diff --git a/build/dependencies.yaml b/build/dependencies.yaml
index 73255566482..d3a5795a566 100644
--- a/build/dependencies.yaml
+++ b/build/dependencies.yaml
@@ -144,7 +144,7 @@ dependencies:
       match: __default_go_runner_version=
 
   - name: "k8s.gcr.io/pause"
-    version: 3.6
+    version: 3.7
     refPaths:
     - path: build/pause/Makefile
       match: TAG\s*\?=
diff --git a/build/pause/CHANGELOG.md b/build/pause/CHANGELOG.md
index a1203ba9eca..0d172df4db6 100644
--- a/build/pause/CHANGELOG.md
+++ b/build/pause/CHANGELOG.md
@@ -1,3 +1,7 @@
+# 3.7
+
+* Unsupported Windows Semi-Annual container images removed (OS Versions removed: 1903, 1909, 2004) . ([#107056](https://github.com/kubernetes/kubernetes/pull/107056), [@jsturtevant](https://github.com/jsturtevant/))
+
 # 3.6
 
 * Support for Windows container images (OS Versions: 2022) was added. ([#104438](https://github.com/kubernetes/kubernetes/pull/104438), [@nick5616](https://github.com/nick5616))
diff --git a/build/pause/Makefile b/build/pause/Makefile
index 80e616d2210..82bb38dead7 100644
--- a/build/pause/Makefile
+++ b/build/pause/Makefile
@@ -17,15 +17,15 @@
 REGISTRY ?= staging-k8s.gcr.io
 IMAGE = $(REGISTRY)/pause
 
-TAG ?= 3.6
+TAG ?= 3.7
 REV = $(shell git describe --contains --always --match='v*')
 
 # Architectures supported: amd64, arm, arm64, ppc64le and s390x
 ARCH ?= amd64
 # Operating systems supported: linux, windows
 OS ?= linux
-# OS Version for the Windows images: 1809, 1903, 1909 2004, 20H2, ltsc2022
-OSVERSION ?= 1809 1903 1909 2004 20H2 ltsc2022
+# OS Version for the Windows images: 1809, 20H2, ltsc2022
+OSVERSION ?= 1809 20H2 ltsc2022
 
 # The output type could either be docker (local), or registry.
 # If it is registry, it will also allow us to push the Windows images.
@@ -35,7 +35,7 @@ ALL_OS = linux windows
 ALL_ARCH.linux = amd64 arm arm64 ppc64le s390x
 ALL_OS_ARCH.linux = $(foreach arch, ${ALL_ARCH.linux}, linux-$(arch))
 ALL_ARCH.windows = amd64
-ALL_OSVERSIONS.windows := 1809 1903 1909 2004 20H2 ltsc2022
+ALL_OSVERSIONS.windows := 1809 20H2 ltsc2022
 ALL_OS_ARCH.windows = $(foreach arch, $(ALL_ARCH.windows), $(foreach osversion, ${ALL_OSVERSIONS.windows}, windows-$(arch)-${osversion}))
 ALL_OS_ARCH = $(foreach os, $(ALL_OS), ${ALL_OS_ARCH.${os}})