diff --git a/Gemfile b/Gemfile
index 2f8a4532..494b811f 100644
--- a/Gemfile
+++ b/Gemfile
@@ -17,6 +17,7 @@ group :development, :test do
 
   # For compatibility testing
   gem 'resolv-replace', require: false
+  gem 'socksify', require: false
 end
 
 group :test do
diff --git a/lib/dalli/socket.rb b/lib/dalli/socket.rb
index bf25fb3d..1855c471 100644
--- a/lib/dalli/socket.rb
+++ b/lib/dalli/socket.rb
@@ -97,15 +97,14 @@ def self.open(host, port, options = {})
         end
       end
 
+      TCPSOCKET_ORIGINAL_INITIALIZE_PARAMETERS = [[:rest].freeze].freeze
+      private_constant :TCPSOCKET_ORIGINAL_INITIALIZE_PARAMETERS
+
       def self.create_socket_with_timeout(host, port, options)
-        # Check that TCPSocket#initialize was not overwritten by resolv-replace gem
-        # (part of ruby standard library since 3.0.0, should be removed in 3.4.0),
-        # as it does not handle keyword arguments correctly.
-        # To check this we are using the fact that resolv-replace
-        # aliases TCPSocket#initialize method to #original_resolv_initialize.
-        # https://github.com/ruby/resolv-replace/blob/v0.1.1/lib/resolv-replace.rb#L21
+        # Some gems like resolv-replace and socksify monkey patch TCPSocket and make it impossible to use the
+        # Ruby 3+ `connect_timeout:` keyword argument. If that's the case, we fallback to using the `Timeout` module.
         if RUBY_VERSION >= '3.0' &&
-           !::TCPSocket.private_instance_methods.include?(:original_resolv_initialize)
+           ::TCPSocket.instance_method(:initialize).parameters == TCPSOCKET_ORIGINAL_INITIALIZE_PARAMETERS
           sock = new(host, port, connect_timeout: options[:socket_timeout])
           yield(sock)
         else
diff --git a/test/test_gem_compatibility.rb b/test/test_gem_compatibility.rb
index 5c51feaa..741c18fc 100644
--- a/test/test_gem_compatibility.rb
+++ b/test/test_gem_compatibility.rb
@@ -8,6 +8,7 @@
 describe 'gem compatibility' do
   %w[
     resolv-replace
+    socksify
   ].each do |gem_name|
     it "passes smoke test with #{gem_name.inspect} gem required" do
       memcached(:binary, rand(21_397..21_896)) do |_, port|