diff --git a/fe/fe-core/src/main/java/org/apache/doris/statistics/StatisticsAutoCollector.java b/fe/fe-core/src/main/java/org/apache/doris/statistics/StatisticsAutoCollector.java
index b4d8f1ad0eca646..cf9a52da0d75d60 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/statistics/StatisticsAutoCollector.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/statistics/StatisticsAutoCollector.java
@@ -144,7 +144,6 @@ protected List<AnalysisInfo> constructAnalysisInfo(DatabaseIf<? extends TableIf>
             } catch (Throwable t) {
                 LOG.warn("Failed to analyze table {}.{}.{}",
                         db.getCatalog().getName(), db.getFullName(), table.getName(), t);
-                continue;
             }
         }
         return analysisInfos;
@@ -186,7 +185,19 @@ protected void createAnalyzeJobForTbl(DatabaseIf<? extends TableIf> db,
                 return;
             }
         }
-        long rowCount = StatisticsUtil.isEmptyTable(table, analysisMethod) ? 0 : table.getRowCount();
+        // We don't auto analyze empty table to avoid all 0 stats.
+        // Because all 0 is more dangerous than unknown stats when row count report is delayed.
+        AnalysisManager manager = Env.getServingEnv().getAnalysisManager();
+        TableStatsMeta tableStatsStatus = manager.findTableStatsStatus(table.getId());
+        long rowCount = table.getRowCount();
+        if (rowCount <= 0) {
+            LOG.info("Table {} is empty, remove its old stats and skip auto analyze it.", table.getName());
+            // Remove the table's old stats if exists.
+            if (tableStatsStatus != null && !tableStatsStatus.isColumnsStatsEmpty()) {
+                manager.dropStats(table);
+            }
+            return;
+        }
         AnalysisInfo jobInfo = new AnalysisInfoBuilder()
                 .setJobId(Env.getCurrentEnv().getNextId())
                 .setCatalogId(db.getCatalog().getId())
diff --git a/fe/fe-core/src/main/java/org/apache/doris/statistics/TableStatsMeta.java b/fe/fe-core/src/main/java/org/apache/doris/statistics/TableStatsMeta.java
index f39ad452e0364c2..f24ffba5234b40d 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/statistics/TableStatsMeta.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/statistics/TableStatsMeta.java
@@ -242,4 +242,8 @@ protected void clearStaleIndexRowCount(OlapTable table) {
     protected void addIndexRowForTest(long indexId, long rowCount) {
         indexesRowCount.put(indexId, rowCount);
     }
+
+    public boolean isColumnsStatsEmpty() {
+        return colNameToColStatsMeta == null || colNameToColStatsMeta.isEmpty();
+    }
 }
diff --git a/fe/fe-core/src/test/java/org/apache/doris/statistics/StatisticsAutoCollectorTest.java b/fe/fe-core/src/test/java/org/apache/doris/statistics/StatisticsAutoCollectorTest.java
index 9f2003535e1f4a9..ba50a4949479407 100644
--- a/fe/fe-core/src/test/java/org/apache/doris/statistics/StatisticsAutoCollectorTest.java
+++ b/fe/fe-core/src/test/java/org/apache/doris/statistics/StatisticsAutoCollectorTest.java
@@ -142,6 +142,11 @@ public List<Column> getSchemaAllIndexes(boolean full) {
                 columns.add(new Column("c2", PrimitiveType.HLL));
                 return columns;
             }
+
+            @Mock
+            public long getRowCount() {
+                return 1;
+            }
         };
         StatisticsAutoCollector saa = new StatisticsAutoCollector();
         List<AnalysisInfo> analysisInfoList = saa.constructAnalysisInfo(new Database(1, "anydb"));
@@ -397,6 +402,11 @@ public List<Long> getMvColumnIndexIds(String columnName) {
                 objects.add(-1L);
                 return objects;
             }
+
+            @Mock
+            public long getRowCount() {
+                return 1;
+            }
         };
 
         new MockUp<StatisticsUtil>() {
@@ -469,6 +479,11 @@ public List<Long> getMvColumnIndexIds(String columnName) {
                 objects.add(-1L);
                 return objects;
             }
+
+            @Mock
+            public long getRowCount() {
+                return 1;
+            }
         };
 
         new MockUp<StatisticsUtil>() {
diff --git a/regression-test/suites/statistics/test_analyze_mv.groovy b/regression-test/suites/statistics/test_analyze_mv.groovy
index e3045f0301896d9..5ae7a5ec83fdb1b 100644
--- a/regression-test/suites/statistics/test_analyze_mv.groovy
+++ b/regression-test/suites/statistics/test_analyze_mv.groovy
@@ -689,6 +689,18 @@ suite("test_analyze_mv") {
         assertEquals("0", result_row[0][3])
         assertEquals("-1", result_row[0][4])
 
+        // ** Embedded test for skip auto analyze when table is empty
+        sql """analyze table mvTestDup properties ("use.auto.analyzer" = "true")"""
+        def empty_test = sql """show auto analyze mvTestDup"""
+        assertEquals(0, empty_test.size())
+        empty_test = sql """show column stats mvTestDup"""
+        assertEquals(0, empty_test.size())
+        // ** End of embedded test
+
+        sql """analyze table mvTestDup with sync"""
+        empty_test = sql """show column stats mvTestDup"""
+        assertEquals(12, empty_test.size())
+
         for (int i = 0; i < 120; i++) {
             result_row = sql """show index stats mvTestDup mv3"""
             logger.info("mv3 stats: " + result_row)
@@ -703,6 +715,27 @@ suite("test_analyze_mv") {
         assertEquals("mv3", result_row[0][1])
         assertEquals("0", result_row[0][3])
         assertEquals("0", result_row[0][4])
+
+        // ** Embedded test for skip auto analyze when table is empty again
+        sql """analyze table mvTestDup properties ("use.auto.analyzer" = "true")"""
+        empty_test = sql """show auto analyze mvTestDup"""
+        assertEquals(0, empty_test.size())
+        empty_test = sql """show column stats mvTestDup"""
+        for (int i = 0; i < 100; i++) {
+            empty_test = sql """show column stats mvTestDup"""
+            if (empty_test.size() != 0) {
+                logger.info("async delete is not finished yet.")
+                Thread.sleep(1000)
+            }
+            break
+        }
+        assertEquals(0, empty_test.size())
+        // ** End of embedded test
+
+        sql """analyze table mvTestDup with sync"""
+        empty_test = sql """show column stats mvTestDup"""
+        assertEquals(12, empty_test.size())
+
         sql """insert into mvTestDup values (1, 2, 3, 4, 5), (1, 2, 3, 4, 5), (10, 20, 30, 40, 50), (10, 20, 30, 40, 50), (100, 200, 300, 400, 500), (1001, 2001, 3001, 4001, 5001);"""
         result_row = sql """show index stats mvTestDup mv3"""
         assertEquals(1, result_row.size())