diff --git a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
index 511e728dbca8..cd5955b0ff39 100644
--- a/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
+++ b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/PaimonPartitionManagement.scala
@@ -19,7 +19,9 @@
 package org.apache.paimon.spark
 
 import org.apache.paimon.CoreOptions
+import org.apache.paimon.partition.PartitionStatistics
 import org.apache.paimon.table.{FileStoreTable, Table}
+import org.apache.paimon.table.source.ScanMode
 import org.apache.paimon.types.RowType
 import org.apache.paimon.utils.{InternalRowPartitionComputer, TypeUtils}
 
@@ -136,7 +138,31 @@ trait PaimonPartitionManagement extends SupportsAtomicPartitionManagement with L
   }
 
   override def loadPartitionMetadata(ident: InternalRow): JMap[String, String] = {
-    Map.empty[String, String].asJava
+    table match {
+      case fileStoreTable: FileStoreTable =>
+        val partitionSpec = toPaimonPartitions(Array(ident)).head
+        val partitionEntries = fileStoreTable
+          .newSnapshotReader()
+          .withMode(ScanMode.ALL)
+          .withPartitionFilter(partitionSpec)
+          .partitionEntries()
+
+        if (!partitionEntries.isEmpty) {
+          val entry = partitionEntries.get(0)
+          Map(
+            PartitionStatistics.FIELD_RECORD_COUNT -> entry.recordCount().toString,
+            PartitionStatistics.FIELD_FILE_SIZE_IN_BYTES -> entry.fileSizeInBytes().toString,
+            PartitionStatistics.FIELD_FILE_COUNT -> entry.fileCount().toString,
+            PartitionStatistics.FIELD_LAST_FILE_CREATION_TIME -> entry
+              .lastFileCreationTime()
+              .toString
+          ).asJava
+        } else {
+          Map.empty[String, String].asJava
+        }
+      case _ =>
+        Map.empty[String, String].asJava
+    }
   }
 
   override def listPartitionIdentifiers(
diff --git a/paimon-spark/paimon-spark3-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala
similarity index 84%
rename from paimon-spark/paimon-spark3-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala
rename to paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala
index ac98a807ca16..5d85c7bd5ee9 100644
--- a/paimon-spark/paimon-spark3-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala
+++ b/paimon-spark/paimon-spark-common/src/main/scala/org/apache/paimon/spark/commands/PaimonShowTablePartitionCommand.scala
@@ -18,13 +18,14 @@
 
 package org.apache.paimon.spark.commands
 
+import org.apache.paimon.partition.PartitionStatistics
 import org.apache.paimon.spark.catalyst.Compatibility
 import org.apache.paimon.spark.leafnode.PaimonLeafRunnableCommand
 
 import org.apache.spark.sql.{Row, SparkSession}
 import org.apache.spark.sql.catalyst.analysis.ResolvedPartitionSpec
 import org.apache.spark.sql.catalyst.catalog.ExternalCatalogUtils.escapePathName
-import org.apache.spark.sql.catalyst.expressions.{Attribute, Cast, Literal, ToPrettyString}
+import org.apache.spark.sql.catalyst.expressions.{Attribute, Literal}
 import org.apache.spark.sql.connector.catalog.{Identifier, SupportsPartitionManagement, TableCatalog}
 import org.apache.spark.sql.connector.catalog.PaimonCatalogImplicits._
 import org.apache.spark.sql.execution.datasources.v2.DataSourceV2Implicits._
@@ -87,7 +88,20 @@ case class PaimonShowTablePartitionCommand(
     val partitionValues = partitions.mkString("[", ", ", "]")
     results.put("Partition Values", s"$partitionValues")
 
-    // TODO "Partition Parameters", "Created Time", "Last Access", "Partition Statistics"
+    // Partition Parameters and Partition Statistics
+    val metadata = partitionTable.loadPartitionMetadata(row)
+    if (!metadata.isEmpty) {
+      val metadataMap = metadata.asScala
+      results.put(
+        "Partition Parameters",
+        s"{${metadataMap.map { case (k, v) => s"$k=$v" }.mkString(", ")}}")
+
+      val fileSizeInBytes =
+        metadataMap.getOrElse(PartitionStatistics.FIELD_FILE_SIZE_IN_BYTES, "0").toLong
+      val recordCount =
+        metadataMap.getOrElse(PartitionStatistics.FIELD_RECORD_COUNT, "0").toLong
+      results.put("Partition Statistics", s"$recordCount rows, $fileSizeInBytes bytes")
+    }
 
     results
       .map {
diff --git a/paimon-spark/paimon-spark-ut/src/test/scala/org/apache/paimon/spark/sql/DescribeTableTestBase.scala b/paimon-spark/paimon-spark-ut/src/test/scala/org/apache/paimon/spark/sql/DescribeTableTestBase.scala
index 63efa3f7e0a6..31cec5fda672 100644
--- a/paimon-spark/paimon-spark-ut/src/test/scala/org/apache/paimon/spark/sql/DescribeTableTestBase.scala
+++ b/paimon-spark/paimon-spark-ut/src/test/scala/org/apache/paimon/spark/sql/DescribeTableTestBase.scala
@@ -98,6 +98,22 @@ abstract class DescribeTableTestBase extends PaimonSparkTestBase {
           )
           Assertions.assertTrue(
             res2.select("information").collect().head.getString(0).contains("Partition Values"))
+
+          val info2 = res2.select("information").collect().head.getString(0)
+          Assertions.assertTrue(info2.contains("Partition Parameters"))
+          Assertions.assertTrue(info2.contains(PartitionStatistics.FIELD_RECORD_COUNT))
+          Assertions.assertTrue(info2.contains(PartitionStatistics.FIELD_FILE_SIZE_IN_BYTES))
+          Assertions.assertTrue(info2.contains(PartitionStatistics.FIELD_FILE_COUNT))
+          Assertions.assertTrue(info2.contains(PartitionStatistics.FIELD_LAST_FILE_CREATION_TIME))
+          Assertions.assertTrue(info2.contains("Partition Statistics"))
+          Assertions.assertTrue(info2.contains("recordCount=1"))
+          Assertions.assertTrue(info2.contains("1 rows"))
+
+          val res3 =
+            spark.sql(s"SHOW TABLE EXTENDED IN $testDB LIKE 's2' PARTITION(pt = '2024')")
+          val info3 = res3.select("information").collect().head.getString(0)
+          Assertions.assertTrue(info3.contains("recordCount=2"))
+          Assertions.assertTrue(info3.contains("2 rows"))
         }
       }
     }
diff --git a/paimon-spark/paimon-spark4-common/src/main/scala/org/apache/paimon/spark/catalyst/analysis/Spark4ResolutionRules.scala b/paimon-spark/paimon-spark4-common/src/main/scala/org/apache/paimon/spark/catalyst/analysis/Spark4ResolutionRules.scala
index 461cbd0c938a..23db4e716ddf 100644
--- a/paimon-spark/paimon-spark4-common/src/main/scala/org/apache/paimon/spark/catalyst/analysis/Spark4ResolutionRules.scala
+++ b/paimon-spark/paimon-spark4-common/src/main/scala/org/apache/paimon/spark/catalyst/analysis/Spark4ResolutionRules.scala
@@ -18,10 +18,18 @@
 
 package org.apache.paimon.spark.catalyst.analysis
 
+import org.apache.paimon.spark.commands.PaimonShowTablePartitionCommand
+
 import org.apache.spark.sql.SparkSession
-import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.catalyst.analysis.ResolvedTable
+import org.apache.spark.sql.catalyst.plans.logical.{LogicalPlan, ShowTablePartition}
 import org.apache.spark.sql.catalyst.rules.Rule
 
 case class Spark4ResolutionRules(session: SparkSession) extends Rule[LogicalPlan] {
-  override def apply(plan: LogicalPlan): LogicalPlan = plan
+  override def apply(plan: LogicalPlan): LogicalPlan = plan.resolveOperatorsDown {
+    case s @ ShowTablePartition(rt: ResolvedTable, _, _) =>
+      val resolvedSpec =
+        PaimonResolvePartitionSpec.resolve(rt.catalog, rt.identifier, s.partitionSpec)
+      PaimonShowTablePartitionCommand(s.output, rt.catalog, rt.identifier, resolvedSpec)
+  }
 }