diff --git a/dev/japicmp-post-analysis.groovy b/dev/japicmp-post-analysis.groovy
new file mode 100644
index 0000000000..78d35001d6
--- /dev/null
+++ b/dev/japicmp-post-analysis.groovy
@@ -0,0 +1,37 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+// Drops specific japicmp compatibility changes from specific classes, for false positives that the
+// plugin's <excludes> could only suppress by skipping the whole class. japicmp ignores the
+// returned list, so the changes are removed in place.
+def ignoredChanges = [
+  // GH-3767: PageReader now extends AutoCloseable. japicmp reports the abstract
+  // AutoCloseable#close() as added, but PageReader overrides it with a default method, so
+  // existing implementations stay source and binary compatible.
+  'org.apache.parquet.column.page.PageReader': ['METHOD_ABSTRACT_ADDED_IN_IMPLEMENTED_INTERFACE'],
+]
+
+jApiClasses.each { jApiClass ->
+  def ignored = ignoredChanges[jApiClass.fullyQualifiedName]
+  if (ignored) {
+    jApiClass.compatibilityChanges.removeIf { ignored.contains(it.type.name()) }
+  }
+}
+
+return jApiClasses
diff --git a/pom.xml b/pom.xml
index 1d28c1f22d..04f3bf2dcc 100644
--- a/pom.xml
+++ b/pom.xml
@@ -78,7 +78,7 @@
     <jackson.version>2.23.0</jackson.version>
     <jackson-databind.version>2.22.4</jackson-databind.version>
     <jackson-annotations.version>2.23</jackson-annotations.version>
-    <japicmp.version>0.26.5</japicmp.version>
+    <japicmp.version>0.27.0</japicmp.version>
     <javax.annotation.version>1.3.2</javax.annotation.version>
     <spotless.version>3.11.0</spotless.version>
     <shade.prefix>shaded.parquet</shade.prefix>
@@ -633,6 +633,8 @@
               <ignoreMissingClassesByRegularExpression>${shade.prefix}.*</ignoreMissingClassesByRegularExpression>
             </ignoreMissingClassesByRegularExpressions>
             <ignoreMissingOldVersion>true</ignoreMissingOldVersion>
+            <!-- Suppresses individual false-positive compatibility changes per class -->
+            <postAnalysisScript>${maven.multiModuleProjectDirectory}/dev/japicmp-post-analysis.groovy</postAnalysisScript>
             <excludeModules>
               <!-- Excluding the following modules because they are not part of the parquet public API -->
               <excludeModule>parquet-benchmarks</excludeModule>