diff --git a/hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncCommand.java b/hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncValidateCommand.java
similarity index 98%
rename from hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncCommand.java
rename to hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncValidateCommand.java
index 084d757f85250..30b42552bb16c 100644
--- a/hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncCommand.java
+++ b/hudi-cli/src/main/java/org/apache/hudi/cli/commands/HoodieSyncValidateCommand.java
@@ -39,7 +39,7 @@
  * CLI command to display sync options.
  */
 @Component
-public class HoodieSyncCommand implements CommandMarker {
+public class HoodieSyncValidateCommand implements CommandMarker {
 
   @CliCommand(value = "sync validate", help = "Validate the sync by counting the number of records")
   public String validateSync(
diff --git a/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/HoodieProcedures.scala b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/HoodieProcedures.scala
index 6f6435865ef1a..b245b54f614bc 100644
--- a/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/HoodieProcedures.scala
+++ b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/HoodieProcedures.scala
@@ -81,6 +81,7 @@ object HoodieProcedures {
     mapBuilder.put(RepairMigratePartitionMetaProcedure.NAME, RepairMigratePartitionMetaProcedure.builder)
     mapBuilder.put(RepairOverwriteHoodiePropsProcedure.NAME, RepairOverwriteHoodiePropsProcedure.builder)
     mapBuilder.put(RunCleanProcedure.NAME, RunCleanProcedure.builder)
+    mapBuilder.put(ValidateHoodieSyncProcedure.NAME, ValidateHoodieSyncProcedure.builder)
     mapBuilder.build
   }
 }
diff --git a/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/ValidateHoodieSyncProcedure.scala b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/ValidateHoodieSyncProcedure.scala
new file mode 100644
index 0000000000000..67b752b5f67ec
--- /dev/null
+++ b/hudi-spark-datasource/hudi-spark/src/main/scala/org/apache/spark/sql/hudi/command/procedures/ValidateHoodieSyncProcedure.scala
@@ -0,0 +1,208 @@
+/*
+ * 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.
+ */
+
+package org.apache.spark.sql.hudi.command.procedures
+
+import org.apache.hudi.common.model.HoodieCommitMetadata
+import org.apache.hudi.common.table.HoodieTableMetaClient
+import org.apache.hudi.common.table.timeline.{HoodieInstant, HoodieTimeline}
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.Row
+import org.apache.spark.sql.types.{DataTypes, Metadata, StructField, StructType}
+import org.joda.time.DateTime
+
+import java.io.IOException
+import java.sql.{Connection, DriverManager, ResultSet, SQLException}
+import java.util.function.Supplier
+
+import scala.collection.JavaConverters._
+
+class ValidateHoodieSyncProcedure extends BaseProcedure with ProcedureBuilder with Logging {
+
+  private val PARAMETERS = Array[ProcedureParameter](
+    ProcedureParameter.required(0, "src_table", DataTypes.StringType, None),
+    ProcedureParameter.required(1, "dst_table", DataTypes.StringType, None),
+    ProcedureParameter.required(2, "mode", DataTypes.StringType, "complete"),
+    ProcedureParameter.required(3, "hive_server_url", DataTypes.StringType, None),
+    ProcedureParameter.required(4, "hive_pass", DataTypes.StringType, None),
+    ProcedureParameter.optional(5, "src_db", DataTypes.StringType, "rawdata"),
+    ProcedureParameter.optional(6, "target_db", DataTypes.StringType, "dwh_hoodie"),
+    ProcedureParameter.optional(7, "partition_cnt", DataTypes.IntegerType, 5),
+    ProcedureParameter.optional(8, "hive_user", DataTypes.StringType, "")
+  )
+
+  private val OUTPUT_TYPE = new StructType(Array[StructField](
+    StructField("result", DataTypes.StringType, nullable = true, Metadata.empty)
+  ))
+
+  override def build: Procedure = new ValidateHoodieSyncProcedure()
+
+  /**
+   * Returns the input parameters of this procedure.
+   */
+  override def parameters: Array[ProcedureParameter] = PARAMETERS
+
+  /**
+   * Returns the type of rows produced by this procedure.
+   */
+  override def outputType: StructType = OUTPUT_TYPE
+
+  override def call(args: ProcedureArgs): Seq[Row] = {
+    super.checkArgs(PARAMETERS, args)
+
+    val srcTable = getArgValueOrDefault(args, PARAMETERS(0))
+    val dstTable = getArgValueOrDefault(args, PARAMETERS(1))
+    val mode = getArgValueOrDefault(args, PARAMETERS(2)).get.asInstanceOf[String]
+    val hiveServerUrl = getArgValueOrDefault(args, PARAMETERS(3)).get.asInstanceOf[String]
+    val hivePass = getArgValueOrDefault(args, PARAMETERS(4)).get.asInstanceOf[String]
+
+    val srcDb = getArgValueOrDefault(args, PARAMETERS(5)).get.asInstanceOf[String]
+    val tgtDb = getArgValueOrDefault(args, PARAMETERS(6)).get.asInstanceOf[String]
+    val partitionCount = getArgValueOrDefault(args, PARAMETERS(7)).get.asInstanceOf[Integer]
+    val hiveUser = getArgValueOrDefault(args, PARAMETERS(8)).get.asInstanceOf[String]
+
+    val srcBasePath = getBasePath(srcTable, Option.empty)
+    val dstBasePath = getBasePath(dstTable, Option.empty)
+
+    val srcMetaClient = HoodieTableMetaClient.builder.setConf(jsc.hadoopConfiguration()).setBasePath(srcBasePath).build
+    val targetMetaClient = HoodieTableMetaClient.builder.setConf(jsc.hadoopConfiguration()).setBasePath(dstBasePath).build
+
+    val targetTimeline = targetMetaClient.getActiveTimeline.getCommitsTimeline
+    val sourceTimeline = srcMetaClient.getActiveTimeline.getCommitsTimeline
+
+    var sourceCount: Long = 0
+    var targetCount: Long = 0
+
+    if ("complete".equals(mode)) {
+      sourceCount = countRecords(hiveServerUrl, srcMetaClient, srcDb, hiveUser, hivePass)
+      targetCount = countRecords(hiveServerUrl, targetMetaClient, tgtDb, hiveUser, hivePass);
+    } else if ("latestPartitions".equals(mode)) {
+      sourceCount = countRecords(hiveServerUrl, srcMetaClient, srcDb, partitionCount, hiveUser, hivePass)
+      targetCount = countRecords(hiveServerUrl, targetMetaClient, tgtDb, partitionCount, hiveUser, hivePass)
+    } else {
+      logError(s"Unsupport mode ${mode}")
+    }
+
+    val targetLatestCommit =
+      if (targetTimeline.getInstants.iterator().hasNext) targetTimeline.lastInstant().get().getTimestamp else "0"
+    val sourceLatestCommit =
+      if (sourceTimeline.getInstants.iterator().hasNext) sourceTimeline.lastInstant().get().getTimestamp else "0"
+
+    if (sourceLatestCommit != null
+      && HoodieTimeline.compareTimestamps(targetLatestCommit, HoodieTimeline.GREATER_THAN, sourceLatestCommit))
+      Seq(Row(getString(targetMetaClient, targetTimeline, srcMetaClient, sourceCount, targetCount, sourceLatestCommit)))
+    else
+      Seq(Row(getString(srcMetaClient, sourceTimeline, targetMetaClient, targetCount, sourceCount, targetLatestCommit)))
+  }
+
+  def getString(target: HoodieTableMetaClient, targetTimeline: HoodieTimeline, source: HoodieTableMetaClient,
+                sourceCount: Long, targetCount: Long, sourceLatestCommit: String): String = {
+
+    val commitsToCatchup: List[HoodieInstant] =
+      targetTimeline.findInstantsAfter(sourceLatestCommit, Integer.MAX_VALUE).getInstants.iterator().asScala.toList
+    if (commitsToCatchup.isEmpty) {
+      s"Count difference now is count(${target.getTableConfig.getTableName}) - count(${source.getTableConfig.getTableName}) == ${targetCount - sourceCount}"
+    } else {
+      val newInserts = countNewRecords(target, commitsToCatchup.map(elem => elem.getTimestamp))
+      s"Count difference now is count(${target.getTableConfig.getTableName}) - count(${source.getTableConfig.getTableName}) == ${targetCount - sourceCount}" +
+        s". Catach up count is $newInserts"
+    }
+  }
+
+  def countRecords(jdbcUrl: String, source: HoodieTableMetaClient, dbName: String, user: String, pass: String): Long = {
+    var conn: Connection = null
+    var rs: ResultSet = null
+    var count: Long = -1
+    try {
+      conn = DriverManager.getConnection(jdbcUrl, user, pass)
+      val stmt = conn.createStatement()
+
+      stmt.execute("set hive.input.format=org.apache.hadoop.hive.ql.io.HiveInputFormat");
+      stmt.execute("set hive.stats.autogather=false");
+
+      rs = stmt.executeQuery(
+        s"select count(`_hoodie_commit_time`) as cnt from $dbName.${source.getTableConfig.getTableName}")
+      if (rs.next()) {
+        count = rs.getLong("cnt")
+      }
+
+      println(s"Total records in ${source.getTableConfig.getTableName} is $count")
+    } finally {
+      conn.close()
+      if (rs != null) {
+        rs.close()
+      }
+    }
+    count
+  }
+
+  @throws[SQLException]
+  def countRecords(jdbcUrl: String, source: HoodieTableMetaClient, srcDb: String, partitions: Int, user: String, pass: String): Long = {
+    def getDate(dateTime: DateTime): String = {
+      s"${dateTime.getYear}-${dateTime.getMonthOfYear}%02d-${dateTime.getDayOfMonth}%02d"
+    }
+    var dateTime = DateTime.now
+    val endDateStr = getDate(dateTime)
+    dateTime = dateTime.minusDays(partitions)
+    val startDateStr = getDate(dateTime)
+    println("Start date " + startDateStr + " and end date " + endDateStr)
+    countRecords(jdbcUrl, source, srcDb, startDateStr, endDateStr, user, pass)
+
+  }
+
+  @throws[SQLException]
+  private def countRecords(jdbcUrl: String, source: HoodieTableMetaClient, srcDb: String, startDateStr: String, endDateStr: String, user: String, pass: String): Long = {
+    var rs: ResultSet = null
+    try {
+      val conn = DriverManager.getConnection(jdbcUrl, user, pass)
+      val stmt = conn.createStatement
+      try { // stmt.execute("set mapred.job.queue.name=<queue_name>");
+        stmt.execute("set hive.input.format=org.apache.hadoop.hive.ql.io.HiveInputFormat")
+        stmt.execute("set hive.stats.autogather=false")
+        rs = stmt.executeQuery(s"select count(`_hoodie_commit_time`) as cnt from $srcDb.${source.getTableConfig.getTableName} where datestr>'$startDateStr' and datestr<='$endDateStr'")
+        if (rs.next)
+          rs.getLong("cnt")
+        else
+          -1
+      } finally {
+        if (rs != null) rs.close()
+        if (conn != null) conn.close()
+        if (stmt != null) stmt.close()
+      }
+    }
+  }
+
+  @throws[IOException]
+  def countNewRecords(target: HoodieTableMetaClient, commitsToCatchup: List[String]): Long = {
+    var totalNew: Long = 0
+    val timeline: HoodieTimeline = target.reloadActiveTimeline.getCommitTimeline.filterCompletedInstants
+    for (commit <- commitsToCatchup) {
+      val c: HoodieCommitMetadata = HoodieCommitMetadata.fromBytes(timeline.getInstantDetails(new HoodieInstant(false, HoodieTimeline.COMMIT_ACTION, commit)).get, classOf[HoodieCommitMetadata])
+      totalNew += c.fetchTotalRecordsWritten - c.fetchTotalUpdateRecordsWritten
+    }
+    totalNew
+  }
+}
+
+object ValidateHoodieSyncProcedure {
+  val NAME = "sync_validate"
+
+  def builder: Supplier[ProcedureBuilder] = new Supplier[ProcedureBuilder] {
+    override def get(): ProcedureBuilder = new ValidateHoodieSyncProcedure()
+  }
+}