diff --git a/actionpack/CHANGELOG.md b/actionpack/CHANGELOG.md
index 7a99df54ccf..8042d107c1d 100644
--- a/actionpack/CHANGELOG.md
+++ b/actionpack/CHANGELOG.md
@@ -1,3 +1,8 @@
+*   Add support for `#deep_merge` and `#deep_merge!` to
+    `ActionController::Parameters`.
+
+    *Sean Doyle*
+
 ## Rails 7.1.0.beta1 (September 13, 2023) ##
 
 *   `AbstractController::Translation.raise_on_missing_translations` removed
diff --git a/actionpack/lib/action_controller/metal/strong_parameters.rb b/actionpack/lib/action_controller/metal/strong_parameters.rb
index 72a9a73d33b..f0137d06eef 100644
--- a/actionpack/lib/action_controller/metal/strong_parameters.rb
+++ b/actionpack/lib/action_controller/metal/strong_parameters.rb
@@ -4,6 +4,7 @@ require "active_support/core_ext/hash/indifferent_access"
 require "active_support/core_ext/array/wrap"
 require "active_support/core_ext/string/filters"
 require "active_support/core_ext/object/to_query"
+require "active_support/deep_mergeable"
 require "action_dispatch/http/upload"
 require "rack/test"
 require "stringio"
@@ -137,6 +138,8 @@ module ActionController
   #   params[:key]  # => "value"
   #   params["key"] # => "value"
   class Parameters
+    include ActiveSupport::DeepMergeable
+
     cattr_accessor :permit_all_parameters, instance_accessor: false, default: false
 
     cattr_accessor :action_on_unpermitted_parameters, instance_accessor: false
@@ -853,13 +856,41 @@ module ActionController
       )
     end
 
+    ##
+    # :call-seq: merge!(other_hash)
+    #
     # Returns the current +ActionController::Parameters+ instance with
     # +other_hash+ merged into current hash.
-    def merge!(other_hash)
-      @parameters.merge!(other_hash.to_h)
+    def merge!(other_hash, &block)
+      @parameters.merge!(other_hash.to_h, &block)
       self
     end
 
+    ##
+    # :method: deep_merge
+    # :call-seq: deep_merge(other_hash, &block)
+    #
+    # Returns a new +ActionController::Parameters+ instance with +self+ and +other_hash+ merged recursively.
+    #
+    # Like with +Hash#merge+ in the standard library, a block can be provided
+    # to merge values.
+    #
+    #--
+    # Implemented by ActiveSupport::DeepMergeable#deep_merge.
+
+    ##
+    # :method: deep_merge!
+    # :call-seq: deep_merge!(other_hash, &block)
+    #
+    # Same as +#deep_merge+, but modifies +self+.
+    #
+    #--
+    # Implemented by ActiveSupport::DeepMergeable#deep_merge!.
+
+    def deep_merge?(other_hash) # :nodoc
+      other_hash.is_a?(ActiveSupport::DeepMergeable)
+    end
+
     # Returns a new +ActionController::Parameters+ instance with all keys
     # from current hash merged into +other_hash+.
     def reverse_merge(other_hash)
diff --git a/actionpack/test/controller/parameters/parameters_permit_test.rb b/actionpack/test/controller/parameters/parameters_permit_test.rb
index e3ecfa0266b..97acfd46529 100644
--- a/actionpack/test/controller/parameters/parameters_permit_test.rb
+++ b/actionpack/test/controller/parameters/parameters_permit_test.rb
@@ -319,6 +319,62 @@ class ParametersPermitTest < ActiveSupport::TestCase
     assert_equal "32", @params[:person][:age]
   end
 
+  test "not permitted is sticky beyond deep merges" do
+    assert_not_predicate @params.deep_merge(a: "b"), :permitted?
+  end
+
+  test "permitted is sticky beyond deep merges" do
+    @params.permit!
+    assert_predicate @params.deep_merge(a: "b"), :permitted?
+  end
+
+  test "not permitted is sticky beyond deep_merge!" do
+    assert_not_predicate @params.deep_merge!(a: "b"), :permitted?
+  end
+
+  test "permitted is sticky beyond deep_merge!" do
+    @params.permit!
+    assert_predicate @params.deep_merge!(a: "b"), :permitted?
+  end
+
+  test "deep_merge with other Hash" do
+    first, last = @params.dig(:person, :name).values_at(:first, :last)
+    merged_params = @params.deep_merge(person: { name: { last: "A." } })
+
+    assert_equal first, merged_params.dig(:person, :name, :first)
+    assert_not_equal last, merged_params.dig(:person, :name, :last)
+    assert_equal "A.", merged_params.dig(:person, :name, :last)
+  end
+
+  test "deep_merge! with other Hash" do
+    first, last = @params.dig(:person, :name).values_at(:first, :last)
+    @params.deep_merge!(person: { name: { last: "A." } })
+
+    assert_equal first, @params.dig(:person, :name, :first)
+    assert_not_equal last, @params.dig(:person, :name, :last)
+    assert_equal "A.", @params.dig(:person, :name, :last)
+  end
+
+  test "deep_merge with other Parameters" do
+    first, last = @params.dig(:person, :name).values_at(:first, :last)
+    other_params = ActionController::Parameters.new(person: { name: { last: "A." } }).permit!
+    merged_params = @params.deep_merge(other_params)
+
+    assert_equal first, merged_params.dig(:person, :name, :first)
+    assert_not_equal last, merged_params.dig(:person, :name, :last)
+    assert_equal "A.", merged_params.dig(:person, :name, :last)
+  end
+
+  test "deep_merge! with other Parameters" do
+    first, last = @params.dig(:person, :name).values_at(:first, :last)
+    other_params = ActionController::Parameters.new(person: { name: { last: "A." } }).permit!
+    @params.deep_merge!(other_params)
+
+    assert_equal first, @params.dig(:person, :name, :first)
+    assert_not_equal last, @params.dig(:person, :name, :last)
+    assert_equal "A.", @params.dig(:person, :name, :last)
+  end
+
   test "#reverse_merge with parameters" do
     default_params = ActionController::Parameters.new(id: "1234", person: {}).permit!
     merged_params = @params.reverse_merge(default_params)