diff --git a/cpp/src/arrow/CMakeLists.txt b/cpp/src/arrow/CMakeLists.txt
index b984bc1..84975e2 100644
--- a/cpp/src/arrow/CMakeLists.txt
+++ b/cpp/src/arrow/CMakeLists.txt
@@ -323,7 +323,7 @@ set(ARROW_TESTING_SRCS
 
 set(_allocator_dependencies "") # Empty list
 if(ARROW_JEMALLOC)
-  list(APPEND _allocator_dependencies jemalloc_ep)
+  list(APPEND _allocator_dependencies jemalloc::jemalloc)
 endif()
 if(ARROW_MIMALLOC)
   list(APPEND _allocator_dependencies mimalloc_ep)
diff --git a/cpp/src/arrow/memory_pool.cc b/cpp/src/arrow/memory_pool.cc
index cf8bf64..cf8966b 100644
--- a/cpp/src/arrow/memory_pool.cc
+++ b/cpp/src/arrow/memory_pool.cc
@@ -48,7 +48,7 @@
 // Needed to support jemalloc 3 and 4
 #define JEMALLOC_MANGLE
 // Explicitly link to our version of jemalloc
-#include "jemalloc_ep/dist/include/jemalloc/jemalloc.h"
+#include "jemalloc/jemalloc.h"
 #endif
 
 #ifdef ARROW_MIMALLOC