diff --git a/common/workflow-core/src/main/scala/org/apache/texera/amber/util/ArrowUtils.scala b/common/workflow-core/src/main/scala/org/apache/texera/amber/util/ArrowUtils.scala
index a6f22085b69..c4f649e719e 100644
--- a/common/workflow-core/src/main/scala/org/apache/texera/amber/util/ArrowUtils.scala
+++ b/common/workflow-core/src/main/scala/org/apache/texera/amber/util/ArrowUtils.scala
@@ -45,6 +45,7 @@ import scala.jdk.CollectionConverters.CollectionHasAsScala
 import scala.language.implicitConversions
 
 object ArrowUtils extends LazyLogging {
+  private val TexeraTypeMetadataKey = "texera_type"
 
   // Create a single allocator for the entire utility
   private val allocator: BufferAllocator = new RootAllocator()
@@ -94,7 +95,8 @@ object ArrowUtils extends LazyLogging {
 
   /**
     * Converts an Arrow Schema into Texera Schema.
-    * Checks field metadata to detect LARGE_BINARY types.
+    * Checks field metadata to recover types that share an Arrow representation
+    * (LARGE_BINARY and ANY both ride on Utf8).
     *
     * @param arrowSchema The Arrow Schema to be converted.
     * @return A Texera Schema.
@@ -102,11 +104,14 @@ object ArrowUtils extends LazyLogging {
   def toTexeraSchema(arrowSchema: org.apache.arrow.vector.types.pojo.Schema): Schema =
     Schema(
       arrowSchema.getFields.asScala.map { field =>
-        val isLargeBinary = Option(field.getMetadata)
-          .exists(m => m.containsKey("texera_type") && m.get("texera_type") == "LARGE_BINARY")
+        val taggedType = Option(field.getMetadata)
+          .flatMap(m => Option(m.get(TexeraTypeMetadataKey)))
+          .collect {
+            case "LARGE_BINARY" => AttributeType.LARGE_BINARY
+            case "ANY"          => AttributeType.ANY
+          }
 
-        val attributeType =
-          if (isLargeBinary) AttributeType.LARGE_BINARY else toAttributeType(field.getType)
+        val attributeType = taggedType.getOrElse(toAttributeType(field.getType))
         new Attribute(field.getName, attributeType)
       }.toList
     )
@@ -232,16 +237,22 @@ object ArrowUtils extends LazyLogging {
 
   /**
     * Converts an Amber schema into Arrow schema.
-    * Stores AttributeType in field metadata to preserve LARGE_BINARY type information.
+    * Stores AttributeType in field metadata to preserve LARGE_BINARY and ANY,
+    * which both collapse onto Utf8 in Arrow.
     *
     * @param schema The Texera Schema.
     * @return An Arrow Schema.
     */
   def fromTexeraSchema(schema: Schema): org.apache.arrow.vector.types.pojo.Schema = {
     val arrowFields = schema.getAttributes.map { attribute =>
-      val metadata = if (attribute.getType == AttributeType.LARGE_BINARY) {
+      val metadataTag = attribute.getType match {
+        case AttributeType.LARGE_BINARY => "LARGE_BINARY"
+        case AttributeType.ANY          => "ANY"
+        case _                          => null
+      }
+      val metadata = if (metadataTag != null) {
         val map = new util.HashMap[String, String]()
-        map.put("texera_type", "LARGE_BINARY")
+        map.put(TexeraTypeMetadataKey, metadataTag)
         map
       } else null
 
diff --git a/common/workflow-core/src/test/scala/org/apache/texera/amber/util/ArrowUtilsSpec.scala b/common/workflow-core/src/test/scala/org/apache/texera/amber/util/ArrowUtilsSpec.scala
index 69323acbbaa..212be040b12 100644
--- a/common/workflow-core/src/test/scala/org/apache/texera/amber/util/ArrowUtilsSpec.scala
+++ b/common/workflow-core/src/test/scala/org/apache/texera/amber/util/ArrowUtilsSpec.scala
@@ -258,14 +258,26 @@ class ArrowUtilsSpec extends AnyFlatSpec with Matchers {
     )
   }
 
-  it should "lose the ANY distinction (round-trips as STRING)" in {
-    // Pin: ANY fromAttributeType produces Utf8 with no metadata. toAttributeType
-    // then can only see Utf8, so the recovered type is STRING. Documenting this
-    // information loss so a future fix that round-trips ANY can break the spec.
+  it should "preserve ANY through the metadata-based path" in {
     val original = Schema(List(new Attribute("v", AttributeType.ANY)))
     val recovered = ArrowUtils.toTexeraSchema(ArrowUtils.fromTexeraSchema(original))
     recovered.getAttributes.toList.map(a => (a.getName, a.getType)) shouldBe List(
-      ("v", AttributeType.STRING)
+      ("v", AttributeType.ANY)
     )
   }
+
+  it should "attach texera_type=ANY metadata to ANY fields and only those" in {
+    val schema = Schema(
+      List(
+        new Attribute("v", AttributeType.ANY),
+        new Attribute("name", AttributeType.STRING)
+      )
+    )
+    val arrow = ArrowUtils.fromTexeraSchema(schema)
+    val fields = arrow.getFields.asScala.toList
+    val any = fields.find(_.getName == "v").get
+    val name = fields.find(_.getName == "name").get
+    any.getMetadata.get("texera_type") shouldBe "ANY"
+    Option(name.getMetadata).map(_.containsKey("texera_type")).getOrElse(false) shouldBe false
+  }
 }