diff --git a/cmake_modules/ThirdpartyToolchain.cmake b/cmake_modules/ThirdpartyToolchain.cmake
index 8bd014ab..3f07104d 100644
--- a/cmake_modules/ThirdpartyToolchain.cmake
+++ b/cmake_modules/ThirdpartyToolchain.cmake
@@ -249,8 +249,12 @@ macro(build_fmt)
     string(REPLACE "-Werror" "" FMT_CMAKE_CXX_FLAGS ${FMT_CMAKE_CXX_FLAGS})
 
     set(FMT_CMAKE_ARGS
-        ${EP_COMMON_CMAKE_ARGS} -DCMAKE_INSTALL_PREFIX=${FMT_PREFIX}
-        "-DCMAKE_CXX_FLAGS=${FMT_CMAKE_CXX_FLAGS}" "-DCMAKE_C_FLAGS=${FMT_CMAKE_C_FLAGS}")
+        ${EP_COMMON_CMAKE_ARGS}
+        -DCMAKE_INSTALL_PREFIX=${FMT_PREFIX}
+        "-DCMAKE_CXX_FLAGS=${FMT_CMAKE_CXX_FLAGS}"
+        "-DCMAKE_C_FLAGS=${FMT_CMAKE_C_FLAGS}"
+        -DFMT_TEST=OFF
+        -DFMT_DOC=OFF)
     set(FMT_CONFIGURE CMAKE_ARGS ${FMT_CMAKE_ARGS})
     externalproject_add(fmt_ep
                         URL ${FMT_SOURCE_URL}
@@ -337,7 +341,8 @@ macro(build_zstd)
         -DCMAKE_INSTALL_PREFIX=${ZSTD_PREFIX}
         "-DCMAKE_CXX_FLAGS=${ZSTD_CMAKE_CXX_FLAGS}"
         "-DCMAKE_C_FLAGS=${ZSTD_CMAKE_C_FLAGS}"
-        -DZSTD_BUILD_SHARED=OFF)
+        -DZSTD_BUILD_SHARED=OFF
+        -DZSTD_BUILD_PROGRAMS=OFF)
 
     set(ZSTD_CONFIGURE SOURCE_SUBDIR "build/cmake" CMAKE_ARGS ${ZSTD_CMAKE_ARGS})
     externalproject_add(zstd_ep
@@ -363,7 +368,8 @@ macro(build_lz4)
         "${LZ4_PREFIX}/lib/${CMAKE_STATIC_LIBRARY_PREFIX}lz4${CMAKE_STATIC_LIBRARY_SUFFIX}"
     )
     set(LZ4_LIBRARIES ${LZ4_STATIC_LIB})
-    set(LZ4_CMAKE_ARGS ${EP_COMMON_CMAKE_ARGS} -DCMAKE_INSTALL_PREFIX=${LZ4_PREFIX})
+    set(LZ4_CMAKE_ARGS ${EP_COMMON_CMAKE_ARGS} -DCMAKE_INSTALL_PREFIX=${LZ4_PREFIX}
+                       -DLZ4_BUILD_CLI=OFF -DLZ4_BUILD_LEGACY_LZ4C=OFF)
 
     set(LZ4_CONFIGURE SOURCE_SUBDIR "build/cmake" CMAKE_ARGS ${LZ4_CMAKE_ARGS})
     externalproject_add(lz4_ep
@@ -701,6 +707,9 @@ macro(build_arrow)
     set(ARROW_CMAKE_CXX_FLAGS "${EP_CXX_FLAGS} -Wno-error")
     set(ARROW_CMAKE_C_FLAGS "${EP_C_FLAGS} -Wno-error")
     string(REPLACE "-Werror" "" ARROW_CMAKE_CXX_FLAGS ${ARROW_CMAKE_CXX_FLAGS})
+    # Fix for thrift Mutex.h missing #include <cstdint> (GCC 15 strictness)
+    # Use -include to force include cstdint for all C++ files
+    string(APPEND ARROW_CMAKE_CXX_FLAGS " -include cstdint")
 
     set(ARROW_PREFIX "${CMAKE_CURRENT_BINARY_DIR}/arrow_ep-install")
     set(ARROW_HOME "${ARROW_PREFIX}")
@@ -738,6 +747,9 @@ macro(build_arrow)
         -DARROW_DEPENDENCY_USE_SHARED=OFF
         -DARROW_BUILD_SHARED=OFF
         -DARROW_BUILD_STATIC=ON
+        -DARROW_BUILD_TESTS=OFF
+        -DARROW_BUILD_BENCHMARKS=OFF
+        -DARROW_BUILD_EXAMPLES=OFF
         -DARROW_JEMALLOC=OFF
         -DARROW_WITH_RE2=OFF
         -DARROW_WITH_UTF8PROC=OFF