diff --git a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieIndexConfig.java b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieIndexConfig.java
index f82f14d5a..7c1f7e00e 100644
--- a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieIndexConfig.java
+++ b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieIndexConfig.java
@@ -115,6 +115,14 @@ public class HoodieIndexConfig extends HoodieConfig {
           + "When true, the input RDD will cached to speed up index lookup by reducing IO "
           + "for computing parallelism or affected partitions");
 
+  public static final ConfigProperty<Boolean> BLOOM_INDEX_USE_METADATA = ConfigProperty
+      .key("hoodie.bloom.index.use.metadata")
+      .defaultValue(false)
+      .sinceVersion("0.11.0")
+      .withDocumentation("Only applies if index type is BLOOM."
+          + "When true, the index lookup uses bloom filters and column stats from metadata "
+          + "table when available to speed up the process.");
+
   public static final ConfigProperty<String> BLOOM_INDEX_TREE_BASED_FILTER = ConfigProperty
       .key("hoodie.bloom.index.use.treebased.filter")
       .defaultValue("true")
@@ -490,6 +498,11 @@ public class HoodieIndexConfig extends HoodieConfig {
       return this;
     }
 
+    public Builder bloomIndexUseMetadata(boolean useMetadata) {
+      hoodieIndexConfig.setValue(BLOOM_INDEX_USE_METADATA, String.valueOf(useMetadata));
+      return this;
+    }
+
     public Builder bloomIndexTreebasedFilter(boolean useTreeFilter) {
       hoodieIndexConfig.setValue(BLOOM_INDEX_TREE_BASED_FILTER, String.valueOf(useTreeFilter));
       return this;
diff --git a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieWriteConfig.java b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieWriteConfig.java
index fd4e93365..d861ffe97 100644
--- a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieWriteConfig.java
+++ b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/config/HoodieWriteConfig.java
@@ -1541,6 +1541,10 @@ public class HoodieWriteConfig extends HoodieConfig {
     return getBoolean(HoodieIndexConfig.BLOOM_INDEX_USE_CACHING);
   }
 
+  public boolean getBloomIndexUseMetadata() {
+    return getBooleanOrDefault(HoodieIndexConfig.BLOOM_INDEX_USE_METADATA);
+  }
+
   public boolean useBloomIndexTreebasedFilter() {
     return getBoolean(HoodieIndexConfig.BLOOM_INDEX_TREE_BASED_FILTER);
   }
diff --git a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/index/bloom/HoodieBloomIndex.java b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/index/bloom/HoodieBloomIndex.java
index 889715229..aeaf78672 100644
--- a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/index/bloom/HoodieBloomIndex.java
+++ b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/index/bloom/HoodieBloomIndex.java
@@ -40,6 +40,7 @@ import org.apache.hudi.index.HoodieIndex;
 import org.apache.hudi.index.HoodieIndexUtils;
 import org.apache.hudi.io.HoodieRangeInfoHandle;
 import org.apache.hudi.table.HoodieTable;
+
 import org.apache.log4j.LogManager;
 import org.apache.log4j.Logger;
 
@@ -141,7 +142,7 @@ public class HoodieBloomIndex extends HoodieIndex<Object, Object> {
 
     if (config.getBloomIndexPruneByRanges()) {
       // load column ranges from metadata index if column stats index is enabled and column_stats metadata partition is available
-      if (config.isMetadataColumnStatsIndexEnabled()
+      if (config.getBloomIndexUseMetadata()
           && getCompletedMetadataPartitions(hoodieTable.getMetaClient().getTableConfig()).contains(COLUMN_STATS.getPartitionPath())) {
         fileInfoList = loadColumnRangesFromMetaIndex(affectedPartitionPathList, context, hoodieTable);
       }
diff --git a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/io/HoodieKeyLookupHandle.java b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/io/HoodieKeyLookupHandle.java
index bad822c8d..36ee7d967 100644
--- a/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/io/HoodieKeyLookupHandle.java
+++ b/hudi-client/hudi-client-common/src/main/java/org/apache/hudi/io/HoodieKeyLookupHandle.java
@@ -37,6 +37,9 @@ import java.io.IOException;
 import java.util.ArrayList;
 import java.util.List;
 
+import static org.apache.hudi.metadata.HoodieTableMetadataUtil.getCompletedMetadataPartitions;
+import static org.apache.hudi.metadata.MetadataPartitionType.BLOOM_FILTERS;
+
 /**
  * Takes a bunch of keys and returns ones that are present in the file group.
  */
@@ -60,7 +63,9 @@ public class HoodieKeyLookupHandle<T extends HoodieRecordPayload, I, K, O> exten
     BloomFilter bloomFilter = null;
     HoodieTimer timer = new HoodieTimer().startTimer();
     try {
-      if (config.isMetadataBloomFilterIndexEnabled()) {
+      if (config.getBloomIndexUseMetadata()
+          && getCompletedMetadataPartitions(hoodieTable.getMetaClient().getTableConfig())
+          .contains(BLOOM_FILTERS.getPartitionPath())) {
         bloomFilter = hoodieTable.getMetadataTable().getBloomFilter(partitionPathFileIDPair.getLeft(), partitionPathFileIDPair.getRight())
             .orElseThrow(() -> new HoodieIndexException("BloomFilter missing for " + partitionPathFileIDPair.getRight()));
       } else {
diff --git a/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/index/bloom/SparkHoodieBloomIndexHelper.java b/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/index/bloom/SparkHoodieBloomIndexHelper.java
index 1659fe016..9c2f37d56 100644
--- a/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/index/bloom/SparkHoodieBloomIndexHelper.java
+++ b/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/index/bloom/SparkHoodieBloomIndexHelper.java
@@ -30,17 +30,22 @@ import org.apache.hudi.data.HoodieJavaPairRDD;
 import org.apache.hudi.data.HoodieJavaRDD;
 import org.apache.hudi.io.HoodieKeyLookupResult;
 import org.apache.hudi.table.HoodieTable;
+
 import org.apache.log4j.LogManager;
 import org.apache.log4j.Logger;
 import org.apache.spark.Partitioner;
 import org.apache.spark.api.java.JavaRDD;
-import scala.Tuple2;
 
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 import java.util.stream.Collectors;
 
+import scala.Tuple2;
+
+import static org.apache.hudi.metadata.HoodieTableMetadataUtil.getCompletedMetadataPartitions;
+import static org.apache.hudi.metadata.MetadataPartitionType.BLOOM_FILTERS;
+
 /**
  * Helper for {@link HoodieBloomIndex} containing Spark-specific logic.
  */
@@ -75,7 +80,9 @@ public class SparkHoodieBloomIndexHelper extends BaseHoodieBloomIndexHelper {
         + config.getBloomIndexParallelism() + "}");
 
     JavaRDD<List<HoodieKeyLookupResult>> keyLookupResultRDD;
-    if (config.isMetadataBloomFilterIndexEnabled()) {
+    if (config.getBloomIndexUseMetadata()
+        && getCompletedMetadataPartitions(hoodieTable.getMetaClient().getTableConfig())
+        .contains(BLOOM_FILTERS.getPartitionPath())) {
       // Step 1: Sort by file id
       JavaRDD<Tuple2<String, HoodieKey>> sortedFileIdAndKeyPairs =
           fileComparisonsRDD.sortBy(Tuple2::_1, true, joinParallelism);