diff --git a/deps-build/arrow_win32_vs14_Debug-0.17.1.zip b/deps-build/arrow_win32_vs14_Debug-0.17.1.zip
new file mode 100644
index 0000000000..4c9d5a1750
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diff --git a/deps-build/arrow_win32_vs14_Release-0.17.1.zip b/deps-build/arrow_win32_vs14_Release-0.17.1.zip
new file mode 100644
index 0000000000..0b9ee9ec42
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diff --git a/deps-build/arrow_win64_vs14_Debug-0.17.1.zip b/deps-build/arrow_win64_vs14_Debug-0.17.1.zip
new file mode 100644
index 0000000000..5c45816335
Binary files /dev/null and b/deps-build/arrow_win64_vs14_Debug-0.17.1.zip differ
diff --git a/deps-build/arrow_win64_vs14_Release-0.17.1.zip b/deps-build/arrow_win64_vs14_Release-0.17.1.zip
new file mode 100644
index 0000000000..ea1038b220
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diff --git a/scripts/_init.bat b/scripts/_init.bat
index 878fc94c09..4436a5a8b1 100644
--- a/scripts/_init.bat
+++ b/scripts/_init.bat
@@ -14,7 +14,8 @@ if /I "%platform%"=="x64" set platform=x64
 if /I "%platform%"=="x86" set platform=x86
 
 set curdir=%cd%
-set ARROW_FROM_SOURCE=1
+:: SNOW-937196: temporarily disable building arrow from source to revert to pre-build arrow on Windows and Linux x86
+:: set ARROW_FROM_SOURCE=1
 
 if defined arch (
     if not "%platform%"=="" (
diff --git a/scripts/build_arrow.bat b/scripts/build_arrow.bat
index 1888ce07d3..2e3bbc367e 100644
--- a/scripts/build_arrow.bat
+++ b/scripts/build_arrow.bat
@@ -10,7 +10,9 @@ call %*
 goto :EOF
 
 :get_version
-    set version=%arrow_version%
+:: SNOW-937196: temporarily disable building arrow from source to revert to pre-build arrow on Windows and Linux x86
+::    set version=%arrow_version%
+    set version=0.17.1
     goto :EOF
 
 :build