diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/CheckAnalysis.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/CheckAnalysis.scala
index 51a3facf40835..36b167ba9044f 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/CheckAnalysis.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/CheckAnalysis.scala
@@ -608,7 +608,6 @@ trait CheckAnalysis extends PredicateHelper with LookupCatalog {
         }
     }
     checkCollectedMetrics(plan)
-    checkOffsetOperator(plan)
     extendedCheckRules.foreach(_(plan))
     plan.foreachUp {
       case o if !o.resolved =>
@@ -851,30 +850,6 @@ trait CheckAnalysis extends PredicateHelper with LookupCatalog {
     check(plan)
   }
 
-  /**
-   * Validate whether the [[Offset]] is valid.
-   */
-  private def checkOffsetOperator(plan: LogicalPlan): Unit = {
-    plan.foreachUp {
-      case o if !o.isInstanceOf[GlobalLimit] && !o.isInstanceOf[LocalLimit]
-        && o.children.exists(_.isInstanceOf[Offset]) =>
-        failAnalysis(
-          s"""
-             |The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET
-             |clause found in: ${o.nodeName}.""".stripMargin.replace("\n", " "))
-      case _ =>
-    }
-    plan match {
-      case Offset(offsetExpr, _) =>
-        checkLimitLikeClause("offset", offsetExpr)
-        failAnalysis(
-          s"""
-             |The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET
-             |clause is found to be the outermost node.""".stripMargin.replace("\n", " "))
-      case _ =>
-    }
-  }
-
   /**
    * Validates to make sure the outer references appearing inside the subquery
    * are allowed.
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/Optimizer.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/Optimizer.scala
index 2e4c5973cd149..5739812a653f7 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/Optimizer.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/Optimizer.scala
@@ -281,6 +281,7 @@ abstract class Optimizer(catalogManager: CatalogManager)
     // However, because we also use the analyzer to canonicalized queries (for view definition),
     // we do not eliminate subqueries or compute current time in the analyzer.
     private val rules = Seq(
+      CheckOffsetOperator,
       EliminateResolvedHint,
       EliminateSubqueryAliases,
       EliminateView,
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/finishAnalysis.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/finishAnalysis.scala
index ef9c4b9af40d3..0ff6ed37d1008 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/finishAnalysis.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/finishAnalysis.scala
@@ -26,6 +26,7 @@ import org.apache.spark.sql.catalyst.rules._
 import org.apache.spark.sql.catalyst.trees.TreePattern._
 import org.apache.spark.sql.catalyst.util.DateTimeUtils.{convertSpecialDate, convertSpecialTimestamp, convertSpecialTimestampNTZ}
 import org.apache.spark.sql.connector.catalog.CatalogManager
+import org.apache.spark.sql.errors.QueryCompilationErrors
 import org.apache.spark.sql.types._
 import org.apache.spark.util.Utils
 
@@ -138,3 +139,25 @@ object SpecialDatetimeValues extends Rule[LogicalPlan] {
     }
   }
 }
+
+/**
+ * Validate whether the [[Offset]] is valid. Dataset API eagerly analyzes the query plan, so a
+ * query plan may contains invalid [[Offset]] operators but it's not the final query plan that
+ * gets evaluated.
+ */
+object CheckOffsetOperator extends Rule[LogicalPlan] {
+  def apply(plan: LogicalPlan): LogicalPlan = {
+    plan.foreachUp {
+      case o if !o.isInstanceOf[GlobalLimit] && !o.isInstanceOf[LocalLimit]
+        && o.children.exists(_.isInstanceOf[Offset]) =>
+        throw QueryCompilationErrors.invalidOffsetError(s"in: ${o.nodeName}")
+      case _ =>
+    }
+    plan match {
+      case Offset(_, _) =>
+        throw QueryCompilationErrors.invalidOffsetError("to be the outermost node")
+      case _ =>
+    }
+    plan
+  }
+}
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryCompilationErrors.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryCompilationErrors.scala
index dac6a6e731f39..499a884294d81 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryCompilationErrors.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/errors/QueryCompilationErrors.scala
@@ -2394,4 +2394,11 @@ object QueryCompilationErrors extends QueryErrorsBase {
   def noSuchFunctionError(database: String, funcInfo: String): Throwable = {
     new AnalysisException(s"$database does not support function: $funcInfo")
   }
+
+  def invalidOffsetError(reason: String): Throwable = {
+    new AnalysisException(
+      s"""
+         |The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET
+         |clause is found $reason.""".stripMargin.replace("\n", " "))
+  }
 }
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
index 486123d2a882a..aa1195a4f00e5 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
@@ -556,20 +556,6 @@ class AnalysisErrorSuite extends AnalysisTest {
     "The offset expression must be equal to or greater than 0, but got -1" :: Nil
   )
 
-  errorTest(
-    "OFFSET clause is outermost node",
-    testRelation.offset(Literal(10, IntegerType)),
-    "The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET" +
-      " clause is found to be the outermost node." :: Nil
-  )
-
-  errorTest(
-    "OFFSET clause in other node",
-    testRelation2.offset(Literal(10, IntegerType)).where('b > 1),
-    "The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET" +
-      " clause found in: Filter." :: Nil
-  )
-
   errorTest(
     "the sum of num_rows in limit clause and num_rows in offset clause less than Int.MaxValue",
     testRelation.offset(Literal(2000000000, IntegerType)).limit(Literal(1000000000, IntegerType)),
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/optimizer/OptimizerSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/optimizer/OptimizerSuite.scala
index 6b63f860b7da9..a40f98bd2f415 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/optimizer/OptimizerSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/optimizer/OptimizerSuite.scala
@@ -18,10 +18,11 @@
 package org.apache.spark.sql.catalyst.optimizer
 
 import org.apache.spark.sql.AnalysisException
+import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
 import org.apache.spark.sql.catalyst.dsl.plans._
-import org.apache.spark.sql.catalyst.expressions.{Alias, IntegerLiteral, Literal}
+import org.apache.spark.sql.catalyst.expressions.{Alias, EqualTo, IntegerLiteral, Literal}
 import org.apache.spark.sql.catalyst.plans.PlanTest
-import org.apache.spark.sql.catalyst.plans.logical.{LogicalPlan, OneRowRelation, Project}
+import org.apache.spark.sql.catalyst.plans.logical.{Filter, LogicalPlan, Offset, OneRowRelation, Project}
 import org.apache.spark.sql.catalyst.rules.Rule
 import org.apache.spark.sql.internal.SQLConf
 
@@ -71,4 +72,28 @@ class OptimizerSuite extends PlanTest {
         s"test, please set '${SQLConf.OPTIMIZER_MAX_ITERATIONS.key}' to a larger value."))
     }
   }
+
+  test("Test CheckOffsetOperator") {
+    val optimizer = new SimpleTestOptimizer()
+
+    val analyzed1 =
+      Offset(Literal(2), Project(Alias(Literal(5), "attr")() :: Nil, OneRowRelation())).analyze
+    val message1 = intercept[AnalysisException] {
+      optimizer.execute(analyzed1)
+    }.getMessage
+    assert(message1.equals(
+      s"""
+         |The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET
+         |clause is found to be the outermost node.""".stripMargin.replace("\n", " ")))
+
+    val analyzed2 =
+      Filter(EqualTo(UnresolvedAttribute(Seq("attr")), Literal("alex")), analyzed1).analyze
+    val message2 = intercept[AnalysisException] {
+      optimizer.execute(analyzed2)
+    }.getMessage
+    assert(message2.equals(
+      s"""
+         |The OFFSET clause is only allowed in the LIMIT clause, but the OFFSET
+         |clause is found in: ${analyzed2.nodeName}.""".stripMargin.replace("\n", " ")))
+  }
 }