diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml
index 1acdfc08bf1..56b3c289c10 100644
--- a/.github/workflows/bench.yml
+++ b/.github/workflows/bench.yml
@@ -67,7 +67,7 @@ jobs:
         env:
           RUSTFLAGS: "-C target-cpu=native -C force-frame-pointers=yes"
         run: |
-          cargo build --bin ${{ matrix.benchmark.id }} --profile release_debug --features lance
+          cargo build --bin ${{ matrix.benchmark.id }} --profile release_debug
 
       - name: Setup Polar Signals
         uses: polarsignals/gh-actions-ps-profiling@v0.6.0
@@ -83,7 +83,7 @@ jobs:
         env:
           RUST_BACKTRACE: full
         run: |
-          target/release_debug/${{ matrix.benchmark.id }} --formats parquet,lance,vortex -d gh-json -o results.json
+          target/release_debug/${{ matrix.benchmark.id }} --formats parquet,vortex -d gh-json -o results.json
 
       - name: Setup AWS CLI
         uses: aws-actions/configure-aws-credentials@v5
@@ -107,16 +107,14 @@ jobs:
             "id": "clickbench-nvme",
             "subcommand": "clickbench",
             "name": "Clickbench on NVME",
-            "targets": "datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,datafusion:lance,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb",
-            "build_lance": true
+            "targets": "datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb"
           },
           {
             "id": "tpch-nvme",
             "subcommand": "tpch",
             "name": "TPC-H SF=1 on NVME",
-            "targets": "datafusion:arrow,datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,datafusion:lance,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb",
-            "scale_factor": "1.0",
-            "build_lance": true
+            "targets": "datafusion:arrow,datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb",
+            "scale_factor": "1.0"
           },
           {
             "id": "tpch-s3",
@@ -131,9 +129,8 @@ jobs:
             "id": "tpch-nvme-10",
             "subcommand": "tpch",
             "name": "TPC-H SF=10 on NVME",
-            "targets": "datafusion:arrow,datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,datafusion:lance,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb",
-            "scale_factor": "10.0",
-            "build_lance": true
+            "targets": "datafusion:arrow,datafusion:parquet,datafusion:vortex,datafusion:vortex-compact,duckdb:parquet,duckdb:vortex,duckdb:vortex-compact,duckdb:duckdb",
+            "scale_factor": "10.0"
           },
           {
             "id": "tpch-s3-10",
diff --git a/Cargo.toml b/Cargo.toml
index 8f09ef253a7..ab7afc14944 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -35,6 +35,46 @@ members = [
     "xtask",
 ]
 exclude = ["java/testfiles", "wasm-test"]
+# lance-bench is excluded from default-members so it's not built by default.
+# Build explicitly with: cargo build -p lance-bench
+default-members = [
+    "vortex-bench",
+    "fuzz",
+    "vortex",
+    "vortex-array",
+    "vortex-btrblocks",
+    "vortex-buffer",
+    "vortex-compute",
+    "vortex-cxx",
+    "vortex-datafusion",
+    "vortex-dtype",
+    "vortex-duckdb",
+    "vortex-error",
+    "vortex-ffi",
+    "vortex-file",
+    "vortex-flatbuffers",
+    "vortex-cuda",
+    "vortex-io",
+    "vortex-ipc",
+    "vortex-jni",
+    "vortex-layout",
+    "vortex-mask",
+    "vortex-metrics",
+    "vortex-proto",
+    "vortex-python",
+    "vortex-scan",
+    "vortex-scalar",
+    "vortex-session",
+    "vortex-tui",
+    "vortex-utils",
+    "vortex-vector",
+    "benchmarks/compress-bench",
+    "benchmarks/datafusion-bench",
+    "benchmarks/duckdb-bench",
+    "benchmarks/random-access-bench",
+    "encodings/*",
+    "xtask",
+]
 resolver = "2"
 
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diff --git a/benchmarks/lance-bench/Cargo.lock b/benchmarks/lance-bench/Cargo.lock
new file mode 100644
index 00000000000..8d12b0c35bb
--- /dev/null
+++ b/benchmarks/lance-bench/Cargo.lock
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