diff --git a/fastfield_codecs/benches/bench.rs b/fastfield_codecs/benches/bench.rs
index c30df44e5..5a4227dca 100644
--- a/fastfield_codecs/benches/bench.rs
+++ b/fastfield_codecs/benches/bench.rs
@@ -28,12 +28,14 @@ mod tests {
     }
     fn get_reader_for_bench<Codec: FastFieldCodec>(data: &[u64]) -> Codec::Reader {
         let mut bytes = Vec::new();
+        let min_value = *data.iter().min().unwrap();
+        let data = data.iter().map(|el| *el - min_value).collect::<Vec<_>>();
         let col = VecColumn::from(&data);
         let normalized_header = fastfield_codecs::NormalizedHeader {
             num_vals: col.num_vals(),
             max_value: col.max_value(),
         };
-        Codec::serialize(&VecColumn::from(data), &mut bytes).unwrap();
+        Codec::serialize(&VecColumn::from(&data), &mut bytes).unwrap();
         Codec::open_from_bytes(OwnedBytes::new(bytes), normalized_header).unwrap()
     }
     fn bench_get<Codec: FastFieldCodec>(b: &mut Bencher, data: &[u64]) {
@@ -65,10 +67,13 @@ mod tests {
         bench_get_dynamic_helper(b, col);
     }
     fn bench_create<Codec: FastFieldCodec>(b: &mut Bencher, data: &[u64]) {
+        let min_value = *data.iter().min().unwrap();
+        let data = data.iter().map(|el| *el - min_value).collect::<Vec<_>>();
+
         let mut bytes = Vec::new();
         b.iter(|| {
             bytes.clear();
-            Codec::serialize(&VecColumn::from(data), &mut bytes).unwrap();
+            Codec::serialize(&VecColumn::from(&data), &mut bytes).unwrap();
         });
     }
 
diff --git a/fastfield_codecs/src/lib.rs b/fastfield_codecs/src/lib.rs
index 8e62c610e..d2adf6500 100644
--- a/fastfield_codecs/src/lib.rs
+++ b/fastfield_codecs/src/lib.rs
@@ -335,13 +335,14 @@ mod tests {
 
 #[cfg(all(test, feature = "unstable"))]
 mod bench {
+    use std::iter;
     use std::sync::Arc;
 
+    use column::ColumnV2Ext;
     use rand::prelude::*;
     use test::{self, Bencher};
 
     use super::*;
-    use crate::column::ColumnV2;
     use crate::Column;
 
     // Warning: this generates the same permutation at each call
@@ -385,31 +386,88 @@ mod bench {
         });
     }
 
-    #[bench]
-    fn bench_intfastfield_jumpy_fflookup_u128(b: &mut Bencher) {
+    fn get_u128_column_permutation() -> Arc<dyn ColumnV2Ext<u128>> {
         let permutation = generate_permutation();
-        let n = permutation.len();
-        let permutation = permutation.iter().map(|el| *el as u128).collect::<Vec<_>>();
-
-        let compressor =
-            CompactSpaceCompressor::train_from(permutation.iter().cloned(), permutation.len());
-        let data = compressor
-            .compress(permutation.iter().cloned().map(Some))
-            .unwrap();
+        let permutation = permutation
+            .iter()
+            .map(|el| *el as u128)
+            .map(Some)
+            .collect::<Vec<_>>();
+        get_u128_column(&permutation)
+    }
+    fn get_data_50percent_item() -> (u128, u128, Vec<Option<u128>>) {
+        let mut permutation = generate_permutation();
+        let major_item = permutation[0];
+        let minor_item = permutation[1];
+        permutation.extend(iter::repeat(major_item).take(permutation.len()));
+        permutation.shuffle(&mut StdRng::from_seed([1u8; 32]));
+        let permutation = permutation
+            .iter()
+            .map(|el| Some(*el as u128))
+            .collect::<Vec<_>>();
+        (major_item as u128, minor_item as u128, permutation)
+    }
+    fn get_u128_column(data: &[Option<u128>]) -> Arc<dyn ColumnV2Ext<u128>> {
+        let compressor = CompactSpaceCompressor::train_from(VecColumn::from(&data));
+        let data = compressor.compress(data.iter().cloned()).unwrap();
         let data = OwnedBytes::new(data);
 
-        let column: Arc<dyn ColumnV2<u128>> =
+        let column: Arc<dyn ColumnV2Ext<u128>> =
             Arc::new(CompactSpaceDecompressor::open(data).unwrap());
+        column
+    }
+
+    #[bench]
+    fn bench_intfastfield_getrange_u128_50percent_hit(b: &mut Bencher) {
+        let (major_item, _minor_item, data) = get_data_50percent_item();
+        let column = get_u128_column(&data);
+
+        b.iter(|| column.get_between_vals(major_item..=major_item));
+    }
+
+    #[bench]
+    fn bench_intfastfield_getrange_u128_single_hit(b: &mut Bencher) {
+        let (_major_item, minor_item, data) = get_data_50percent_item();
+        let column = get_u128_column(&data);
+
+        b.iter(|| column.get_between_vals(minor_item..=minor_item));
+    }
+
+    #[bench]
+    fn bench_intfastfield_getrange_u128_hit_all(b: &mut Bencher) {
+        let (_major_item, _minor_item, data) = get_data_50percent_item();
+        let column = get_u128_column(&data);
+
+        b.iter(|| column.get_between_vals(0..=u128::MAX));
+    }
+
+    #[bench]
+    fn bench_intfastfield_jumpy_fflookup_u128(b: &mut Bencher) {
+        let column = get_u128_column_permutation();
 
         b.iter(|| {
             let mut a = 0u128;
-            for _ in 0..n {
+            for _ in 0..column.num_vals() {
                 a = column.get_val(a as u64).unwrap();
             }
             a
         });
     }
 
+    #[bench]
+    fn bench_intfastfield_jumpy_stride5_u128(b: &mut Bencher) {
+        let column = get_u128_column_permutation();
+
+        b.iter(|| {
+            let n = column.num_vals();
+            let mut a = 0u128;
+            for i in (0..n / 5).map(|val| val * 5) {
+                a += column.get_val(i as u64).unwrap();
+            }
+            a
+        });
+    }
+
     #[bench]
     fn bench_intfastfield_stride7_vec(b: &mut Bencher) {
         let permutation = generate_permutation();
diff --git a/fastfield_codecs/src/serialize.rs b/fastfield_codecs/src/serialize.rs
index 4753bb443..abb82eeb1 100644
--- a/fastfield_codecs/src/serialize.rs
+++ b/fastfield_codecs/src/serialize.rs
@@ -215,7 +215,7 @@ pub fn serialize_and_load<T: MonotonicallyMappableToU64 + Ord + Default>(
     column: &[T],
 ) -> Arc<dyn Column<T>> {
     let mut buffer = Vec::new();
-    super::serialize(VecColumn::from(column), &mut buffer, &ALL_CODEC_TYPES).unwrap();
+    super::serialize(VecColumn::from(&column), &mut buffer, &ALL_CODEC_TYPES).unwrap();
     super::open(OwnedBytes::new(buffer)).unwrap()
 }