diff --git a/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/DataWritingCommandExecParser.scala b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/DataWritingCommandExecParser.scala
index 4c4439eb9..042d27fc2 100644
--- a/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/DataWritingCommandExecParser.scala
+++ b/core/src/main/scala/com/nvidia/spark/rapids/tool/planparser/DataWritingCommandExecParser.scala
@@ -244,17 +244,48 @@ object DataWritingCommandExecParser {
         args.headOption.map(_.split("\\s+").last.trim).getOrElse(StringUtils.UNKNOWN_EXTRACT)
       // Extract the data format from the third argument
       val thirdArg = args.lift(2).getOrElse("").trim
-      val format = if (thirdArg.startsWith("[")) {
-        // Optional parameter is present in the eventlog. Get the fourth parameter by skipping the
-        // optional parameter string.
+      val rawFormat = if (thirdArg.startsWith("[")) {
+        // Optional parameter is present in the eventlog.
+        // Skip the optional parameters( `[params,*], FileFormat` )
+        // and pick the FileFormat
         thirdArg.split("(?<=],)")
           .map(_.trim).lift(1).getOrElse("").split(",").headOption.getOrElse("").trim
       } else {
         thirdArg.split(",").headOption.getOrElse("").trim
       }
+      val format = extractFormatName(rawFormat)
       (path, format)
     }
 
+    /**
+     * Extracts the file format from a class object string, such as
+     * "com.nvidia.spark.rapids.GpuParquetFileFormat@9f5022c".
+     *
+     * This function is designed to handle cases where the RAPIDS plugin logs raw object names
+     * instead of a user-friendly file format name. For example, it extracts "Parquet" from
+     * "com.nvidia.spark.rapids.GpuParquetFileFormat@9f5022c".
+     * Refer: https://github.com/NVIDIA/spark-rapids-tools/issues/1561
+     *
+     * If the input string does not match the expected pattern, the function returns the original
+     * string as a fallback.
+     *
+     * @param formatStr The raw format string, typically containing the class name of the file
+     *                  format.
+     * @return A user-friendly file format name (e.g., "Parquet") or the original string if no
+     *         match is found.
+     */
+    def extractFormatName(formatStr: String): String = {
+      // Extracting file format from the full object string
+      // 1. `.*\.` - Matches sequence of character between literal dots
+      // 2. `([a-zA-Z]+)FileFormat` - Captures fileFormat from the class name
+      // 3. `(@.*)` - Group capturing @ followed by any character
+      val formatRegex = """.*\.Gpu([a-zA-Z]+)FileFormat(@.*)?""".r
+      formatStr match {
+        case formatRegex(fileFormat, _) => fileFormat
+        case _ => formatStr // Return original if no match
+      }
+    }
+
     // Helper function to determine the write mode (e.g., Append, Overwrite) from the description.
     def extractWriteMode(description: String): String = {
       val modes = Map(
diff --git a/core/src/test/scala/com/nvidia/spark/rapids/tool/planparser/WriteOperationParserSuite.scala b/core/src/test/scala/com/nvidia/spark/rapids/tool/planparser/WriteOperationParserSuite.scala
index e87c4644c..b742639ce 100644
--- a/core/src/test/scala/com/nvidia/spark/rapids/tool/planparser/WriteOperationParserSuite.scala
+++ b/core/src/test/scala/com/nvidia/spark/rapids/tool/planparser/WriteOperationParserSuite.scala
@@ -103,6 +103,39 @@ class WriteOperationParserSuite extends FunSuite {
     )
   }
 
+  test("getWriteOpMetaFromNode - Gpu logs profiler case") {
+    val testFileFormats = Seq(
+      ("com.nvidia.spark.rapids.GpuParquetFileFormat@9f5022c", "Parquet"),
+      ("com.nvidia.spark.rapids.GpuOrcFileFormat@123abc", "Orc"),
+      ("com.nvidia.spark.rapids.GpuHiveTextFileFormat@123abc", "HiveText"),
+      ("com.nvidia.spark.rapids.GpuHiveParquetFileFormat@123abc", "HiveParquet"),
+      ("com.nvidia.spark.rapids.GpuDeltaFileFormat@123abc", "Delta")
+    )
+    testFileFormats.foreach { case (format, expectedDataFormat) =>
+      val node = new SparkPlanGraphNode(
+        id = 1,
+        name = "Execute GpuInsertIntoHadoopFsRelationCommand",
+        desc = s"Execute GpuInsertIntoHadoopFsRelationCommand gs://path/to/database/table1, " +
+          s"false, $format, " +
+          "[serialization.format=1, mergeschema=false, __hive_compatible_bucketed_table_insertion__=true], " +
+          "Append, `spark_catalog`.`database`.`table`, org.apache.hadoop.hive.ql.io.parquet.serde.ParquetHiveSerDe, " +
+          "org.apache.spark.sql.execution.datasources.InMemoryFileIndex(gs://path/to/database/table1), " +
+          "[col01, col02, col03]",
+        Seq.empty
+      )
+      testGetWriteOpMetaFromNode(
+        node,
+        expectedExecName = "InsertIntoHadoopFsRelationCommand",
+        expectedDataFormat = expectedDataFormat,
+        expectedOutputPath = "gs://path/to/database/table1",
+        expectedOutputColumns = "col01;col02;col03",
+        expectedWriteMode = "Append",
+        expectedTableName = "table1",
+        expectedDatabaseName = "database"
+      )
+    }
+  }
+
   test("AppendDataExecV1 - delta format") {
     val node = new SparkPlanGraphNode(
       id = 3,