diff --git a/changelog/8.19.15.yaml b/changelog/8.19.15.yaml
index d9360f19662..0f3115dc496 100644
--- a/changelog/8.19.15.yaml
+++ b/changelog/8.19.15.yaml
@@ -46,14 +46,9 @@ entries:
       description: ""
       component: elastic-agent
       pr:
-        - https://github.com/elastic/elastic-agent/pull/13436
-        - https://github.com/elastic/elastic-agent/pull/13764
-        - https://github.com/elastic/elastic-agent/pull/13756
-        - https://github.com/elastic/elastic-agent/pull/13820
-        - https://github.com/elastic/elastic-agent/pull/13821
-        - https://github.com/elastic/elastic-agent/pull/13583
-      issue:
-        - https://github.com/elastic/elastic-agent/issues/13752
+        - https://github.com/elastic/elastic-agent/pull/13581
+        - https://github.com/elastic/elastic-agent/pull/13612
+      issue: []
       impact: ""
       action: ""
       timestamp: 1775838969
@@ -65,14 +60,8 @@ entries:
       description: ""
       component: elastic-agent
       pr:
-        - https://github.com/elastic/elastic-agent/pull/13436
-        - https://github.com/elastic/elastic-agent/pull/13764
-        - https://github.com/elastic/elastic-agent/pull/13756
-        - https://github.com/elastic/elastic-agent/pull/13820
-        - https://github.com/elastic/elastic-agent/pull/13821
-        - https://github.com/elastic/elastic-agent/pull/13583
-      issue:
-        - https://github.com/elastic/elastic-agent/issues/13752
+        - https://github.com/elastic/elastic-agent/pull/13602
+      issue: []
       impact: ""
       action: ""
       timestamp: 1776088801
@@ -84,14 +73,9 @@ entries:
       description: ""
       component: elastic-agent
       pr:
-        - https://github.com/elastic/elastic-agent/pull/13436
-        - https://github.com/elastic/elastic-agent/pull/13764
-        - https://github.com/elastic/elastic-agent/pull/13756
-        - https://github.com/elastic/elastic-agent/pull/13820
-        - https://github.com/elastic/elastic-agent/pull/13821
-        - https://github.com/elastic/elastic-agent/pull/13583
-      issue:
-        - https://github.com/elastic/elastic-agent/issues/13752
+        - https://github.com/elastic/elastic-agent/pull/13639
+        - https://github.com/elastic/elastic-agent/pull/13661
+      issue: []
       impact: ""
       action: ""
       timestamp: 1776251957
diff --git a/changelog/fragments/1745760280-fix-changelog-pr-references.yaml b/changelog/fragments/1745760280-fix-changelog-pr-references.yaml
new file mode 100644
index 00000000000..12dcb1a1efe
--- /dev/null
+++ b/changelog/fragments/1745760280-fix-changelog-pr-references.yaml
@@ -0,0 +1,34 @@
+# REQUIRED
+# Kind can be one of:
+# - breaking-change: a change to previously-documented behavior
+# - deprecation: functionality that is being removed in a later release
+# - bug-fix: fixes a problem in a previous version
+# - enhancement: extends functionality but does not break or fix existing behavior
+# - feature: new functionality
+# - known-issue: problems that we are aware of in a given version
+# - security: impacts on the security of a product or a user's deployment.
+# - upgrade: important information for someone upgrading from a prior version
+# - other: does not fit into any of the other categories
+kind: other
+
+# REQUIRED for all kinds
+# Change summary; a 80ish characters long description of the change.
+summary: Fix incorrect PR and issue references in 8.19.15 changelog entries
+
+# REQUIRED for all kinds
+# Affected component; usually one of "elastic-agent", "fleet-server", "filebeat", "metricbeat", "auditbeat", "all", etc.
+component: elastic-agent
+
+# AUTOMATED
+# OPTIONAL to manually add other PR URLs
+# PR URL: A link the PR that added the changeset.
+# If not present is automatically filled by the tooling finding the PR where this changelog fragment has been added.
+# NOTE: the tooling supports backports, so it's able to fill the original PR number instead of the backport PR number.
+# Please provide it if you are adding a fragment for a different PR.
+pr: https://github.com/elastic/elastic-agent/pull/13859
+
+# AUTOMATED
+# OPTIONAL to manually add other issue URLs
+# Issue URL; optional; the GitHub issue related to this changeset (either closes or is part of).
+# If not present is automatically filled by the tooling with the issue linked to the PR number.
+# issue: https://github.com/owner/repo/1234