diff --git a/CMakeLists.txt b/CMakeLists.txt
@@ -23,6 +23,12 @@ include(GetPrerequisites)
 include(CheckCXXCompilerFlag)
 include(SplitDebugInfo)
 
+# Use the function generate_product_version on Windows
+# to attach version info in dll file attributes.
+# Make sure to pass appropriate arguments for each backend
+# to generate the correct resource file
+include(generate_product_version)
+
 set_policies(
   TYPE NEW
   POLICIES CMP0073

diff --git a/CMakeModules/generate_product_version.cmake b/CMakeModules/generate_product_version.cmake
@@ -0,0 +1,45 @@
+function(generate_product_version outfile)
+  set(options)
+  set(oneValueArgs
+    COMPANY_NAME
+    FILE_DESCRIPTION
+    FILE_NAME
+    ORIGINAL_FILE_NAME
+    COMPANY_COPYRIGHT
+  )
+  set(multiValueArgs)
+  cmake_parse_arguments(PRODUCT "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+
+  if(NOT PRODUCT_COMPANY_NAME OR "${PRODUCT_COMPANY_NAME}" STREQUAL "")
+      set(PRODUCT_COMPANY_NAME "ArrayFire")
+  endif()
+  if(NOT PRODUCT_FILE_DESCRIPTION OR "${PRODUCT_FILE_DESCRIPTION}" STREQUAL "")
+    set(PRODUCT_FILE_DESCRIPTION "ArrayFire Library")
+  endif()
+  if(NOT PRODUCT_FILE_NAME OR "${PRODUCT_FILE_NAME}" STREQUAL "")
+    set(PRODUCT_FILE_NAME "${PROJECT_NAME}")
+  endif()
+  if(NOT PRODUCT_ORIGINAL_FILE_NAME OR "${PRODUCT_ORIGINAL_FILE_NAME}" STREQUAL "")
+    set(PRODUCT_ORIGINAL_FILE_NAME "${PRODUCT_FILE_NAME}")
+  endif()
+  if(NOT PRODUCT_FILE_DESCRIPTION OR "${PRODUCT_FILE_DESCRIPTION}" STREQUAL "")
+      set(PRODUCT_FILE_DESCRIPTION "${PRODUCT_FILE_NAME}")
+  endif()
+  if(NOT PRODUCT_COMPANY_COPYRIGHT OR "${PRODUCT_COMPANY_COPYRIGHT}" STREQUAL "")
+    string(TIMESTAMP PRODUCT_CURRENT_YEAR "%Y")
+    set(PRODUCT_COMPANY_COPYRIGHT "${PRODUCT_COMPANY_NAME} (C) Copyright ${PRODUCT_CURRENT_YEAR}")
+  endif()
+
+  set(PRODUCT_VERSION ${PROJECT_VERSION})
+  set(PRODUCT_VERSION_MAJOR ${PROJECT_VERSION_MAJOR})
+  set(PRODUCT_VERSION_MINOR ${PROJECT_VERSION_MINOR})
+  set(PRODUCT_VERSION_PATCH ${PROJECT_VERSION_PATCH})
+  set(PRODUCT_INTERNAL_FILE_NAME ${PRODUCT_ORIGINAL_FILE_NAME})
+
+  set(ver_res_file "${PROJECT_BINARY_DIR}/${PRODUCT_FILE_NAME}_version_info.rc")
+  configure_file(
+    ${PROJECT_SOURCE_DIR}/CMakeModules/version_info.rc.in
+    ${ver_res_file}
+  )
+  set(${outfile} ${ver_res_file} PARENT_SCOPE)
+endfunction()
diff --git a/CMakeModules/version_info.rc.in b/CMakeModules/version_info.rc.in
@@ -0,0 +1,50 @@
+#include <winresrc.h>
+
+#define VER_FILEVERSION             @PRODUCT_VERSION_MAJOR@,@PRODUCT_VERSION_MINOR@,@PRODUCT_VERSION_PATCH@
+#define VER_FILEVERSION_STR         "@PRODUCT_VERSION@\0"
+
+
+#define VER_PRODUCTVERSION          @PRODUCT_VERSION_MAJOR@,@PRODUCT_VERSION_MINOR@,@PRODUCT_VERSION_PATCH@
+#define VER_PRODUCTVERSION_STR      "@PRODUCT_VERSION@\0"
+
+#ifndef NDEBUG
+#define VER_DEBUG 0
+#else
+#define VER_DEBUG VS_FF_DEBUG
+#endif
+
+VS_VERSION_INFO VERSIONINFO
+FILEVERSION     VER_FILEVERSION
+PRODUCTVERSION  VER_PRODUCTVERSION
+FILEFLAGSMASK   VS_FFI_FILEFLAGSMASK
+FILEFLAGS       VER_DEBUG
+FILEOS          VOS__WINDOWS32
+FILETYPE        VFT_DLL
+FILESUBTYPE     VFT2_UNKNOWN
+BEGIN
+    BLOCK "StringFileInfo"
+    BEGIN
+        BLOCK "040904E4"
+        BEGIN
+            VALUE "CompanyName",      "@PRODUCT_COMPANY_NAME@\0"
+            VALUE "FileDescription",  "@PRODUCT_FILE_DESCRIPTION@\0"
+            VALUE "FileVersion",      "@PRODUCT_VERSION@\0"
+            VALUE "InternalName",     "@PRODUCT_INTERNAL_FILE_NAME@\0"
+            VALUE "LegalCopyright",   "@PRODUCT_COMPANY_COPYRIGHT@\0"
+            VALUE "OriginalFilename", "@PRODUCT_ORIGINAL_FILE_NAME@\0"
+            VALUE "ProductName",      "@PRODUCT_FILE_NAME@\0"
+            VALUE "ProductVersion",   "@PRODUCT_VERSION@\0"
+        END
+    END
+
+    BLOCK "VarFileInfo"
+    BEGIN
+        /* The following line should only be modified for localized versions.     */
+        /* It consists of any number of WORD,WORD pairs, with each pair           */
+        /* describing a language,codepage combination supported by the file.      */
+        /*                                                                        */
+        /* For example, a file might have values "0x409,1252" indicating that it  */
+        /* supports English language (0x409) in the Windows ANSI codepage (1252). */
+        VALUE "Translation", 0x409, 1252
+    END
+END
diff --git a/src/api/unified/CMakeLists.txt b/src/api/unified/CMakeLists.txt
@@ -1,10 +1,14 @@
-
+generate_product_version(af_unified_ver_res_file
+  FILE_NAME "af"
+  FILE_DESCRIPTION "Unified Backend Dynamic-link library"
+)
 
 add_library(af "")
 add_library(ArrayFire::af ALIAS af)
 
 target_sources(af
   PRIVATE
+    ${af_unified_ver_res_file}
     ${CMAKE_CURRENT_SOURCE_DIR}/algorithm.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/arith.cpp
     ${CMAKE_CURRENT_SOURCE_DIR}/array.cpp

diff --git a/src/backend/cpu/CMakeLists.txt b/src/backend/cpu/CMakeLists.txt
@@ -7,12 +7,18 @@
 
 include(InternalUtils)
 
+generate_product_version(af_cpu_ver_res_file
+  FILE_NAME "afcpu"
+  FILE_DESCRIPTION "CPU Backend Dynamic-link library"
+)
+
 add_library(afcpu "")
 add_library(ArrayFire::afcpu ALIAS afcpu)
 
 # CPU backend source files
 target_sources(afcpu
   PRIVATE
+    $<$<PLATFORM_ID:Windows>:${af_cpu_ver_res_file}>
     Array.cpp
     Array.hpp
     anisotropic_diffusion.cpp

diff --git a/src/backend/cuda/CMakeLists.txt b/src/backend/cuda/CMakeLists.txt
@@ -5,6 +5,11 @@
 # The complete license agreement can be obtained at:
 # http://arrayfire.com/licenses/BSD-3-Clause
 
+generate_product_version(af_cuda_ver_res_file
+  FILE_NAME "afcuda"
+  FILE_DESCRIPTION "CUDA Backend Dynamic-link library"
+)
+
 dependency_check(CUDA_FOUND "CUDA not found.")
 if(AF_WITH_CUDNN)
   dependency_check(cuDNN_FOUND "CUDNN not found.")
@@ -351,6 +356,7 @@ else()
 endif()
 
 cuda_add_library(afcuda
+    $<$<PLATFORM_ID:Windows>:${af_cuda_ver_res_file}>
     ${thrust_sort_sources}
 
     EnqueueArgs.hpp

diff --git a/src/backend/opencl/CMakeLists.txt b/src/backend/opencl/CMakeLists.txt
@@ -7,6 +7,11 @@
 
 include(InternalUtils)
 
+generate_product_version(af_opencl_ver_res_file
+  FILE_NAME "afopencl"
+  FILE_DESCRIPTION "OpenCL Backend Dynamic-link library"
+)
+
 set(AF_OPENCL_BLAS_LIBRARY CLBlast CACHE STRING "Select OpenCL BLAS back-end")
 set_property(CACHE AF_OPENCL_BLAS_LIBRARY PROPERTY STRINGS "clBLAS" "CLBlast")
 
@@ -45,6 +50,7 @@ add_library(ArrayFire::afopencl ALIAS afopencl)
 
 target_sources(afopencl
   PRIVATE
+    $<$<PLATFORM_ID:Windows>:${af_opencl_ver_res_file}>
     Array.cpp
     Array.hpp
     Kernel.cpp