diff --git a/rust/lance-encoding/src/encodings/logical/primitive.rs b/rust/lance-encoding/src/encodings/logical/primitive.rs
index 2daf74502cd..a1131cc827a 100644
--- a/rust/lance-encoding/src/encodings/logical/primitive.rs
+++ b/rust/lance-encoding/src/encodings/logical/primitive.rs
@@ -130,7 +130,7 @@ struct ChunkMeta {
 }
 
 /// A mini-block chunk that has been decoded and decompressed
-#[derive(Debug)]
+#[derive(Debug, Clone)]
 struct DecodedMiniBlockChunk {
     rep: Option<ScalarBuffer<u16>>,
     def: Option<ScalarBuffer<u16>>,
@@ -530,13 +530,42 @@ impl DecodePageTask for DecodeMiniBlockTask {
 
         // We need to keep track of the offset into repbuf/defbuf that we are building up
         let mut level_offset = 0;
+
+        // Pre-compute caching needs for each chunk by checking if the next chunk is the same
+        let needs_caching: Vec<bool> = self
+            .instructions
+            .windows(2)
+            .map(|w| w[0].1.chunk_idx == w[1].1.chunk_idx)
+            .chain(std::iter::once(false)) // the last one never needs caching
+            .collect();
+
+        // Cache for storing decoded chunks when beneficial
+        let mut chunk_cache: Option<(usize, DecodedMiniBlockChunk)> = None;
+
         // Now we iterate through each instruction and process it
-        for (instructions, chunk) in self.instructions.iter() {
-            // TODO: It's very possible that we have duplicate `buf` in self.instructions and we
-            // don't want to decode the buf again and again on the same thread.
+        for (idx, (instructions, chunk)) in self.instructions.iter().enumerate() {
+            let should_cache_this_chunk = needs_caching[idx];
+
+            let decoded_chunk = match &chunk_cache {
+                Some((cached_chunk_idx, ref cached_chunk))
+                    if *cached_chunk_idx == chunk.chunk_idx =>
+                {
+                    // Clone only when we have a cache hit (much cheaper than decoding)
+                    cached_chunk.clone()
+                }
+                _ => {
+                    // Cache miss, need to decode
+                    let decoded = self.decode_miniblock_chunk(&chunk.data, chunk.items_in_chunk)?;
+
+                    // Only update cache if this chunk will benefit the next access
+                    if should_cache_this_chunk {
+                        chunk_cache = Some((chunk.chunk_idx, decoded.clone()));
+                    }
+                    decoded
+                }
+            };
 
-            let DecodedMiniBlockChunk { rep, def, values } =
-                self.decode_miniblock_chunk(&chunk.data, chunk.items_in_chunk)?;
+            let DecodedMiniBlockChunk { rep, def, values } = decoded_chunk;
 
             // Our instructions tell us which rows we want to take from this chunk
             let row_range_start =