diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
index 8c858362404..1e8ce70d897 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxMetricsSuite.scala
@@ -227,6 +227,50 @@ class VeloxMetricsSuite extends VeloxWholeStageTransformerSuite with AdaptiveSpa
     }
   }
 
+  test("Literal-on-left comparison prunes Parquet row groups") {
+    withTempPath {
+      dir =>
+        withTempView("sorted_ids") {
+          spark
+            .range(0, 10000, 1, 1)
+            .write
+            .format("parquet")
+            .option("parquet.block.rows", "1000")
+            .save(dir.getCanonicalPath)
+          spark.read.parquet(dir.getCanonicalPath).createOrReplaceTempView("sorted_ids")
+          // The file has 10 row groups. Returns (skipped, processed) row groups of the scan.
+          def strides(query: String): (Long, Long) = {
+            var result = (0L, 0L)
+            runQueryAndCompare(query) {
+              df =>
+                val scan = find(df.queryExecution.executedPlan) {
+                  case _: FileSourceScanExecTransformer => true
+                  case _ => false
+                }
+                assert(scan.isDefined)
+                val metrics = scan.get.metrics
+                result = (metrics("skippedStrides").value, metrics("processedStrides").value)
+            }
+            result
+          }
+          // Each literal-on-left predicate must skip the same row groups as its mirrored form.
+          Seq(
+            "100 > id" -> "id < 100",
+            "100 >= id" -> "id <= 100",
+            "9900 < id" -> "id > 9900",
+            "9900 <= id" -> "id >= 9900",
+            "5000 = id" -> "id = 5000"
+          ).foreach {
+            case (left, right) =>
+              val expected = strides(s"SELECT id FROM sorted_ids WHERE $right")
+              val actual = strides(s"SELECT id FROM sorted_ids WHERE $left")
+              assert(expected._1 > 0, s"$right should prune row groups: $expected")
+              assert(actual == expected, s"$left vs $right")
+          }
+        }
+    }
+  }
+
   test("Metrics of noop filter's children") {
     runQueryAndCompare("SELECT c1, c2 FROM metrics_t1 where c1 < 50") {
       df =>
diff --git a/cpp/velox/operators/functions/SparkExprToSubfieldFilterParser.cc b/cpp/velox/operators/functions/SparkExprToSubfieldFilterParser.cc
index 31d44211cd5..49e70c249bd 100644
--- a/cpp/velox/operators/functions/SparkExprToSubfieldFilterParser.cc
+++ b/cpp/velox/operators/functions/SparkExprToSubfieldFilterParser.cc
@@ -16,6 +16,8 @@
  */
 #include "operators/functions/SparkExprToSubfieldFilterParser.h"
 
+#include <unordered_map>
+
 #include "utils/Exception.h"
 #include "velox/common/base/BloomFilter.h"
 #include "velox/expression/Expr.h"
@@ -117,6 +119,21 @@ SparkExprToSubfieldFilterParser::leafCallToSubfieldFilter(
   const auto* leftSide = call.inputs()[0].get();
 
   common::Subfield subfield;
+  // Spark keeps a literal-on-left comparison such as `5 < col` as written. Swap the operands
+  // and mirror the operator so it is handled like `col > 5`.
+  static const std::unordered_map<std::string, std::string> kMirroredComparisons = {
+      {"equalto", "equalto"},
+      {"lessthan", "greaterthan"},
+      {"lessthanorequal", "greaterthanorequal"},
+      {"greaterthan", "lessthan"},
+      {"greaterthanorequal", "lessthanorequal"}};
+  if (call.inputs().size() == 2 && !toSubfield(leftSide, subfield) && toSubfield(call.inputs()[1].get(), subfield)) {
+    auto it = kMirroredComparisons.find(call.name());
+    if (it != kMirroredComparisons.end()) {
+      const core::CallTypedExpr swapped(call.type(), {call.inputs()[1], call.inputs()[0]}, it->second);
+      return leafCallToSubfieldFilter(swapped, evaluator, negated);
+    }
+  }
   if (call.name() == "equalto") {
     if (toSubfield(leftSide, subfield)) {
       auto filter =