diff --git a/columnar/src/block_accessor.rs b/columnar/src/block_accessor.rs
index d596805a1a..d5c0acd7e2 100644
--- a/columnar/src/block_accessor.rs
+++ b/columnar/src/block_accessor.rs
@@ -25,7 +25,7 @@ impl<T: PartialOrd + Copy + std::fmt::Debug + Send + Sync + 'static + Default>
     pub fn fetch_block_with_missing(&mut self, docs: &[u32], accessor: &Column<T>, missing: T) {
         self.fetch_block(docs, accessor);
         // We can compare docid_cache with docs to find missing docs
-        if docs.len() != self.docid_cache.len() {
+        if docs.len() != self.docid_cache.len() || accessor.index.is_multivalue() {
             self.missing_docids_cache.clear();
             find_missing_docs(docs, &self.docid_cache, |doc| {
                 self.missing_docids_cache.push(doc);
@@ -50,8 +50,12 @@ impl<T: PartialOrd + Copy + std::fmt::Debug + Send + Sync + 'static + Default>
     }
 }
 
+/// Given two sorted lists of docids `docs` and `hits`, hits is a subset of `docs`.
+/// Return all docs that are not in `hits`.
 fn find_missing_docs<F>(docs: &[u32], hits: &[u32], mut callback: F)
-where F: FnMut(u32) {
+where
+    F: FnMut(u32),
+{
     let mut docs_iter = docs.iter();
     let mut hits_iter = hits.iter();
 
diff --git a/columnar/src/column_index/mod.rs b/columnar/src/column_index/mod.rs
index 1a0e9073ce..41865e67ae 100644
--- a/columnar/src/column_index/mod.rs
+++ b/columnar/src/column_index/mod.rs
@@ -37,6 +37,10 @@ impl From<MultiValueIndex> for ColumnIndex {
 }
 
 impl ColumnIndex {
+    #[inline]
+    pub fn is_multivalue(&self) -> bool {
+        matches!(self, ColumnIndex::Multivalued(_))
+    }
     // Returns the cardinality of the column index.
     //
     // By convention, if the column contains no docs, we consider that it is
diff --git a/src/aggregation/bucket/term_agg.rs b/src/aggregation/bucket/term_agg.rs
index 4627ee27a6..f71fac023f 100644
--- a/src/aggregation/bucket/term_agg.rs
+++ b/src/aggregation/bucket/term_agg.rs
@@ -1584,6 +1584,95 @@ mod tests {
 
         Ok(())
     }
+    #[test]
+    fn terms_aggregation_missing_multi_value() -> crate::Result<()> {
+        let mut schema_builder = Schema::builder();
+        let text_field = schema_builder.add_text_field("text", FAST);
+        let id_field = schema_builder.add_text_field("id", FAST);
+        let index = Index::create_in_ram(schema_builder.build());
+        {
+            let mut index_writer = index.writer_with_num_threads(1, 20_000_000)?;
+            index_writer.set_merge_policy(Box::new(NoMergePolicy));
+            index_writer.add_document(doc!(
+                text_field => "Hello Hello",
+                text_field => "Hello Hello",
+                id_field => 1u64,
+                id_field => 1u64,
+            ))?;
+            // Missing
+            index_writer.add_document(doc!())?;
+            index_writer.add_document(doc!(
+                text_field => "Hello Hello",
+            ))?;
+            index_writer.add_document(doc!(
+                text_field => "Hello Hello",
+            ))?;
+            index_writer.commit()?;
+            // Empty segment special case
+            index_writer.add_document(doc!())?;
+            index_writer.commit()?;
+            // Full segment special case
+            index_writer.add_document(doc!(
+                text_field => "Hello Hello",
+                id_field => 1u64,
+            ))?;
+            index_writer.commit()?;
+        }
+
+        let agg_req: Aggregations = serde_json::from_value(json!({
+            "my_texts": {
+                "terms": {
+                    "field": "text",
+                    "missing": "Empty"
+                },
+            },
+            "my_texts2": {
+                "terms": {
+                    "field": "text",
+                    "missing": 1337
+                },
+            },
+            "my_ids": {
+                "terms": {
+                    "field": "id",
+                    "missing": 1337
+                },
+            }
+        }))
+        .unwrap();
+
+        let res = exec_request_with_query(agg_req, &index, None)?;
+
+        // text field
+        assert_eq!(res["my_texts"]["buckets"][0]["key"], "Hello Hello");
+        assert_eq!(res["my_texts"]["buckets"][0]["doc_count"], 5);
+        assert_eq!(res["my_texts"]["buckets"][1]["key"], "Empty");
+        assert_eq!(res["my_texts"]["buckets"][1]["doc_count"], 2);
+        assert_eq!(
+            res["my_texts"]["buckets"][2]["key"],
+            serde_json::Value::Null
+        );
+        // text field with numner as missing fallback
+        assert_eq!(res["my_texts2"]["buckets"][0]["key"], "Hello Hello");
+        assert_eq!(res["my_texts2"]["buckets"][0]["doc_count"], 5);
+        assert_eq!(res["my_texts2"]["buckets"][1]["key"], 1337.0);
+        assert_eq!(res["my_texts2"]["buckets"][1]["doc_count"], 2);
+        assert_eq!(
+            res["my_texts2"]["buckets"][2]["key"],
+            serde_json::Value::Null
+        );
+        assert_eq!(res["my_texts"]["sum_other_doc_count"], 0);
+        assert_eq!(res["my_texts"]["doc_count_error_upper_bound"], 0);
+
+        // id field
+        assert_eq!(res["my_ids"]["buckets"][0]["key"], 1337.0);
+        assert_eq!(res["my_ids"]["buckets"][0]["doc_count"], 4);
+        assert_eq!(res["my_ids"]["buckets"][1]["key"], 1.0);
+        assert_eq!(res["my_ids"]["buckets"][1]["doc_count"], 3);
+        assert_eq!(res["my_ids"]["buckets"][2]["key"], serde_json::Value::Null);
+
+        Ok(())
+    }
 
     #[test]
     fn terms_aggregation_missing1() -> crate::Result<()> {