diff --git a/dev/create-release/spark-rm/Dockerfile b/dev/create-release/spark-rm/Dockerfile
index e86b91968bf8..e7f558b523d0 100644
--- a/dev/create-release/spark-rm/Dockerfile
+++ b/dev/create-release/spark-rm/Dockerfile
@@ -94,7 +94,7 @@ ENV R_LIBS_SITE "/usr/local/lib/R/site-library:${R_LIBS_SITE}:/usr/lib/R/library
 RUN add-apt-repository ppa:pypy/ppa
 RUN mkdir -p /usr/local/pypy/pypy3.9 && \
     curl -sqL https://downloads.python.org/pypy/pypy3.9-v7.3.16-linux64.tar.bz2 | tar xjf - -C /usr/local/pypy/pypy3.9 --strip-components=1 && \
-    ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3.8 && \
+    ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3.9 && \
     ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3
 RUN curl -sS https://bootstrap.pypa.io/get-pip.py | pypy3
 RUN pypy3 -m pip install numpy 'six==1.16.0' 'pandas==2.2.2' scipy coverage matplotlib lxml
diff --git a/dev/infra/Dockerfile b/dev/infra/Dockerfile
index ce4736299928..5939e429b2f3 100644
--- a/dev/infra/Dockerfile
+++ b/dev/infra/Dockerfile
@@ -88,7 +88,7 @@ ENV R_LIBS_SITE "/usr/local/lib/R/site-library:${R_LIBS_SITE}:/usr/lib/R/library
 RUN add-apt-repository ppa:pypy/ppa
 RUN mkdir -p /usr/local/pypy/pypy3.9 && \
     curl -sqL https://downloads.python.org/pypy/pypy3.9-v7.3.16-linux64.tar.bz2 | tar xjf - -C /usr/local/pypy/pypy3.9 --strip-components=1 && \
-    ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3.8 && \
+    ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3.9 && \
     ln -sf /usr/local/pypy/pypy3.9/bin/pypy /usr/local/bin/pypy3
 RUN curl -sS https://bootstrap.pypa.io/get-pip.py | pypy3
 RUN pypy3 -m pip install 'numpy==1.26.4' 'six==1.16.0' 'pandas==2.2.2' scipy coverage matplotlib lxml