diff --git a/cpp/cmake_modules/ThirdpartyToolchain.cmake b/cpp/cmake_modules/ThirdpartyToolchain.cmake
index a7d509de10ef1..d1d97da9765f5 100644
--- a/cpp/cmake_modules/ThirdpartyToolchain.cmake
+++ b/cpp/cmake_modules/ThirdpartyToolchain.cmake
@@ -738,9 +738,8 @@ if(DEFINED ENV{ARROW_ORC_URL})
   set(ORC_SOURCE_URL "$ENV{ARROW_ORC_URL}")
 else()
   set_urls(ORC_SOURCE_URL
-           "https://www.apache.org/dyn/closer.cgi?action=download&filename=/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
-           "https://downloads.apache.org/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
-           "https://github.com/apache/orc/archive/rel/release-${ARROW_ORC_BUILD_VERSION}.tar.gz"
+           "https://www.apache.org/dyn/closer.lua/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
+           "https://dlcdn.apache.org/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
   )
 endif()
 
@@ -817,6 +816,7 @@ if(DEFINED ENV{ARROW_THRIFT_URL})
   set(THRIFT_SOURCE_URL "$ENV{ARROW_THRIFT_URL}")
 else()
   set(THRIFT_SOURCE_URL
+      "https://www.apache.org/dyn/closer.lua/thrift/${ARROW_THRIFT_BUILD_VERSION}/thrift-${ARROW_THRIFT_BUILD_VERSION}.tar.gz"
       "https://dlcdn.apache.org/thrift/${ARROW_THRIFT_BUILD_VERSION}/thrift-${ARROW_THRIFT_BUILD_VERSION}.tar.gz"
   )
 endif()
diff --git a/cpp/thirdparty/versions.txt b/cpp/thirdparty/versions.txt
index 5d8ccb861060b..a8500ef07554f 100644
--- a/cpp/thirdparty/versions.txt
+++ b/cpp/thirdparty/versions.txt
@@ -158,7 +158,7 @@ DEPENDENCIES=(
   "ARROW_NLOHMANN_JSON_URL nlohmann-json-${ARROW_NLOHMANN_JSON_BUILD_VERSION}.tar.gz https://github.com/nlohmann/json/archive/refs/tags/${ARROW_NLOHMANN_JSON_BUILD_VERSION}.tar.gz"
   "ARROW_OPENTELEMETRY_URL opentelemetry-cpp-${ARROW_OPENTELEMETRY_BUILD_VERSION}.tar.gz https://github.com/open-telemetry/opentelemetry-cpp/archive/refs/tags/${ARROW_OPENTELEMETRY_BUILD_VERSION}.tar.gz"
   "ARROW_OPENTELEMETRY_PROTO_URL opentelemetry-proto-${ARROW_OPENTELEMETRY_PROTO_BUILD_VERSION}.tar.gz https://github.com/open-telemetry/opentelemetry-proto/archive/refs/tags/${ARROW_OPENTELEMETRY_PROTO_BUILD_VERSION}.tar.gz"
-  "ARROW_ORC_URL orc-${ARROW_ORC_BUILD_VERSION}.tar.gz https://archive.apache.org/dist/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
+  "ARROW_ORC_URL orc-${ARROW_ORC_BUILD_VERSION}.tar.gz https://dlcdn.apache.org/orc/orc-${ARROW_ORC_BUILD_VERSION}/orc-${ARROW_ORC_BUILD_VERSION}.tar.gz"
   "ARROW_PROTOBUF_URL protobuf-${ARROW_PROTOBUF_BUILD_VERSION}.tar.gz https://github.com/google/protobuf/releases/download/${ARROW_PROTOBUF_BUILD_VERSION}/protobuf-all-${ARROW_PROTOBUF_BUILD_VERSION:1}.tar.gz"
   "ARROW_RAPIDJSON_URL rapidjson-${ARROW_RAPIDJSON_BUILD_VERSION}.tar.gz https://github.com/miloyip/rapidjson/archive/${ARROW_RAPIDJSON_BUILD_VERSION}.tar.gz"
   "ARROW_RE2_URL re2-${ARROW_RE2_BUILD_VERSION}.tar.gz https://github.com/google/re2/archive/${ARROW_RE2_BUILD_VERSION}.tar.gz"