diff --git a/dev/release/post-13-website.sh b/dev/release/post-13-website.sh
index 950ac46f44..670da98729 100755
--- a/dev/release/post-13-website.sh
+++ b/dev/release/post-13-website.sh
@@ -68,7 +68,8 @@ limitations under the License.
 
 The Apache Arrow team is pleased to announce the version ${RELEASE} release of
 the Apache Arrow ADBC libraries. This release includes [**${RESOLVED_ISSUES}
-resolved issues**][1] from [**${contributors} distinct contributors**][2].
+resolved issues**][1] and [**${MERGED_PRS} merged pull requests**][2] from
+[**${contributors} distinct contributors**](#contributors).
 
 This is a release of the **libraries**, which are at version ${RELEASE}.  The
 [**API specification**][specification] is versioned separately and is at
@@ -79,6 +80,7 @@ The subcomponents are versioned independently:
 - C/C++/GLib/Go/Python/Ruby: ${VERSION_NATIVE}
 - C#: ${VERSION_CSHARP}
 - Java: ${VERSION_JAVA}
+- JavaScript: ${VERSION_JS}
 - R: ${VERSION_R}
 - Rust: ${VERSION_RUST}
 
@@ -90,6 +92,7 @@ been made: we refer you to the [complete changelog][3].
 
 <!-- TODO: fill this portion in. -->
 
+<a id="contributors"></a>
 ## Contributors
 
 \`\`\`
@@ -107,8 +110,8 @@ We welcome questions and contributions from all interested.  Issues
 can be filed on [GitHub][4], and questions can be directed to GitHub
 or the [Arrow mailing lists][5].
 
-[1]: ${MILESTONE_URL}
-[2]: #contributors
+[1]: ${ISSUES_URL}
+[2]: ${PRS_URL}
 [3]: https://github.com/apache/arrow-adbc/blob/apache-arrow-adbc-${RELEASE}/CHANGELOG.md
 [4]: https://github.com/apache/arrow-adbc/issues
 [5]: {% link community.md %}
diff --git a/dev/release/utils-prepare.sh b/dev/release/utils-prepare.sh
index ba3a0a5a88..3b211ee132 100644
--- a/dev/release/utils-prepare.sh
+++ b/dev/release/utils-prepare.sh
@@ -223,7 +223,7 @@ set_resolved_issues() {
                                  --jq ".[] | select(.title | test(\"ADBC Libraries ${version}\$\"))")
     local -r milestone_number=$(echo "${milestone_info}" | jq -r '.number')
 
-    local -r graphql_query="query {
+    local -r resolved_issues_query="query {
     repository(owner: \"apache\", name: \"arrow-adbc\") {
         milestone(number: ${milestone_number}) {
             issues(states: CLOSED) {
@@ -234,8 +234,20 @@ set_resolved_issues() {
 }
 "
 
+    local -r merged_prs_query="query {
+  search(type: ISSUE, query: \"type:pr repo:apache/arrow-adbc milestone:\\\"ADBC Libraries ${version}\\\" -author:app/dependabot\") {
+    issueCount
+  }
+}"
+
+    local -r urlencoded=$(echo -n "ADBC Libraries ${version}" | jq -sRr @uri)
+    export ISSUES_URL="https://github.com/apache/arrow-adbc/issues?q=is%3Aissue%20state%3Aclosed%20milestone%3A%22${urlencoded}%22"
+    export PRS_URL="https://github.com/apache/arrow-adbc/pulls?q=is%3Apr%20state%3Aclosed%20milestone%3A%22${urlencoded}%22%20-author%3Aapp%2Fdependabot"
     export MILESTONE_URL=$(echo "${milestone_info}" | jq -r '.html_url')
     export RESOLVED_ISSUES=$(gh api graphql \
-                            -f query="${graphql_query}" \
+                            -f query="${resolved_issues_query}" \
                             --jq '.data.repository.milestone.issues.totalCount')
+    export MERGED_PRS=$(gh api graphql \
+                            -f query="${merged_prs_query}" \
+                            --jq '.data.search.issueCount')
 }