diff --git a/CMakeLists.txt b/CMakeLists.txt
index eebf3d6f62..1943d894e3 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -356,6 +356,7 @@ set(LUAJIT_TEST_INIT "${PROJECT_SOURCE_DIR}/test/luajit-test-init.lua" CACHE STR
   "Lua code need to be run before tests are started."
 )
 
+enable_testing()
 add_subdirectory(test)
 
 # --- Misc rules ---------------------------------------------------------------
diff --git a/test/CMakeLists.txt b/test/CMakeLists.txt
index 58cba5ba6e..b6c018a67a 100644
--- a/test/CMakeLists.txt
+++ b/test/CMakeLists.txt
@@ -73,6 +73,11 @@ add_custom_target(${PROJECT_NAME}-lint DEPENDS
 set(LUAJIT_TEST_COMMAND "${LUAJIT_TEST_BINARY} -e dofile[[${LUAJIT_TEST_INIT}]]")
 separate_arguments(LUAJIT_TEST_COMMAND)
 
+set(TEST_FLAGS --schedule-random --parallel ${CMAKE_BUILD_PARALLEL_LEVEL})
+if(CMAKE_VERBOSE_MAKEFILE)
+  list(APPEND TEST_FLAGS --verbose --output-on-failure)
+endif()
+
 add_subdirectory(LuaJIT-tests)
 add_subdirectory(PUC-Rio-Lua-5.1-tests)
 add_subdirectory(lua-Harness-tests)
@@ -86,22 +91,3 @@ add_custom_target(${PROJECT_NAME}-test DEPENDS
   tarantool-c-tests
   tarantool-tests
 )
-
-if(LUAJIT_USE_TEST)
-  if(POLICY CMP0037)
-    if(CMAKE_VERSION VERSION_LESS 3.11)
-      # CMake below 3.11 reserves the name 'test'. Use old policy.
-      # https://cmake.org/cmake/help/v3.11/release/3.11.html#other-changes
-      cmake_policy(SET CMP0037 OLD)
-    else()
-      # Starting from CMake 3.11 the name 'test' is reserved in
-      # special cases and can be used as a target name.
-      cmake_policy(SET CMP0037 NEW)
-    endif()
-  endif(POLICY CMP0037)
-
-  add_custom_target(test DEPENDS
-    ${PROJECT_NAME}-test
-    ${PROJECT_NAME}-lint
-  )
-endif()
diff --git a/test/LuaJIT-tests/CMakeLists.txt b/test/LuaJIT-tests/CMakeLists.txt
index 9cd76ee9fd..b2353eb8ac 100644
--- a/test/LuaJIT-tests/CMakeLists.txt
+++ b/test/LuaJIT-tests/CMakeLists.txt
@@ -1,12 +1,22 @@
 # See the rationale in the root CMakeLists.txt
 cmake_minimum_required(VERSION 3.1 FATAL_ERROR)
 
-add_custom_target(LuaJIT-tests DEPENDS ${LUAJIT_TEST_BINARY})
-
-add_custom_command(TARGET LuaJIT-tests
-  COMMENT "Running LuaJIT-tests"
+# The test suite has its own test runner
+# (test/LuaJIT-tests/test.lua), it is not possible
+# to run these tests separately by CTest.
+message(STATUS "Add test test/LuaJIT-tests")
+add_test(NAME "test/LuaJIT-tests"
   COMMAND
     ${LUAJIT_TEST_COMMAND} ${CMAKE_CURRENT_SOURCE_DIR}/test.lua
     +slow +ffi +bit +jit
   WORKING_DIRECTORY ${CMAKE_CURRENT_SOURCE_DIR}
 )
+set_tests_properties("test/LuaJIT-tests" PROPERTIES
+  LABELS luajit
+  TIMEOUT 10
+)
+
+add_custom_target(LuaJIT-tests
+  COMMAND ctest -L luajit ${TEST_FLAGS}
+  DEPENDS luajit-main
+)
diff --git a/test/PUC-Rio-Lua-5.1-tests/CMakeLists.txt b/test/PUC-Rio-Lua-5.1-tests/CMakeLists.txt
index 98277f9ad4..7288a64bcc 100644
--- a/test/PUC-Rio-Lua-5.1-tests/CMakeLists.txt
+++ b/test/PUC-Rio-Lua-5.1-tests/CMakeLists.txt
@@ -34,17 +34,23 @@ add_subdirectory(libs)
 # But, unfortunately, <ltests.c> depends on specific PUC-Rio
 # Lua 5.1 internal headers and should be adapted for LuaJIT.
 
-add_custom_target(PUC-Rio-Lua-5.1-tests
-  DEPENDS ${LUAJIT_TEST_BINARY} PUC-Rio-Lua-5.1-tests-prepare
+# The test suite has its own test runner
+# (test/PUC-Rio-Lua-5.1-tests/all.lua), it is not possible
+# to run these tests separately by CTest.
+message(STATUS "Add test test/PUC-Rio-Lua-5.1")
+add_test(NAME "test/PUC-Rio-Lua-5.1"
+  COMMAND ${LUAJIT_TEST_COMMAND} ${CMAKE_CURRENT_SOURCE_DIR}/all.lua
+  WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+)
+set_tests_properties("test/PUC-Rio-Lua-5.1" PROPERTIES
+  ENVIRONMENT "LUA_PATH=${LUA_PATH}\;\;"
+  LABELS lua
+  TIMEOUT 10
 )
 
-add_custom_command(TARGET PUC-Rio-Lua-5.1-tests
-  COMMENT "Running PUC-Rio Lua 5.1 tests"
-  COMMAND
-  env
-    LUA_PATH="${LUA_PATH}"
-    ${LUAJIT_TEST_COMMAND} ${CMAKE_CURRENT_SOURCE_DIR}/all.lua
-  WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+add_custom_target(PUC-Rio-Lua-5.1-tests
+  COMMAND ctest -L lua ${TEST_FLAGS}
+  DEPENDS luajit-main PUC-Rio-Lua-5.1-tests-prepare
 )
 
 # vim: expandtab tabstop=2 shiftwidth=2
diff --git a/test/lua-Harness-tests/CMakeLists.txt b/test/lua-Harness-tests/CMakeLists.txt
index f748a8fd32..9cd2319e98 100644
--- a/test/lua-Harness-tests/CMakeLists.txt
+++ b/test/lua-Harness-tests/CMakeLists.txt
@@ -4,12 +4,6 @@
 # See the rationale in the root CMakeLists.txt
 cmake_minimum_required(VERSION 3.1 FATAL_ERROR)
 
-find_program(PROVE prove)
-if(NOT PROVE)
-  message(WARNING "`prove' is not found, so lua-Harness-tests target is not generated")
-  return()
-endif()
-
 # Tests create temporary files (see 303-package.t and 411-luajit.t
 # for example) to be required. Also, they require some files from
 # the original test source directory.
@@ -20,23 +14,30 @@ make_lua_path(LUA_PATH
     ${LUAJIT_SOURCE_DIR}/?.lua
     ${LUAJIT_BINARY_DIR}/?.lua
 )
-set(LUA_TEST_FLAGS --failures --shuffle)
 
-if(CMAKE_VERBOSE_MAKEFILE)
-  list(APPEND LUA_TEST_FLAGS --verbose)
-endif()
+set(SUITE_NAME "lua-Harness-tests")
+file(GLOB tests ${CMAKE_CURRENT_SOURCE_DIR} "*.t")
+foreach(test_path ${tests})
+  get_filename_component(test_name ${test_path} NAME)
+  if (${test_name} STREQUAL ${SUITE_NAME})
+    continue()
+  endif (${test_name} STREQUAL ${SUITE_NAME})
+  set(test_title "test/${SUITE_NAME}/${test_name}")
+  message(STATUS "Add test ${test_title}")
+  add_test(NAME ${test_title}
+           COMMAND ${LUAJIT_TEST_COMMAND} -l profile_luajit21 ${test_path}
+           WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+  )
+  set_tests_properties(${test_title} PROPERTIES
+    ENVIRONMENT "LUA_PATH=${LUA_PATH}\;"
+    LABELS lua-Harness
+    TIMEOUT 5
+  )
+endforeach()
 
-add_custom_target(lua-Harness-tests DEPENDS ${LUAJIT_TEST_BINARY})
-add_custom_command(TARGET lua-Harness-tests
-  COMMENT "Running lua-Harness tests"
-  COMMAND
-  env
-    LUA_PATH="${LUA_PATH}"
-    ${PROVE} ${CMAKE_CURRENT_SOURCE_DIR}
-      --exec '${LUAJIT_TEST_COMMAND} -l profile_luajit21'
-      --jobs ${CMAKE_BUILD_PARALLEL_LEVEL}
-      ${LUA_TEST_FLAGS}
-  WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+add_custom_target(lua-Harness-tests
+  COMMAND ctest -L lua-Harness ${TEST_FLAGS}
+  DEPENDS luajit-main
 )
 
 # vim: expandtab tabstop=2 shiftwidth=2
diff --git a/test/tarantool-c-tests/CMakeLists.txt b/test/tarantool-c-tests/CMakeLists.txt
index 172553451b..b51ea35aa2 100644
--- a/test/tarantool-c-tests/CMakeLists.txt
+++ b/test/tarantool-c-tests/CMakeLists.txt
@@ -1,15 +1,4 @@
-find_program(PROVE prove)
-if(NOT PROVE)
-  message(WARNING "`prove' is not found, so tarantool-c-tests target is not generated")
-  return()
-endif()
-
 set(C_TEST_SUFFIX .c_test)
-set(C_TEST_FLAGS --failures --shuffle)
-
-if(CMAKE_VERBOSE_MAKEFILE)
-  list(APPEND C_TEST_FLAGS --verbose)
-endif()
 
 # Build libtest.
 
@@ -49,21 +38,30 @@ foreach(test_source ${tests})
   LIST(APPEND TESTS_COMPILED ${exe})
 endforeach()
 
+# Note, we cannot globbing generated files in CMake, see
+# https://stackoverflow.com/questions/44076307/cmake-globbing-generated-files
+# To workaround this we globbing source files and generated tests
+# with path to executable binaries.
+file(GLOB tests ${CMAKE_CURRENT_SOURCE_DIR} "*.test.c")
+set(SUITE_NAME "tarantool-c-tests")
+foreach(test_path ${tests})
+  get_filename_component(test_name ${test_path} NAME_WE)
+  if (${test_name} STREQUAL ${SUITE_NAME})
+    continue()
+  endif (${test_name} STREQUAL ${SUITE_NAME})
+  set(test_title "test/${SUITE_NAME}/${test_name}${C_TEST_SUFFIX}")
+  message(STATUS "Add test ${test_title}")
+  add_test(NAME ${test_title}
+    COMMAND ${CMAKE_CURRENT_BINARY_DIR}/${test_name}${C_TEST_SUFFIX}
+    WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+  )
+  set_tests_properties(${test_title} PROPERTIES
+    LABELS tarantool-c
+    TIMEOUT 5
+  )
+endforeach()
+
 add_custom_target(tarantool-c-tests
+  COMMAND ctest -L tarantool-c ${TEST_FLAGS}
   DEPENDS libluajit libtest ${TESTS_COMPILED}
 )
-
-add_custom_command(TARGET tarantool-c-tests
-  COMMENT "Running Tarantool C tests"
-  COMMAND
-  ${PROVE}
-    ${CMAKE_CURRENT_BINARY_DIR}
-    --ext ${C_TEST_SUFFIX}
-    --jobs ${CMAKE_BUILD_PARALLEL_LEVEL}
-    # Report any TAP parse errors, if any, since test module is
-    # maintained by us.
-    --parse
-    ${C_TEST_FLAGS}
-  WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
-)
-
diff --git a/test/tarantool-tests/CMakeLists.txt b/test/tarantool-tests/CMakeLists.txt
index c15d60376d..0babf243c9 100644
--- a/test/tarantool-tests/CMakeLists.txt
+++ b/test/tarantool-tests/CMakeLists.txt
@@ -4,12 +4,6 @@
 # See the rationale in the root CMakeLists.txt.
 cmake_minimum_required(VERSION 3.1 FATAL_ERROR)
 
-find_program(PROVE prove)
-if(NOT PROVE)
-  message(WARNING "`prove' is not found, so tarantool-tests target is not generated")
-  return()
-endif()
-
 macro(BuildTestCLib lib sources)
   add_library(${lib} SHARED EXCLUDE_FROM_ALL ${sources})
   target_include_directories(${lib} PRIVATE
@@ -83,22 +77,19 @@ make_lua_path(LUA_PATH
     ${PROJECT_SOURCE_DIR}/tools/?.lua
     ${LUAJIT_SOURCE_DIR}/?.lua
     ${LUAJIT_BINARY_DIR}/?.lua
+    ${PROJECT_BINARY_DIR}/src/?.lua
 )
+
 # Update LUA_CPATH with the library paths collected within
 # <BuildTestLib> macro.
 make_lua_path(LUA_CPATH PATHS ${LUA_CPATHS})
 
 set(LUA_TEST_SUFFIX .test.lua)
-set(LUA_TEST_FLAGS --failures --shuffle)
 set(LUA_TEST_ENV
   "LUA_PATH=\"${LUA_PATH}\""
   "LUA_CPATH=\"${LUA_CPATH}\""
 )
 
-if(CMAKE_VERBOSE_MAKEFILE)
-  list(APPEND LUA_TEST_FLAGS --verbose)
-endif()
-
 # XXX: Since the auxiliary libraries are built as a dynamically
 # loaded modules on MacOS instead of shared libraries as it is
 # done on Linux and BSD, another environment variable should be
@@ -133,25 +124,24 @@ else()
   list(APPEND LUA_TEST_ENV_MORE LD_LIBRARY_PATH=${LD_LIBRARY_PATH})
 endif()
 
-# LUA_CPATH and LD_LIBRARY_PATH variables and also TESTLIBS list
-# with dependecies are set in scope of BuildTestLib macro.
+file(GLOB_RECURSE tests ${CMAKE_CURRENT_SOURCE_DIR} "*${LUA_TEST_SUFFIX}")
+foreach(test_path ${tests})
+  get_filename_component(test_name ${test_path} NAME)
+  set(test_title "test/tarantool-tests/${test_name}")
+  message(STATUS "Add test ${test_title}")
+  add_test(NAME ${test_title}
+    COMMAND ${LUAJIT_TEST_COMMAND} ${test_path}
+    WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+  )
+  set_tests_properties(${test_title} PROPERTIES
+    ENVIRONMENT "LUA_PATH=${LUA_PATH};\;\;;LUA_CPATH=${LUA_CPATH}\;\;;LD_LIBRARY_PATH=${LD_LIBRARY_PATH}"
+    DEPENDS "luajit-main;${LUAJIT_BIN};${TESTLIBS};${LUAJIT_TEST_BINARY}"
+    LABELS tarantool
+    TIMEOUT 30
+  )
+endforeach()
+
 add_custom_target(tarantool-tests
-  DEPENDS ${LUAJIT_TEST_BINARY} ${TESTLIBS}
+  COMMAND ctest -L tarantool ${TEST_FLAGS}
+  DEPENDS luajit-main ${TESTLIBS}
 )
-add_custom_command(TARGET tarantool-tests
-  COMMENT "Running Tarantool tests"
-  COMMAND
-  # XXX: We can't move everything to the "inner" env, since there
-  # are some issues with escaping ';' for different shells. As
-  # a result LUA_PATH/LUA_CPATH variables are set via the "outer"
-  # env, since they are not stripped by SIP like LD_*/DYLD_* are.
-  env
-    ${LUA_TEST_ENV}
-    ${PROVE} ${CMAKE_CURRENT_SOURCE_DIR}
-      --exec 'env ${LUA_TEST_ENV_MORE} ${LUAJIT_TEST_COMMAND}'
-      --ext ${LUA_TEST_SUFFIX}
-      --jobs ${CMAKE_BUILD_PARALLEL_LEVEL}
-      ${LUA_TEST_FLAGS}
-  WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
-)
-