diff --git a/src/stripe.rs b/src/stripe.rs
index d43e9cee..3f043610 100644
--- a/src/stripe.rs
+++ b/src/stripe.rs
@@ -15,6 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::collections::HashSet;
 use std::{collections::HashMap, io::Read, sync::Arc};
 
 use bytes::Bytes;
@@ -139,23 +140,23 @@ impl Stripe {
             .context(IoSnafu)?;
         let footer = Arc::new(deserialize_stripe_footer(footer, compression)?);
 
-        let columns = projected_data_type
+        let columns: Vec<Column> = projected_data_type
             .children()
             .iter()
             .map(|col| Column::new(col.name(), col.data_type(), &footer))
             .collect();
+        let column_ids = collect_required_column_ids(&columns);
 
         let mut stream_map = HashMap::new();
         let mut stream_offset = info.offset();
         for stream in &footer.streams {
             let length = stream.length();
             let column_id = stream.column();
-            let kind = stream.kind();
-            let data = Column::read_stream(reader, stream_offset, length)?;
-
-            // TODO(weny): filter out unused streams.
-            stream_map.insert((column_id, kind), data);
-
+            if column_ids.contains(&column_id) {
+                let kind = stream.kind();
+                let data = Column::read_stream(reader, stream_offset, length)?;
+                stream_map.insert((column_id, kind), data);
+            }
             stream_offset += length;
         }
 
@@ -192,22 +193,23 @@ impl Stripe {
             .context(IoSnafu)?;
         let footer = Arc::new(deserialize_stripe_footer(footer, compression)?);
 
-        let columns = projected_data_type
+        let columns: Vec<Column> = projected_data_type
             .children()
             .iter()
             .map(|col| Column::new(col.name(), col.data_type(), &footer))
             .collect();
+        let column_ids = collect_required_column_ids(&columns);
 
         let mut stream_map = HashMap::new();
         let mut stream_offset = info.offset();
         for stream in &footer.streams {
             let length = stream.length();
             let column_id = stream.column();
-            let kind = stream.kind();
-            let data = Column::read_stream_async(reader, stream_offset, length).await?;
-
-            // TODO(weny): filter out unused streams.
-            stream_map.insert((column_id, kind), data);
+            if column_ids.contains(&column_id) {
+                let kind = stream.kind();
+                let data = Column::read_stream_async(reader, stream_offset, length).await?;
+                stream_map.insert((column_id, kind), data);
+            }
 
             stream_offset += length;
         }
@@ -282,3 +284,12 @@ fn deserialize_stripe_footer(
         .context(error::IoSnafu)?;
     StripeFooter::decode(buffer.as_slice()).context(error::DecodeProtoSnafu)
 }
+
+fn collect_required_column_ids(columns: &[Column]) -> HashSet<u32> {
+    let mut set = HashSet::new();
+    for column in columns {
+        set.insert(column.column_id());
+        set.extend(collect_required_column_ids(&column.children()));
+    }
+    set
+}