diff --git a/datafusion/benchmark.sh b/datafusion/benchmark.sh
old mode 100644
new mode 100755
index 481cb47e7..285e40976
--- a/datafusion/benchmark.sh
+++ b/datafusion/benchmark.sh
@@ -14,15 +14,20 @@ sudo yum install gcc -y
 # Install DataFusion main branch
 git clone https://github.com/apache/arrow-datafusion.git
 cd arrow-datafusion/datafusion-cli
-git checkout 22.0.0
+git checkout 33.0.0
 CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" cargo build --release
 export PATH="`pwd`/target/release:$PATH"
 cd ../..
 
 
-# Download benchmark target data
+# Download benchmark target data, single file
 wget --no-verbose --continue https://datasets.clickhouse.com/hits_compatible/hits.parquet
 
+# Download benchmark target data, partitioned
+mkdir -p partitioned
+seq 0 99 | xargs -P100 -I{} bash -c 'wget --no-verbose --directory-prefix partitioned --continue https://datasets.clickhouse.com/hits_compatible/athena_partitioned/hits_{}.parquet'
+
+# Run benchmarks for single parquet and partitioned
+./run.sh single
+./run.sh partitioned
 
-# Run
-bash run.sh
diff --git a/datafusion/create_partitioned.sql b/datafusion/create_partitioned.sql
new file mode 100644
index 000000000..17a8b5b4d
--- /dev/null
+++ b/datafusion/create_partitioned.sql
@@ -0,0 +1,3 @@
+CREATE EXTERNAL TABLE hits
+STORED AS PARQUET
+LOCATION 'partitioned';
diff --git a/datafusion/create.sql b/datafusion/create_single.sql
similarity index 100%
rename from datafusion/create.sql
rename to datafusion/create_single.sql
diff --git a/datafusion/results/partitioned.json b/datafusion/results/partitioned.json
new file mode 100644
index 000000000..958b6fddb
--- /dev/null
+++ b/datafusion/results/partitioned.json
@@ -0,0 +1,58 @@
+{
+    "system": "DataFusion (Parquet, partitioned)",
+    "date": "2023-12-02",
+    "machine": "c6a.4xlarge, 500gb gp2",
+    "cluster_size": 1,
+    "comment": "v33.0.0 (d2efaa9)",
+
+    "tags": ["Rust", "column-oriented", "embedded", "stateless"],
+
+    "load_time": 0,
+    "data_size": 14779976446,
+
+    "result": [
+[0.027, 0.012, 0.014],
+[0.074, 0.027, 0.026],
+[0.142, 0.079, 0.077],
+[0.390, 0.073, 0.077],
+[1.043, 0.742, 0.730],
+[1.200, 1.101, 1.082],
+[0.062, 0.032, 0.032],
+[0.062, 0.028, 0.029],
+[1.427, 1.379, 1.376],
+[2.526, 2.383, 2.345],
+[0.442, 0.297, 0.300],
+[0.483, 0.327, 0.331],
+[1.191, 1.098, 1.139],
+[3.213, 2.370, 2.403],
+[1.343, 1.287, 1.284],
+[0.891, 0.861, 0.863],
+[3.064, 2.602, 2.594],
+[3.007, 2.528, 2.559],
+[6.752, 5.508, 5.604],
+[0.307, 0.065, 0.064],
+[9.928, 1.532, 1.532],
+[11.092, 1.809, 1.795],
+[21.671, 4.209, 4.193],
+[55.553, 11.259, 11.202],
+[2.506, 0.470, 0.459],
+[0.674, 0.375, 0.370],
+[2.503, 0.539, 0.548],
+[9.512, 2.250, 2.220],
+[8.435, 4.891, 4.883],
+[0.515, 0.464, 0.472],
+[2.041, 0.993, 0.995],
+[5.709, 1.461, 1.458],
+[8.232, 7.693, 7.728],
+[11.450, 6.656, 6.624],
+[11.788, 7.241, 7.282],
+[1.799, 1.694, 1.721],
+[0.277, 0.183, 0.187],
+[0.140, 0.090, 0.093],
+[0.145, 0.084, 0.083],
+[0.507, 0.418, 0.413],
+[0.090, 0.050, 0.050],
+[0.111, 0.047, 0.047],
+[0.106, 0.050, 0.055]
+]
+}
diff --git a/datafusion/results/single.json b/datafusion/results/single.json
index f90a381ca..8c0c53837 100644
--- a/datafusion/results/single.json
+++ b/datafusion/results/single.json
@@ -1,9 +1,9 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2023-07-29",
+    "date": "2023-11-29",
     "machine": "c6a.4xlarge, 500gb gp2",
     "cluster_size": 1,
-    "comment": "v28.0.0 (51b4392)",
+    "comment": "v33.0.0 (d2efaa9)",
 
     "tags": ["Rust", "column-oriented", "embedded", "stateless"],
 
@@ -11,48 +11,48 @@
     "data_size": 14779976446,
 
     "result": [
-[2.641, 0.232, 0.216],
-[0.092, 0.074, 0.073],
-[0.159, 0.121, 0.117],
-[0.351, 0.122, 0.120],
-[1.142, 0.874, 0.869],
-[1.399, 1.303, 1.329],
-[0.096, 0.075, 0.076],
-[0.094, 0.074, 0.076],
-[1.516, 1.481, 1.475],
-[2.711, 2.582, 2.583],
-[0.429, 0.332, 0.327],
-[0.558, 0.357, 0.360],
-[1.374, 1.323, 1.336],
-[3.559, 2.670, 2.733],
-[1.519, 1.487, 1.477],
-[1.041, 0.981, 0.988],
-[3.248, 2.748, 2.801],
-[3.139, 2.696, 2.688],
-[7.014, 5.770, 5.775],
-[0.271, 0.111, 0.109],
-[9.975, 1.558, 1.578],
-[11.163, 1.926, 1.881],
-[22.053, 4.208, 4.194],
-[56.007, 12.132, 12.113],
-[2.559, 0.602, 0.586],
-[0.737, 0.479, 0.489],
-[2.548, 0.589, 0.589],
-[9.550, 2.299, 2.286],
-[9.076, 5.399, 5.388],
-[0.579, 0.568, 0.584],
-[2.214, 1.136, 1.136],
-[5.734, 1.593, 1.598],
-[8.357, 7.896, 8.053],
-[11.556, 7.358, 7.369],
-[12.051, 7.878, 7.956],
-[1.866, 1.820, 1.807],
-[0.448, 0.347, 0.358],
-[0.231, 0.197, 0.195],
-[0.248, 0.198, 0.188],
-[0.843, 0.725, 0.722],
-[0.138, 0.091, 0.095],
-[0.115, 0.089, 0.088],
-[0.124, 0.097, 0.092]
+[0.068, 0.045, 0.046],
+[0.098, 0.060, 0.062],
+[0.175, 0.111, 0.106],
+[0.401, 0.107, 0.108],
+[1.011, 0.812, 0.815],
+[1.356, 1.258, 1.230],
+[0.094, 0.069, 0.068],
+[0.096, 0.065, 0.063],
+[1.548, 1.432, 1.459],
+[2.676, 2.483, 2.472],
+[0.488, 0.342, 0.337],
+[0.525, 0.353, 0.360],
+[1.350, 1.246, 1.244],
+[3.263, 2.467, 2.480],
+[1.460, 1.376, 1.394],
+[1.019, 0.940, 0.934],
+[3.053, 2.688, 2.713],
+[2.989, 2.598, 2.615],
+[6.715, 5.675, 5.654],
+[0.311, 0.098, 0.102],
+[9.910, 1.566, 1.577],
+[11.127, 1.946, 1.856],
+[21.951, 4.155, 4.082],
+[55.962, 11.448, 11.448],
+[2.450, 0.555, 0.576],
+[0.719, 0.507, 0.503],
+[2.437, 0.637, 0.635],
+[9.570, 2.371, 2.326],
+[9.068, 5.013, 4.951],
+[0.553, 0.488, 0.477],
+[2.074, 1.104, 1.121],
+[5.590, 1.526, 1.552],
+[8.068, 7.646, 7.726],
+[11.579, 6.687, 6.672],
+[11.953, 7.284, 7.291],
+[1.911, 1.814, 1.828],
+[0.440, 0.311, 0.322],
+[0.231, 0.184, 0.180],
+[0.242, 0.171, 0.170],
+[0.840, 0.676, 0.658],
+[0.153, 0.094, 0.098],
+[0.129, 0.089, 0.089],
+[0.156, 0.097, 0.105]
 ]
 }
diff --git a/datafusion/run.sh b/datafusion/run.sh
old mode 100644
new mode 100755
index 008f94247..673f6dc9a
--- a/datafusion/run.sh
+++ b/datafusion/run.sh
@@ -1,26 +1,42 @@
 #!/bin/bash
 
+# Check if an argument is provided
+if [ "$#" -ne 1 ]; then
+    echo "Usage: $0 [single|partitioned]"
+    exit 1
+fi
+
+# Set the SQL file based on the argument
+if [ "$1" = "single" ]; then
+    CREATE_SQL_FILE="create_single.sql"
+elif [ "$1" = "partitioned" ]; then
+    CREATE_SQL_FILE="create_partitioned.sql"
+else
+    echo "Invalid argument. Please use 'single' or 'partitioned'."
+    exit 1
+fi
+
 TRIES=3
 QUERY_NUM=1
+echo $1
 cat queries.sql | while read query; do
     sync
     echo 3 | sudo tee /proc/sys/vm/drop_caches >/dev/null
 
-	echo "$query" > /tmp/query.sql
+    echo "$query" > /tmp/query.sql
 
     echo -n "["
     for i in $(seq 1 $TRIES); do
-		# 1. there will be two query result, one for creating table another for executing the select statement
-		# 2. each query contains a "Query took xxx seconds", we just grep these 2 lines
-		# 3. use sed to take the second line
-		# 4. use awk to take the number we want
-		RES=`datafusion-cli -f create.sql /tmp/query.sql 2>&1 | grep "Query took" | sed -n 2p | awk '{print $7}'`
-		[[ $RES != "" ]] && \
-			echo -n "$RES" || \
-			echo -n "null"
+        # 1. there will be two query result, one for creating table another for executing the select statement
+        # 2. each query contains a "Query took xxx seconds", we just grep these 2 lines
+        # 3. use sed to take the second line
+        # 4. use awk to take the number we want
+        RES=`datafusion-cli -f $CREATE_SQL_FILE /tmp/query.sql 2>&1 | grep "Query took" | sed -n 2p | awk '{print $7}'`
+        [[ $RES != "" ]] && \
+            echo -n "$RES" || \
+            echo -n "null"
         [[ "$i" != $TRIES ]] && echo -n ", "
-
-		echo "${QUERY_NUM},${i},${RES}" >> result.csv
+        echo "${QUERY_NUM},${i},${RES}" >> result.csv
     done
     echo "],"
 
diff --git a/index.html b/index.html
index ba990131f..1a08c568d 100644
--- a/index.html
+++ b/index.html
@@ -379,7 +379,8 @@
 ,{"system":"Databend","date":"2023-02-26","machine":"c5.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["Rust","column-oriented","MySQL compatible","ClickHouse derivative"],"load_time":368,"data_size":20922561953,"result":[[0.002554,0.002257,0.002058],[0.041885,0.026659,0.026301],[0.377386,0.047169,0.046246],[1.111276,0.043512,0.042424],[1.337056,0.378329,0.378],[1.517051,0.516229,0.513954],[0.040641,0.02423,0.025701],[0.048797,0.029641,0.028597],[1.695267,0.591075,0.582311],[2.82141,0.663166,0.666039],[1.407029,0.255046,0.253865],[1.971179,0.258693,0.254872],[1.548181,0.639874,0.63798],[3.217226,1.0459,1.038888],[1.861833,0.815691,0.806401],[0.768044,0.530842,0.528053],[3.639183,2.567878,2.556752],[2.787874,1.658994,1.6746],[7.466028,4.180932,4.241429],[0.006217,0.003521,0.013345],[10.689073,0.56204,0.551567],[12.984685,0.686805,0.676753],[23.748547,1.311328,1.267505],[6.763271,0.285252,0.273009],[0.132152,0.028291,0.028296],[1.943504,0.226601,0.224721],[0.326737,0.029324,0.027575],[11.538898,0.516586,0.502331],[9.223633,6.920732,6.945943],[0.153429,0.074415,0.073831],[5.458251,0.556813,0.550952],[7.330739,0.895601,0.866605],[7.677006,4.602414,4.704338],[11.838616,2.964448,3.080231],[11.848512,2.947774,3.029332],[0.57868,0.525259,0.491508],[0.086986,0.062111,0.062906],[0.06579,0.032106,0.031138],[0.030254,0.01606,0.017036],[0.124381,0.093671,0.095871],[0.029603,0.019117,0.022236],[0.019694,0.010848,0.016053],[0.019806,0.010239,0.010112]],"source":"databend/results/c5.4xlarge.json"}
 ,{"system":"Databend","date":"2023-02-26","machine":"c6a.4xlarge, 500gb gp2","cluster_size":1,"comment":"","tags":["Rust","column-oriented","MySQL compatible","ClickHouse derivative"],"load_time":357,"data_size":20922561953,"result":[[0.002354,0.001796,0.001676],[0.03541,0.019995,0.020233],[0.387346,0.031738,0.031385],[1.13763,0.030899,0.030119],[1.405919,0.423186,0.423155],[1.562987,0.578546,0.580928],[0.032613,0.014625,0.014217],[0.032749,0.02213,0.022904],[1.735342,0.53332,0.524569],[2.804289,0.599192,0.595315],[1.369841,0.17547,0.186941],[2.0922,0.181471,0.181655],[1.750355,0.683891,0.67764],[3.213623,1.051686,1.04771],[1.881785,0.830412,0.813682],[0.813736,0.602403,0.591426],[3.880537,2.488562,2.4804],[2.782833,1.3676,1.344967],[7.815274,4.236312,4.263853],[0.006507,0.003202,0.003167],[10.674944,0.451903,0.43883],[12.984352,0.543479,0.531805],[23.749905,1.028132,1.006847],[6.267209,0.20805,0.194846],[0.273405,0.027663,0.027727],[1.813349,0.183311,0.180188],[0.441909,0.027818,0.027427],[11.5565,0.410411,0.397217],[11.878248,11.803086,11.842988],[0.147288,0.058588,0.056877],[5.500723,0.496444,0.488228],[7.438851,0.982329,0.97478],[8.228235,5.575889,5.488849],[12.279272,3.42623,3.439635],[12.288545,3.465759,3.472598],[0.629652,0.542064,0.549532],[0.068277,0.055286,0.062397],[0.028899,0.023338,0.026963],[0.024785,0.016914,0.014623],[0.094073,0.082865,0.088973],[0.024245,0.013744,0.017487],[0.018292,0.009779,0.008906],[0.018714,0.009268,0.009275]],"source":"databend/results/c6a.4xlarge.json"}
 ,{"system":"Databend","date":"2023-02-26","machine":"c6a.metal, 500gb gp2","cluster_size":1,"comment":"","tags":["Rust","column-oriented","MySQL compatible","ClickHouse derivative"],"load_time":70,"data_size":20922561953,"result":[[0.073969,0.002969,0.002275],[0.289053,0.0145,0.013984],[0.597566,0.020848,0.022175],[1.241144,0.019701,0.019218],[1.407042,0.266073,0.245832],[1.707674,0.265472,0.272181],[0.037721,0.015296,0.014786],[0.044271,0.019238,0.018279],[1.814285,0.29248,0.287474],[3.034563,0.304214,0.31072],[1.634329,0.286281,0.299248],[1.937083,0.177104,0.188476],[1.52924,0.28984,0.289497],[3.075821,0.461813,0.428307],[1.708843,0.27206,0.275821],[0.83204,0.234342,0.218837],[3.085068,0.494668,0.480146],[2.891979,0.477079,0.457178],[6.122974,0.690913,0.634832],[0.186429,0.004711,0.00394],[10.868874,0.099969,0.086985],[13.480312,0.11198,0.10336],[24.405612,0.431874,0.440055],[10.061871,0.2325,0.242135],[0.647733,0.046068,0.039222],[2.100647,0.046711,0.043591],[1.391526,0.041194,0.039617],[11.536597,0.093705,0.088706],[9.839564,1.566094,1.5916],[0.16243,0.049029,0.049039],[5.631392,0.26343,0.225562],[7.261623,0.304319,0.279184],[5.646363,1.06771,0.910199],[11.17362,0.789665,0.684581],[11.251824,0.766817,0.682614],[0.663092,0.261053,0.272992],[0.40079,0.083889,0.091102],[0.073341,0.021988,0.028371],[0.091126,0.019851,0.013461],[0.151101,0.058686,0.058112],[0.281109,0.016812,0.014878],[0.398818,0.015711,0.022669],[0.222298,0.011058,0.014887]],"source":"databend/results/c6a.metal.json"}
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