diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index f483eb3a20..1c07ed9b61 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -52,11 +52,11 @@ jobs:
 
     steps:
     - name: Checkout repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v7
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@959cbb7472c4d4ad70cdfe6f4976053fe48ab394    # 2.1.37
+      uses: github/codeql-action/init@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81    # 4.37.3
       with:
         languages: ${{ matrix.language }}
         # If you wish to specify custom queries, you can do so here or in a config file.
@@ -67,7 +67,7 @@ jobs:
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
     - name: Autobuild
-      uses: github/codeql-action/autobuild@959cbb7472c4d4ad70cdfe6f4976053fe48ab394    # 2.1.37
+      uses: github/codeql-action/autobuild@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81    # 4.37.3
 
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 https://git.io/JvXDl
@@ -81,4 +81,4 @@ jobs:
     #   make release
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@959cbb7472c4d4ad70cdfe6f4976053fe48ab394    # 2.1.37
+      uses: github/codeql-action/analyze@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81    # 4.37.3
diff --git a/src/changelog/.2.x.x/update_actions_checkout.xml b/src/changelog/.2.x.x/update_actions_checkout.xml
new file mode 100644
index 0000000000..07d9327cae
--- /dev/null
+++ b/src/changelog/.2.x.x/update_actions_checkout.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entry xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+       xmlns="https://logging.apache.org/xml/ns"
+       xsi:schemaLocation="https://logging.apache.org/xml/ns https://logging.apache.org/xml/ns/log4j-changelog-0.xsd"
+       type="updated">
+  <issue id="484" link="https://github.com/apache/logging-flume/pull/484"/>
+  <description format="asciidoc">Update `actions/checkout` to version `7`</description>
+</entry>
diff --git a/src/changelog/.2.x.x/update_github_codeql-action_analyze.xml b/src/changelog/.2.x.x/update_github_codeql-action_analyze.xml
new file mode 100644
index 0000000000..03030a7e85
--- /dev/null
+++ b/src/changelog/.2.x.x/update_github_codeql-action_analyze.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entry xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+       xmlns="https://logging.apache.org/xml/ns"
+       xsi:schemaLocation="https://logging.apache.org/xml/ns https://logging.apache.org/xml/ns/log4j-changelog-0.xsd"
+       type="updated">
+  <issue id="484" link="https://github.com/apache/logging-flume/pull/484"/>
+  <description format="asciidoc">Update `github/codeql-action/analyze` to version `4.37.3`</description>
+</entry>
diff --git a/src/changelog/.2.x.x/update_github_codeql-action_autobuild.xml b/src/changelog/.2.x.x/update_github_codeql-action_autobuild.xml
new file mode 100644
index 0000000000..9db2646d3e
--- /dev/null
+++ b/src/changelog/.2.x.x/update_github_codeql-action_autobuild.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entry xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+       xmlns="https://logging.apache.org/xml/ns"
+       xsi:schemaLocation="https://logging.apache.org/xml/ns https://logging.apache.org/xml/ns/log4j-changelog-0.xsd"
+       type="updated">
+  <issue id="484" link="https://github.com/apache/logging-flume/pull/484"/>
+  <description format="asciidoc">Update `github/codeql-action/autobuild` to version `4.37.3`</description>
+</entry>
diff --git a/src/changelog/.2.x.x/update_github_codeql-action_init.xml b/src/changelog/.2.x.x/update_github_codeql-action_init.xml
new file mode 100644
index 0000000000..0869cd3fa1
--- /dev/null
+++ b/src/changelog/.2.x.x/update_github_codeql-action_init.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<entry xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+       xmlns="https://logging.apache.org/xml/ns"
+       xsi:schemaLocation="https://logging.apache.org/xml/ns https://logging.apache.org/xml/ns/log4j-changelog-0.xsd"
+       type="updated">
+  <issue id="484" link="https://github.com/apache/logging-flume/pull/484"/>
+  <description format="asciidoc">Update `github/codeql-action/init` to version `4.37.3`</description>
+</entry>