diff --git a/changelog/new_support_one_line_pattern_matching.md b/changelog/new_support_one_line_pattern_matching.md
new file mode 100644
index 00000000000..02576397750
--- /dev/null
+++ b/changelog/new_support_one_line_pattern_matching.md
@@ -0,0 +1 @@
+* [#9873](https://github.com/rubocop/rubocop/pull/9873): Support one-line pattern matching syntax for `Layout/SpaceAroundKeyword` and `Layout/SpaceAroundOperators`. ([@koic][])
diff --git a/lib/rubocop/cop/layout/space_around_keyword.rb b/lib/rubocop/cop/layout/space_around_keyword.rb
index d968cdd89af..60749bdb8f8 100644
--- a/lib/rubocop/cop/layout/space_around_keyword.rb
+++ b/lib/rubocop/cop/layout/space_around_keyword.rb
@@ -81,6 +81,18 @@ def on_kwbegin(node)
           check(node, %i[begin end].freeze, nil)
         end
 
+        # Handle one-line pattern matching syntax (`in`) with `Parser::Ruby27`.
+        def on_match_pattern(node)
+          return if target_ruby_version >= 3.0
+
+          check(node, [:operator].freeze)
+        end
+
+        # Handle one-line pattern matching syntax (`in`) with `Parser::Ruby30`.
+        def on_match_pattern_p(node)
+          check(node, [:operator].freeze)
+        end
+
         def on_next(node)
           check(node, [:keyword].freeze)
         end
diff --git a/lib/rubocop/cop/layout/space_around_operators.rb b/lib/rubocop/cop/layout/space_around_operators.rb
index 00384d3cbcb..3e826463402 100644
--- a/lib/rubocop/cop/layout/space_around_operators.rb
+++ b/lib/rubocop/cop/layout/space_around_operators.rb
@@ -120,6 +120,12 @@ def on_special_asgn(node)
           check_operator(:special_asgn, node.loc.operator, right.source_range)
         end
 
+        def on_match_pattern(node)
+          return if target_ruby_version < 3.0
+
+          check_operator(:match_pattern, node.loc.operator, node.source_range)
+        end
+
         alias on_or       on_binary
         alias on_and      on_binary
         alias on_lvasgn   on_assignment
diff --git a/spec/rubocop/cop/layout/space_around_keyword_spec.rb b/spec/rubocop/cop/layout/space_around_keyword_spec.rb
index 5a54df070f0..a37ed6069bc 100644
--- a/spec/rubocop/cop/layout/space_around_keyword_spec.rb
+++ b/spec/rubocop/cop/layout/space_around_keyword_spec.rb
@@ -133,6 +133,14 @@
     #       The answer will determine whether to enable or discard the test in the future.
     # it_behaves_like 'missing before', 'in', 'case ""in a; end', 'case "" in a; end'
     it_behaves_like 'missing after', 'in', 'case a; in""; end', 'case a; in ""; end'
+
+    it_behaves_like 'missing before', 'in', '""in a', '"" in a'
+    it_behaves_like 'missing after', 'in', 'a in""', 'a in ""'
+  end
+
+  context '>= Ruby 3.0', :ruby30 do
+    it_behaves_like 'accept before', '=>', '""=> a'
+    it_behaves_like 'accept after', '=>', 'a =>""'
   end
 
   it_behaves_like 'missing before', 'while', '1while ""', '1 while ""'
diff --git a/spec/rubocop/cop/layout/space_around_operators_spec.rb b/spec/rubocop/cop/layout/space_around_operators_spec.rb
index 5c6de08e5ed..8cbe15701fe 100644
--- a/spec/rubocop/cop/layout/space_around_operators_spec.rb
+++ b/spec/rubocop/cop/layout/space_around_operators_spec.rb
@@ -4,6 +4,7 @@
   let(:config) do
     RuboCop::Config
       .new(
+        'AllCops' => { 'TargetRubyVersion' => target_ruby_version },
         'Layout/HashAlignment' => { 'EnforcedHashRocketStyle' => hash_style },
         'Layout/SpaceAroundOperators' => {
           'AllowForAlignment' => allow_for_alignment,
@@ -11,6 +12,7 @@
         }
       )
   end
+  let(:target_ruby_version) { 2.5 }
   let(:hash_style) { 'key' }
   let(:allow_for_alignment) { true }
   let(:exponent_operator_style) { nil }
@@ -204,6 +206,32 @@ def self.===(other); end
     expect_no_offenses('x = a * b**2')
   end
 
+  context '>= Ruby 2.7', :ruby27 do
+    let(:target_ruby_version) { 2.7 }
+
+    # NOTE: It is `Layout/SpaceAroundKeyword` cop's role to detect this offense.
+    it 'does not register an offenses for one-line pattern matching syntax (`in`)' do
+      expect_no_offenses(<<~RUBY)
+        ""in foo
+      RUBY
+    end
+  end
+
+  context '>= Ruby 3.0', :ruby30 do
+    let(:target_ruby_version) { 3.0 }
+
+    it 'registers an offenses for one-line pattern matching syntax (`=>`)' do
+      expect_offense(<<~RUBY)
+        ""=>foo
+          ^^ Surrounding space missing for operator `=>`.
+      RUBY
+
+      expect_correction(<<~RUBY)
+        "" => foo
+      RUBY
+    end
+  end
+
   context 'when EnforcedStyleForExponentOperator is space' do
     let(:exponent_operator_style) { 'space' }