@@ -28,6 +28,7 @@ vortex-edition = { workspace = true }
 vortex-error = { workspace = true }
 vortex-fastlanes = { workspace = true }
 vortex-fsst = { workspace = true }
+vortex-mask = { workspace = true }
 vortex-onpair = { workspace = true }
 vortex-pco = { workspace = true, optional = true }
 vortex-runend = { workspace = true }
 
@@ -17,6 +17,7 @@ use crate::SchemeExt;
 use crate::SchemeId;
 use crate::allowed_ids::AllowedIds;
 use crate::schemes::binary;
+use crate::schemes::fixed_size_list;
 use crate::schemes::float;
 use crate::schemes::integer;
 use crate::schemes::string;
@@ -73,6 +74,7 @@ impl CompressionMode {
                     float::FloatRLEScheme.id(),
                     float::NullDominatedSparseScheme.id(),
                     string::NullDominatedSparseScheme.id(),
+                    fixed_size_list::FixedSizeListSparseScheme.id(),
                     string::StringDictScheme.id(),
                     binary::BinaryDictScheme.id(),
                 ]);
 
@@ -0,0 +1,163 @@
+// SPDX-License-Identifier: Apache-2.0
+// SPDX-FileCopyrightText: Copyright the Vortex contributors
+
+//! Sparse encoding for fixed-size lists with many null rows.
+
+use vortex_array::ArrayId;
+use vortex_array::ArrayRef;
+use vortex_array::Canonical;
+use vortex_array::ExecutionCtx;
+use vortex_array::IntoArray;
+use vortex_array::VTable;
+use vortex_array::arrays::PrimitiveArray;
+use vortex_array::arrays::primitive::PrimitiveArrayExt;
+use vortex_array::scalar::Scalar;
+use vortex_array::validity::Validity;
+use vortex_buffer::Buffer;
+use vortex_compressor::scheme::ChildSelection;
+use vortex_compressor::scheme::CompressionEstimate;
+use vortex_compressor::scheme::DescendantExclusion;
+use vortex_compressor::scheme::EstimateVerdict;
+use vortex_error::VortexResult;
+use vortex_mask::AllOr;
+use vortex_mask::Mask;
+use vortex_sparse::Sparse;
+
+use crate::ArrayAndStats;
+use crate::CascadingCompressor;
+use crate::CompressorContext;
+use crate::Scheme;
+use crate::SchemeExt;
+use crate::schemes::integer::IntDictScheme;
+use crate::schemes::integer::IntRLEScheme;
+use crate::schemes::integer::RunEndScheme;
+use crate::schemes::integer::SparseScheme as IntSparseScheme;
+
+/// The smallest estimated ratio of the dense list's size to the sparse one's worth encoding for.
+const MIN_ESTIMATED_RATIO: f64 = 1.1;
+
+/// Sparse encoding of a fixed-size list that stores only its valid rows.
+///
+/// A fixed-size list keeps `list_size` elements for every row, null or not, so compressing its
+/// elements has to encode the arbitrary values under null rows too. This scheme instead stores the
+/// positions of the valid rows and a list of only those rows, with null as the fill value.
+#[derive(Debug, Copy, Clone, PartialEq, Eq)]
+pub struct FixedSizeListSparseScheme;
+
+impl Scheme for FixedSizeListSparseScheme {
+    fn scheme_name(&self) -> &'static str {
+        "vortex.fixed_size_list.sparse"
+    }
+
+    fn matches(&self, canonical: &Canonical) -> bool {
+        matches!(canonical, Canonical::FixedSizeList(_)) && canonical.dtype().is_nullable()
+    }
+
+    fn produced_encodings(&self) -> Vec<ArrayId> {
+        vec![Sparse.id()]
+    }
+
+    /// Children: values=0, indices=1.
+    fn num_children(&self) -> usize {
+        2
+    }
+
+    /// Sparse indices (child 1) are monotonically increasing positions with all unique values.
+    fn descendant_exclusions(&self) -> Vec<DescendantExclusion> {
+        vec![
+            DescendantExclusion {
+                excluded: IntDictScheme.id(),
+                children: ChildSelection::One(1),
+            },
+            DescendantExclusion {
+                excluded: RunEndScheme.id(),
+                children: ChildSelection::One(1),
+            },
+            DescendantExclusion {
+                excluded: IntRLEScheme.id(),
+                children: ChildSelection::One(1),
+            },
+            DescendantExclusion {
+                excluded: IntSparseScheme.id(),
+                children: ChildSelection::One(1),
+            },
+        ]
+    }
+
+    /// Compares the list's size with the valid rows plus their bit-packed positions.
+    fn expected_compression_ratio(
+        &self,
+        data: &ArrayAndStats,
+        _compress_ctx: CompressorContext,
+        exec_ctx: &mut ExecutionCtx,
+    ) -> CompressionEstimate {
+        let array = data.array();
+        let len = array.len();
+        let Ok(mask) = validity_mask(array, exec_ctx) else {
+            return CompressionEstimate::Verdict(EstimateVerdict::Skip);
+        };
+        let valid = mask.true_count();
+        if valid == 0 || valid == len {
+            return CompressionEstimate::Verdict(EstimateVerdict::Skip);
+        }
+
+        let dense_bytes = array.nbytes() as f64;
+        let row_bytes = dense_bytes / len as f64;
+        let index_bytes = f64::from(usize::BITS - (len - 1).leading_zeros()) / 8.0;
+        let sparse_bytes = valid as f64 * (row_bytes + index_bytes);
+
+        let ratio = dense_bytes / sparse_bytes;
+        if ratio < MIN_ESTIMATED_RATIO {
+            return CompressionEstimate::Verdict(EstimateVerdict::Skip);
+        }
+        CompressionEstimate::Verdict(EstimateVerdict::Ratio(ratio))
+    }
+
+    fn compress(
+        &self,
+        compressor: &CascadingCompressor,
+        data: &ArrayAndStats,
+        compress_ctx: CompressorContext,
+        exec_ctx: &mut ExecutionCtx,
+    ) -> VortexResult<ArrayRef> {
+        let array = data.array();
+        let mask = validity_mask(array, exec_ctx)?;
+        let AllOr::Some(valid_indices) = mask.indices() else {
+            // The estimate skips lists without both valid and null rows.
+            return Ok(array.clone());
+        };
+
+        let values = array.filter(mask.clone())?;
+        let compressed_values =
+            compressor.compress_child(&values, &compress_ctx, self.id(), 0, exec_ctx)?;
+
+        let indices = PrimitiveArray::new(
+            valid_indices
+                .iter()
+                .map(|&idx| idx as u64)
+                .collect::<Buffer<u64>>(),
+            Validity::NonNullable,
+        )
+        .narrow(exec_ctx)?;
+        let compressed_indices = compressor.compress_child(
+            &indices.into_array(),
+            &compress_ctx,
+            self.id(),
+            1,
+            exec_ctx,
+        )?;
+
+        Ok(Sparse::try_new(
+            compressed_indices,
+            compressed_values,
+            array.len(),
+            Scalar::null(array.dtype().clone()),
+        )?
+        .into_array())
+    }
+}
+
+/// Returns which rows of `array` are valid.
+fn validity_mask(array: &ArrayRef, exec_ctx: &mut ExecutionCtx) -> VortexResult<Mask> {
+    array.validity()?.execute_mask(array.len(), exec_ctx)
+}
@@ -9,6 +9,7 @@ pub mod integer;
 pub mod string;
 
 pub mod decimal;
+pub mod fixed_size_list;
 pub mod temporal;
 
 pub(crate) mod patches;
 
@@ -13,6 +13,7 @@ use crate::Scheme;
 use crate::SchemeExt;
 use crate::schemes::binary;
 use crate::schemes::decimal;
+use crate::schemes::fixed_size_list;
 use crate::schemes::float;
 use crate::schemes::integer;
 use crate::schemes::string;
@@ -91,6 +92,8 @@ impl Default for CompressionSession {
                 &decimal::DECIMAL_V1,
                 // Temporal schemes.
                 &temporal::TemporalScheme,
+                // Fixed-size list schemes.
+                &fixed_size_list::FixedSizeListSparseScheme,
             ],
         }
     }
 
@@ -21,6 +21,7 @@ use vortex_array::IntoArray;
 use vortex_array::VortexSessionExecute;
 use vortex_array::aggregate_fn::fns::sum::sum;
 use vortex_array::arrays::DecimalArray;
+use vortex_array::arrays::FixedSizeListArray;
 use vortex_array::arrays::ListArray;
 use vortex_array::arrays::PrimitiveArray;
 use vortex_array::arrays::StructArray;
@@ -32,6 +33,7 @@ use vortex_array::dtype::DecimalDType;
 use vortex_array::dtype::Nullability;
 use vortex_array::extension::datetime::TimeUnit;
 use vortex_array::validity::Validity;
+use vortex_buffer::Buffer;
 #[cfg(feature = "zstd")]
 use vortex_edition::EDITION_DECLARATIONS;
 #[cfg(feature = "zstd")]
@@ -44,6 +46,7 @@ use vortex_edition::EditionSessionExt;
 use vortex_edition::declarations::core::CORE_2026_08_3;
 use vortex_error::VortexResult;
 use vortex_fastlanes::Delta;
+use vortex_sparse::Sparse;
 
 use crate::BtrBlocksCompressor;
 use crate::BtrBlocksCompressorBuilder;
@@ -135,6 +138,48 @@ fn test_delta_unaligned_roundtrip(#[case] input: PrimitiveArray) -> VortexResult
     Ok(())
 }
 
+/// Fixed-size lists of random bytes, like UUIDs, with the rows `is_valid` picks valid. The null
+/// rows hold zeros, as Arrow's fixed-size binary arrays do.
+fn random_byte_lists(rows: usize, is_valid: impl Fn(usize) -> bool) -> ArrayRef {
+    let mut rng = StdRng::seed_from_u64(42);
+    let elements = (0..rows * 16)
+        .map(|i| {
+            if is_valid(i / 16) {
+                rng.next_u32().to_le_bytes()[0]
+            } else {
+                0
+            }
+        })
+        .collect::<Buffer<u8>>();
+    let validity = Validity::from_iter((0..rows).map(&is_valid));
+    FixedSizeListArray::new(elements.into_array(), 16, validity, rows).into_array()
+}
+
+#[rstest]
+#[case::mostly_null(|row| row % 20 == 0, true)]
+#[case::half_null(|row| row % 2 == 0, true)]
+// Dropping one row in twenty saves less than storing the valid rows' positions costs.
+#[case::few_nulls(|row| row % 20 != 0, false)]
+#[case::all_valid(|_| true, false)]
+fn test_fixed_size_list_drops_null_rows(
+    #[case] is_valid: fn(usize) -> bool,
+    #[case] sparse: bool,
+) -> VortexResult<()> {
+    let compressor = BtrBlocksCompressorBuilder::from_session(&SESSION)
+        .unrestricted()
+        .build();
+    let input = random_byte_lists(8_000, is_valid);
+    let compressed = assert_roundtrip(&compressor, &input)?;
+    assert_eq!(
+        compressed.is::<Sparse>(),
+        sparse,
+        "{}",
+        compressed.display_tree()
+    );
+
+    Ok(())
+}
+
 #[cfg(feature = "zstd")]
 #[rstest]
 #[case::array_level(CORE_2026_08_3, vortex_zstd::Zstd.id())]
 
@@ -172,6 +172,32 @@ impl CascadingCompressor {
             }
             Canonical::Map(map_array) => self.compress_map_array(map_array, compress_ctx, exec_ctx),
             Canonical::FixedSizeList(fsl_array) => {
+                // Canonicalize the elements first, so that schemes see the list's real size and
+                // their output is accepted only if it beats it.
+                let elements = fsl_array
+                    .elements()
+                    .clone()
+                    .execute::<CanonicalValidity>(exec_ctx)?
+                    .0
+                    .compact(exec_ctx)?
+                    .into_array();
+                let fsl_array = FixedSizeListArray::try_new(
+                    elements,
+                    fsl_array.list_size(),
+                    fsl_array.validity()?,
+                    fsl_array.len(),
+                )?;
+
+                // Schemes over the whole list can drop the elements of null rows, which
+                // compressing the elements alone has to keep.
+                if let Selection::Compressed(compressed) = self.choose_and_compress(
+                    Canonical::FixedSizeList(fsl_array.clone()),
+                    compress_ctx,
+                    exec_ctx,
+                )? {
+                    return Ok(compressed);
+                }
+
                 let compressed_elems = self.compress(fsl_array.elements(), exec_ctx)?;
 
                 Ok(FixedSizeListArray::try_new(