image/docs/Dockerfile
+++ b/dev/spark-test-image/docs/Dockerfile
@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image for Documentat
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20260213
+ENV FULL_REFRESH_DATE=20260316
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true
@@ -71,7 +71,7 @@ RUN apt-get update && apt-get install -y \
     && rm -rf /var/lib/apt/lists/*
 
 # See more in SPARK-39959, roxygen2 < 7.2.1
-RUN Rscript -e "install.packages(c('devtools', 'knitr', 'markdown', 'rmarkdown', 'testthat'), repos='https://cloud.r-project.org/')" && \
+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')"
diff --git a/dev/spark-test-image/lint/Dockerfile b/dev/spark-test-image/lint/Dockerfile
index 751988ffb3eab..3994dcd6f1e79 100644
--- a/dev/spark-test-image/lint/Dockerfile
+++ b/dev/spark-test-image/lint/Dockerfile
@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image for Linter"
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20260210
+ENV FULL_REFRESH_DATE=20260316
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true
@@ -63,7 +63,7 @@ RUN apt-get update && apt-get install -y \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-RUN Rscript -e "install.packages(c('devtools', 'knitr', 'markdown', 'rmarkdown', 'testthat'), repos='https://cloud.r-project.org/')" \
+RUN Rscript -e "install.packages(c('devtools', 'knitr', 'markdown', 'rmarkdown', 'testthat', 'remotes'), 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('lintr', version='2.0.1', repos='https://cloud.r-project.org')" \
diff --git a/dev/spark-test-image/sparkr/Dockerfile b/dev/spark-test-image/sparkr/Dockerfile
index ad278b175ce8b..c98f6091b990d 100644
--- a/dev/spark-test-image/sparkr/Dockerfile
+++ b/dev/spark-test-image/sparkr/Dockerfile
@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image for SparkR"
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20260212
+ENV FULL_REFRESH_DATE=20260316
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true
@@ -68,7 +68,7 @@ RUN add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu jammy-c
 # See more in SPARK-39959, roxygen2 < 7.2.1
 RUN Rscript -e "install.packages(c('devtools', 'knitr', 'markdown',  \
     'rmarkdown', 'testthat', 'devtools', 'e1071', 'survival', 'arrow',  \
-    'ggplot2', 'mvtnorm', 'statmod', 'xml2'), repos='https://cloud.r-project.org/')" && \
+    'ggplot2', 'mvtnorm', 'statmod', 'xml2', '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('lintr', version='2.0.1', repos='https://cloud.r-project.org')" && \
     Rscript -e "devtools::install_version('pkgdown', version='2.0.1', repos='https://cloud.r-project.org')" && \