diff --git a/datafusion/README.md b/datafusion/README.md
index 8e6077f6a..b9c5b5d38 100644
--- a/datafusion/README.md
+++ b/datafusion/README.md
@@ -20,15 +20,15 @@ The benchmark should be completed in under an hour. On-demand pricing is $0.6 pe
 1. `cd ClickBench/datafusion`
 1. `vi benchmark.sh` and modify following line to target Datafusion version
     ```
-    git checkout 36.0.0
+    git checkout 40.0.0
     ```
 1. `bash benchmark.sh`
 
 ### Know Issues:
 
-1. importing parquet by `datafusion-cli` doesn't support schema, need to add some casting in quries.sql (e.g. converting EventTime from Int to Timestamp via `to_timestamp_seconds`)
-2. importing parquet by `datafusion-cli` make column name column name case-sensitive, i change all column name in quries.sql to double quoted literal (e.g. `EventTime` -> `"EventTime"`)
-3. `comparing binary with utf-8` and `group by binary` don't work in mac, if you run these quries in mac, you'll get some errors for quries contain binary format apache/arrow-datafusion#3050
+1. importing parquet by `datafusion-cli` doesn't support schema, need to add some casting in queries.sql (e.g. converting EventTime from Int to Timestamp via `to_timestamp_seconds`)
+2. importing parquet by `datafusion-cli` make column name column name case-sensitive, i change all column name in queries.sql to double quoted literal (e.g. `EventTime` -> `"EventTime"`)
+3. `comparing binary with utf-8` and `group by binary` don't work in mac, if you run these queries in mac, you'll get some errors for queries contain binary format apache/arrow-datafusion#3050
 
 
 ## Generate full human readable results (for debugging)
diff --git a/datafusion/benchmark.sh b/datafusion/benchmark.sh
index 5f747fb97..38e1bbb03 100755
--- a/datafusion/benchmark.sh
+++ b/datafusion/benchmark.sh
@@ -14,7 +14,7 @@ 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 36.0.0
+git checkout 40.0.0
 CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" cargo build --release
 export PATH="`pwd`/target/release:$PATH"
 cd ../..
diff --git a/datafusion/results/partitioned.json b/datafusion/results/partitioned.json
index 570b6a91d..52661cb82 100644
--- a/datafusion/results/partitioned.json
+++ b/datafusion/results/partitioned.json
@@ -1,9 +1,9 @@
 {
     "system": "DataFusion (Parquet, partitioned)",
-    "date": "2024-03-07",
+    "date": "2024-07-27",
     "machine": "c6a.4xlarge, 500gb gp2",
     "cluster_size": 1,
-    "comment": "v36.0.0 (bf6f83b)",
+    "comment": "v40.0.0 (4cae813)",
 
     "tags": ["Rust", "column-oriented", "embedded", "stateless"],
 
@@ -11,48 +11,48 @@
     "data_size": 14779976446,
 
     "result": [
-[0.039, 0.011, 0.009],
-[0.081, 0.028, 0.025],
-[0.164, 0.070, 0.069],
-[0.369, 0.076, 0.073],
-[1.266, 0.782, 0.782],
-[1.270, 1.172, 1.182],
-[0.058, 0.031, 0.033],
-[0.056, 0.027, 0.027],
-[1.481, 1.412, 1.389],
-[1.256, 0.964, 0.968],
-[0.469, 0.274, 0.279],
-[0.790, 0.309, 0.308],
-[1.364, 1.237, 1.255],
-[3.424, 2.509, 2.520],
-[1.468, 1.387, 1.402],
-[0.966, 0.899, 0.900],
-[3.151, 2.654, 2.619],
-[3.090, 2.555, 2.580],
-[6.834, 5.596, 5.624],
-[0.396, 0.066, 0.068],
-[10.209, 1.558, 1.580],
-[11.343, 1.892, 1.855],
-[22.693, 4.159, 4.199],
-[55.450, 11.146, 11.161],
-[2.693, 0.488, 0.491],
-[0.769, 0.429, 0.422],
-[2.640, 0.572, 0.561],
-[9.681, 2.242, 2.267],
-[8.752, 5.296, 5.205],
-[0.496, 0.403, 0.402],
-[2.388, 1.067, 1.064],
-[6.067, 1.554, 1.546],
-[8.350, 7.786, 7.676],
-[11.737, 6.850, 6.943],
-[12.001, 7.473, 7.597],
-[1.878, 1.764, 1.757],
-[0.453, 0.284, 0.283],
-[0.167, 0.107, 0.106],
-[0.202, 0.136, 0.122],
-[0.814, 0.667, 0.642],
-[0.133, 0.040, 0.044],
-[0.122, 0.034, 0.033],
-[0.129, 0.045, 0.044]
+[0.043, 0.018, 0.016],
+[0.087, 0.031, 0.028],
+[0.173, 0.072, 0.073],
+[0.356, 0.075, 0.081],
+[1.201, 0.784, 0.796],
+[0.960, 0.831, 0.837],
+[0.057, 0.026, 0.026],
+[0.062, 0.029, 0.031],
+[1.408, 1.314, 1.315],
+[1.302, 1.025, 1.038],
+[0.483, 0.280, 0.269],
+[0.705, 0.306, 0.296],
+[1.137, 0.931, 0.939],
+[3.183, 2.245, 2.252],
+[1.499, 1.415, 1.429],
+[1.011, 0.901, 0.897],
+[3.230, 2.670, 2.655],
+[3.136, 2.560, 2.539],
+[6.849, 5.608, 5.827],
+[0.299, 0.075, 0.068],
+[10.086, 1.544, 1.617],
+[11.238, 1.821, 1.835],
+[21.957, 4.104, 4.132],
+[55.510, 10.615, 10.548],
+[2.678, 0.503, 0.500],
+[0.765, 0.412, 0.413],
+[2.649, 0.574, 0.559],
+[9.652, 2.177, 2.203],
+[8.528, 5.051, 5.019],
+[0.499, 0.421, 0.439],
+[2.389, 1.018, 1.028],
+[6.060, 1.520, 1.513],
+[8.820, 8.081, 7.826],
+[10.604, 4.851, 5.088],
+[10.567, 4.971, 4.880],
+[1.737, 1.659, 1.649],
+[0.363, 0.247, 0.231],
+[0.156, 0.093, 0.092],
+[0.198, 0.125, 0.124],
+[0.902, 0.701, 0.683],
+[0.144, 0.042, 0.041],
+[0.130, 0.037, 0.040],
+[0.131, 0.055, 0.050]
 ]
 }
diff --git a/datafusion/results/single.json b/datafusion/results/single.json
index 37dee277f..8bb98a74a 100644
--- a/datafusion/results/single.json
+++ b/datafusion/results/single.json
@@ -1,9 +1,9 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2024-03-07",
+    "date": "2024-07-27",
     "machine": "c6a.4xlarge, 500gb gp2",
     "cluster_size": 1,
-    "comment": "v36.0.0 (bf6f83b)",
+    "comment": "v40.0.0 (4cae813)",
 
     "tags": ["Rust", "column-oriented", "embedded", "stateless"],
 
@@ -11,48 +11,48 @@
     "data_size": 14779976446,
 
     "result": [
-[0.075, 0.045, 0.048],
-[0.105, 0.059, 0.060],
-[0.170, 0.100, 0.103],
-[0.349, 0.105, 0.107],
-[1.145, 0.841, 0.834],
-[1.374, 1.251, 1.271],
-[0.088, 0.064, 0.063],
-[0.091, 0.065, 0.061],
-[1.523, 1.442, 1.429],
-[1.213, 1.025, 1.014],
-[0.413, 0.315, 0.309],
-[0.680, 0.334, 0.357],
-[1.380, 1.260, 1.255],
-[3.382, 2.497, 2.493],
-[1.470, 1.392, 1.401],
-[1.054, 0.946, 0.947],
-[3.158, 2.703, 2.701],
-[3.085, 2.615, 2.629],
-[6.878, 5.644, 5.705],
-[0.336, 0.098, 0.098],
-[9.957, 1.526, 1.521],
-[11.223, 1.853, 1.881],
-[22.175, 4.074, 4.050],
-[56.012, 11.500, 11.475],
-[2.540, 0.578, 0.588],
-[0.768, 0.524, 0.513],
-[2.521, 0.670, 0.674],
-[9.559, 2.258, 2.247],
-[8.948, 5.095, 5.133],
-[0.512, 0.460, 0.456],
-[2.314, 1.127, 1.124],
-[5.812, 1.591, 1.579],
-[8.333, 7.788, 7.797],
-[11.544, 6.860, 6.871],
-[12.007, 7.641, 7.549],
-[1.940, 1.815, 1.821],
-[0.457, 0.318, 0.313],
-[0.222, 0.179, 0.176],
-[0.229, 0.178, 0.173],
-[0.860, 0.693, 0.704],
-[0.157, 0.073, 0.072],
-[0.142, 0.069, 0.074],
-[0.150, 0.086, 0.077]
+[0.076, 0.051, 0.055],
+[0.113, 0.066, 0.066],
+[0.196, 0.115, 0.105],
+[0.340, 0.114, 0.115],
+[1.074, 0.862, 0.858],
+[0.995, 0.874, 0.909],
+[0.088, 0.076, 0.065],
+[0.102, 0.078, 0.068],
+[1.442, 1.349, 1.368],
+[1.260, 1.083, 1.064],
+[0.451, 0.306, 0.304],
+[0.597, 0.337, 0.335],
+[1.088, 0.986, 0.974],
+[3.085, 2.261, 2.268],
+[1.522, 1.428, 1.429],
+[1.068, 0.957, 0.960],
+[3.217, 2.702, 2.754],
+[3.149, 2.621, 2.564],
+[6.978, 5.679, 5.865],
+[0.338, 0.107, 0.113],
+[9.885, 1.466, 1.474],
+[11.225, 1.794, 1.791],
+[22.035, 3.906, 3.912],
+[55.923, 10.899, 10.975],
+[2.560, 0.579, 0.575],
+[0.754, 0.509, 0.506],
+[2.517, 0.674, 0.651],
+[9.574, 2.220, 2.216],
+[9.070, 4.926, 4.940],
+[0.536, 0.473, 0.481],
+[2.288, 1.090, 1.101],
+[5.823, 1.543, 1.528],
+[8.637, 8.328, 7.848],
+[10.477, 4.972, 5.022],
+[10.435, 4.910, 5.020],
+[1.827, 1.685, 1.724],
+[0.389, 0.275, 0.270],
+[0.201, 0.175, 0.160],
+[0.230, 0.173, 0.172],
+[0.887, 0.749, 0.755],
+[0.172, 0.085, 0.076],
+[0.165, 0.075, 0.073],
+[0.160, 0.090, 0.100]
 ]
 }
diff --git a/datafusion/run.sh b/datafusion/run.sh
index 673f6dc9a..a6cc85626 100755
--- a/datafusion/run.sh
+++ b/datafusion/run.sh
@@ -31,7 +31,7 @@ cat queries.sql | while read query; do
         # 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=`datafusion-cli -f $CREATE_SQL_FILE /tmp/query.sql 2>&1 | grep "Elapsed" |sed -n 2p | awk '{ print $2 }'
         [[ $RES != "" ]] && \
             echo -n "$RES" || \
             echo -n "null"
diff --git a/index.html b/index.html
index dd2a29e69..b8d161419 100644
--- a/index.html
+++ b/index.html
@@ -393,8 +393,8 @@
 ,{"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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