diff --git a/CMakeLists.txt b/CMakeLists.txt
index 5261d0e..e8ae993 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -148,9 +148,19 @@ if (NOT APPLE)
 endif()
 
 find_package(HDF5 1.8.16)
-find_package(zstd 1.3.1 REQUIRED)
 find_package(Sanitizers)
 
+# We need CONFIG on macOS to avoid linking to brew. This also changes
+# the name of the target.
+if (APPLE)
+    find_package(zstd 1.3.1 REQUIRED CONFIG)
+    set(zstd_target zstd::libzstd_static)
+    set(ZSTD_LIBRARY $<TARGET_FILE:zstd::libzstd_static>)
+else()
+    find_package(zstd 1.3.1 REQUIRED)
+    set(zstd_target zstd::zstd)
+endif()
+
 get_filename_component(STREAMVBYTE_SOURCE_DIR
     third_party/streamvbyte
     ABSOLUTE
diff --git a/vbz/CMakeLists.txt b/vbz/CMakeLists.txt
index 9e9de5d..ab53741 100644
--- a/vbz/CMakeLists.txt
+++ b/vbz/CMakeLists.txt
@@ -41,7 +41,7 @@ endif()
 target_link_libraries(vbz
     PUBLIC
         ${STREAMVBYTE_STATIC_LIB}
-        zstd::zstd
+        ${zstd_target}
 )
 
 if (BUILD_TESTING)