diff --git a/chdb-dataframe/benchmark.sh b/chdb-dataframe/benchmark.sh
index 2bea8f81e..924ec8ca8 100755
--- a/chdb-dataframe/benchmark.sh
+++ b/chdb-dataframe/benchmark.sh
@@ -6,7 +6,7 @@ sudo apt-get update -y
 sudo apt-get install -y python3-pip python3-venv
 python3 -m venv myenv
 source myenv/bin/activate
-pip install pandas
+pip install pandas pyarrow
 pip install chdb
 
 # On small machines it can only work with swap
diff --git a/chdb-dataframe/results/c6a.metal.json b/chdb-dataframe/results/c6a.metal.json
index d63acd165..049dc123e 100644
--- a/chdb-dataframe/results/c6a.metal.json
+++ b/chdb-dataframe/results/c6a.metal.json
@@ -1,57 +1,57 @@
 {
     "system": "chDB (DataFrame)",
-    "date": "2025-09-07",
+    "date": "2025-11-10",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe"],
-    "load_time": 78,
-    "data_size": 200734674944,
+    "load_time": 101,
+    "data_size": 155852128256,
     "result": [
-        [0.027, 0.026, 0.026],
-        [0.05, 0.031, 0.032],
-        [0.03, 0.029, 0.029],
-        [0.03, 0.029, 0.028],
-        [0.56, 0.528, 0.532],
-        [0.65, 0.655, 0.647],
-        [0.031, 0.029, 0.03],
-        [0.04, 0.038, 0.035],
-        [0.339, 0.295, 0.303],
-        [0.347, 0.311, 0.31],
-        [0.121, 0.136, 0.12],
-        [0.116, 0.1, 0.109],
-        [0.3, 0.279, 0.281],
-        [0.332, 0.363, 0.353],
-        [0.305, 0.307, 0.308],
-        [0.141, 0.119, 0.132],
-        [0.474, 0.506, 0.464],
-        [0.417, 0.355, 0.418],
-        [0.93, 0.864, 0.73],
-        [0.025, 0.024, 0.023],
-        [0.709, 0.717, 0.674],
-        [0.794, 0.811, 0.729],
-        [1.043, 0.942, 0.926],
-        [2.873, 2.567, 2.255],
-        [0.175, 0.171, 0.181],
-        [0.158, 0.151, 0.153],
-        [0.171, 0.171, 0.15],
-        [0.763, 0.868, 0.773],
-        [1.769, 2.042, 1.834],
-        [0.074, 0.072, 0.074],
-        [0.214, 0.212, 0.199],
-        [0.278, 0.259, 0.255],
-        [0.757, 0.806, 0.797],
-        [1.279, 1.392, 1.295],
-        [1.246, 1.391, 1.316],
-        [0.16, 0.112, 0.101],
-        [0.746, 0.752, 0.679],
-        [0.676, 0.495, 0.498],
-        [0.687, 0.692, 0.726],
-        [0.981, 0.955, 0.91],
-        [0.084, 0.072, 0.076],
-        [0.068, 0.07, 0.07],
-        [0.066, 0.071, 0.068]
+        [0.058, 0.014, 0.013],
+        [0.03, 0.015, 0.017],
+        [0.026, 0.015, 0.015],
+        [0.092, 0.015, 0.016],
+        [0.334, 0.306, 0.295],
+        [0.404, 0.418, 0.415],
+        [0.025, 0.023, 0.025],
+        [0.022, 0.022, 0.021],
+        [0.432, 0.408, 0.425],
+        [0.514, 0.413, 0.459],
+        [0.309, 0.304, 0.315],
+        [0.214, 0.204, 0.192],
+        [0.506, 0.483, 0.465],
+        [0.919, 0.941, 0.887],
+        [0.325, 0.307, 0.306],
+        [0.123, 0.125, 0.131],
+        [0.488, 0.455, 0.507],
+        [0.498, 0.415, 0.451],
+        [0.889, 0.772, 0.723],
+        [0.029, 0.024, 0.022],
+        [0.726, 0.758, 0.691],
+        [0.889, 0.949, 0.995],
+        [1.162, 1.233, 1.385],
+        [3.299, 2.196, 2.784],
+        [0.209, 0.175, 0.188],
+        [0.159, 0.163, 0.163],
+        [0.168, 0.172, 0.161],
+        [0.869, 0.886, 0.84],
+        [1.352, 1.365, 1.342],
+        [0.052, 0.059, 0.054],
+        [0.385, 0.371, 0.362],
+        [0.329, 0.302, 0.314],
+        [0.775, 0.831, 0.841],
+        [1.352, 1.391, 1.425],
+        [1.382, 1.342, 1.27],
+        [0.136, 0.115, 0.109],
+        [0.696, 0.682, 0.739],
+        [0.495, 0.451, 0.479],
+        [0.714, 0.706, 0.706],
+        [0.987, 0.899, 0.976],
+        [0.088, 0.085, 0.08],
+        [0.082, 0.08, 0.072],
+        [0.069, 0.057, 0.062]
 ]
 }
 
diff --git a/chdb-dataframe/results/c7i.metal-48xl.json b/chdb-dataframe/results/c7i.metal-48xl.json
new file mode 100644
index 000000000..75d8bdb3e
--- /dev/null
+++ b/chdb-dataframe/results/c7i.metal-48xl.json
@@ -0,0 +1,57 @@
+{
+    "system": "chDB (DataFrame)",
+    "date": "2025-11-10",
+    "machine": "c7i.metal-48xl",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless","Python","dataframe"],
+    "load_time": 140,
+    "data_size": 153826500608,
+    "result": [
+        [0.06, 0.01, 0.009],
+        [0.019, 0.013, 0.012],
+        [0.02, 0.013, 0.013],
+        [0.044, 0.011, 0.016],
+        [0.288, 0.253, 0.25],
+        [0.351, 0.39, 0.379],
+        [0.018, 0.021, 0.02],
+        [0.028, 0.02, 0.019],
+        [0.403, 0.432, 0.414],
+        [0.579, 0.399, 0.455],
+        [0.287, 0.282, 0.281],
+        [0.199, 0.194, 0.194],
+        [0.455, 0.46, 0.448],
+        [0.896, 0.92, 0.922],
+        [0.297, 0.275, 0.288],
+        [0.123, 0.131, 0.119],
+        [0.443, 0.428, 0.425],
+        [0.374, 0.383, 0.391],
+        [0.691, 0.699, 0.654],
+        [0.023, 0.02, 0.018],
+        [0.657, 0.641, 0.59],
+        [0.87, 0.866, 0.846],
+        [1.212, 1.168, 1.097],
+        [3.549, 2.256, 2.19],
+        [0.21, 0.2, 0.195],
+        [0.171, 0.189, 0.172],
+        [0.171, 0.193, 0.18],
+        [0.732, 0.751, 0.763],
+        [1.249, 1.344, 1.231],
+        [0.054, 0.045, 0.044],
+        [0.343, 0.36, 0.349],
+        [0.348, 0.299, 0.329],
+        [0.671, 0.683, 0.664],
+        [1.103, 1.057, 1.134],
+        [1.179, 1.101, 1.078],
+        [0.149, 0.131, 0.113],
+        [0.588, 0.576, 0.6],
+        [0.49, 0.519, 0.474],
+        [0.567, 0.574, 0.584],
+        [0.794, 0.848, 0.794],
+        [0.081, 0.078, 0.082],
+        [0.072, 0.075, 0.073],
+        [0.063, 0.062, 0.061]
+]
+}
+
diff --git a/chdb-parquet/benchmark.sh b/chdb-parquet/benchmark.sh
index 0f60dc8c6..4c25d0b41 100755
--- a/chdb-parquet/benchmark.sh
+++ b/chdb-parquet/benchmark.sh
@@ -6,7 +6,7 @@ sudo apt-get update -y
 sudo apt-get install -y python3-pip python3-venv
 python3 -m venv myenv
 source myenv/bin/activate
-pip install psutil
+pip install psutil pyarrow
 pip install chdb
 
 # Load the data
diff --git a/chdb-parquet/results/c6a.2xlarge.json b/chdb-parquet/results/c6a.2xlarge.json
index 6d298d706..ae13344ca 100644
--- a/chdb-parquet/results/c6a.2xlarge.json
+++ b/chdb-parquet/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "chDB (Parquet, partitioned)",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.096, 0.012, 0.014],
-        [0.181, 0.088, 0.087],
-        [0.274, 0.179, 0.177],
-        [0.582, 0.153, 0.147],
-        [1.2, 0.64, 0.632],
-        [1.374, 1.14, 1.132],
-        [0.177, 0.084, 0.086],
-        [0.196, 0.098, 0.096],
-        [1.206, 0.959, 0.949],
-        [1.935, 1.271, 1.262],
-        [0.962, 0.584, 0.585],
-        [1.053, 0.638, 0.638],
-        [1.449, 1.242, 1.226],
-        [2.571, 1.722, 1.668],
-        [1.682, 1.391, 1.382],
-        [1.173, 0.835, 0.823],
-        [3.816, 3.229, 3.348],
-        [2.682, 2.095, 2.097],
-        [10.08, 9.821, 9.896],
-        [0.341, 0.139, 0.134],
-        [9.461, 2.867, 3.109],
-        [11.076, 3.402, 3.464],
-        [21.863, 6.582, 6.512],
-        [55.978, 53.456, 25.532],
-        [2.611, 0.836, 0.827],
-        [1.059, 0.902, 0.881],
-        [2.605, 0.809, 0.808],
-        [9.594, 3.317, 3.361],
-        [20.028, 19.614, 19.791],
-        [2.264, 2.186, 2.232],
-        [2.65, 1.447, 1.381],
-        [6.418, 1.991, 1.841],
-        [15.739, 14.261, 14.05],
-        [10.846, 5.856, 5.749],
-        [10.874, 5.731, 5.702],
-        [0.841, 0.665, 0.752],
-        [0.343, 0.208, 0.184],
-        [0.271, 0.137, 0.15],
-        [0.276, 0.134, 0.135],
-        [0.525, 0.332, 0.344],
-        [0.174, 0.082, 0.081],
-        [0.159, 0.074, 0.076],
-        [0.145, 0.058, 0.061]
+        [0.101, 0.012, 0.011],
+        [0.191, 0.091, 0.091],
+        [0.338, 0.161, 0.155],
+        [0.43, 0.15, 0.147],
+        [0.938, 0.727, 0.724],
+        [1.403, 1.17, 1.172],
+        [0.184, 0.074, 0.075],
+        [0.212, 0.102, 0.104],
+        [1.288, 1.038, 1.037],
+        [1.634, 1.313, 1.311],
+        [0.834, 0.569, 0.568],
+        [0.902, 0.642, 0.641],
+        [1.497, 1.209, 1.186],
+        [2.514, 1.759, 1.743],
+        [1.679, 1.402, 1.391],
+        [1.121, 0.728, 0.73],
+        [3.719, 3.001, 2.959],
+        [2.685, 1.928, 1.929],
+        [6.517, 5.476, 5.546],
+        [0.399, 0.163, 0.159],
+        [9.45, 3.001, 3.026],
+        [11.09, 3.407, 3.394],
+        [21.64, 6.525, 6.448],
+        [55.707, 54.66, 53.416],
+        [2.595, 0.86, 0.868],
+        [1.099, 0.9, 0.89],
+        [2.596, 0.836, 0.832],
+        [9.589, 3.436, 3.388],
+        [20.051, 19.519, 19.579],
+        [2.297, 2.196, 2.189],
+        [2.598, 1.386, 1.383],
+        [6.574, 1.9, 1.97],
+        [14.972, 15.182, 14.656],
+        [10.924, 5.828, 5.792],
+        [10.848, 5.776, 5.749],
+        [0.735, 0.679, 0.603],
+        [0.366, 0.2, 0.161],
+        [0.247, 0.12, 0.115],
+        [0.331, 0.138, 0.131],
+        [0.609, 0.31, 0.298],
+        [0.186, 0.073, 0.069],
+        [0.176, 0.06, 0.064],
+        [0.162, 0.051, 0.052]
 ]
 }
 
diff --git a/chdb-parquet/results/c6a.4xlarge.json b/chdb-parquet/results/c6a.4xlarge.json
index 7af746975..093135f37 100644
--- a/chdb-parquet/results/c6a.4xlarge.json
+++ b/chdb-parquet/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "chDB (Parquet, partitioned)",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.082, 0.012, 0.019],
-        [0.135, 0.052, 0.053],
-        [0.173, 0.097, 0.097],
-        [0.539, 0.099, 0.096],
-        [1.301, 0.476, 0.435],
-        [1.255, 0.726, 0.709],
-        [0.126, 0.051, 0.051],
-        [0.14, 0.061, 0.058],
-        [1.157, 0.678, 0.735],
-        [1.821, 0.912, 0.914],
-        [0.918, 0.386, 0.397],
-        [0.978, 0.42, 0.454],
-        [1.46, 0.955, 0.952],
-        [2.454, 1.324, 1.307],
-        [1.215, 1.045, 1.047],
-        [0.788, 0.65, 0.663],
-        [3.254, 2.41, 2.228],
-        [2.277, 1.378, 1.361],
-        [6.034, 4.209, 4.281],
-        [0.205, 0.089, 0.088],
-        [9.447, 3.55, 3.54],
-        [11.166, 4.099, 3.896],
-        [21.719, 7.484, 7.549],
-        [55.888, 20.253, 20.573],
-        [2.613, 0.755, 0.719],
-        [0.846, 0.607, 0.571],
-        [2.614, 0.728, 0.719],
-        [9.605, 3.975, 4.067],
-        [10.56, 10.495, 10.515],
-        [2.644, 2.614, 2.624],
-        [2.644, 1.064, 1.059],
-        [6.295, 1.443, 1.562],
-        [7.599, 5.64, 5.601],
-        [10.742, 5.406, 5.42],
-        [11.015, 5.66, 5.356],
-        [0.611, 0.541, 0.494],
-        [0.417, 0.194, 0.195],
-        [0.224, 0.114, 0.162],
-        [0.264, 0.132, 0.118],
-        [0.513, 0.304, 0.266],
-        [0.164, 0.068, 0.071],
-        [0.151, 0.061, 0.062],
-        [0.135, 0.048, 0.048]
+        [0.089, 0.012, 0.011],
+        [0.149, 0.059, 0.061],
+        [0.216, 0.102, 0.093],
+        [0.391, 0.119, 0.118],
+        [0.601, 0.505, 0.509],
+        [0.907, 0.736, 0.751],
+        [0.144, 0.048, 0.045],
+        [0.16, 0.067, 0.067],
+        [0.905, 0.772, 0.764],
+        [1.435, 0.937, 0.921],
+        [0.674, 0.384, 0.401],
+        [0.732, 0.438, 0.419],
+        [1.049, 0.853, 0.83],
+        [2.409, 1.322, 1.308],
+        [1.204, 1.013, 0.981],
+        [0.703, 0.572, 0.567],
+        [3.114, 2.281, 2.121],
+        [2.163, 1.401, 1.416],
+        [5.675, 3.959, 3.9],
+        [0.245, 0.108, 0.106],
+        [9.533, 3.39, 3.33],
+        [11.117, 3.722, 3.709],
+        [21.652, 7.061, 7.077],
+        [55.742, 18.945, 19.009],
+        [2.602, 0.733, 0.723],
+        [0.822, 0.57, 0.576],
+        [2.623, 0.724, 0.706],
+        [9.648, 3.817, 3.819],
+        [10.733, 10.308, 10.273],
+        [2.543, 2.437, 2.432],
+        [2.585, 1.049, 1.012],
+        [6.199, 1.461, 1.472],
+        [7.373, 5.367, 5.35],
+        [10.564, 5.044, 5.012],
+        [10.614, 5.073, 5.011],
+        [0.514, 0.519, 0.442],
+        [0.45, 0.193, 0.146],
+        [0.229, 0.107, 0.115],
+        [0.46, 0.133, 0.136],
+        [0.525, 0.31, 0.282],
+        [0.171, 0.062, 0.055],
+        [0.165, 0.057, 0.05],
+        [0.145, 0.041, 0.039]
 ]
 }
 
diff --git a/chdb-parquet/results/c6a.large.json b/chdb-parquet/results/c6a.large.json
index 46447e313..7f845de0e 100644
--- a/chdb-parquet/results/c6a.large.json
+++ b/chdb-parquet/results/c6a.large.json
@@ -1,57 +1,57 @@
 {
-    "system": "chDB (Parquet, partitioned)",
-    "date": "2025-08-31",
-    "machine": "c6a.large",
-    "cluster_size": 1,
-    "proprietary": "no",
-    "tuned": "no",
-    "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 0,
-    "data_size": 14737666736,
-    "result": [
-        [0.241, 0.025, 0.025],
-        [0.494, 0.309, 0.311],
-        [0.915, 0.679, 0.671],
-        [1.351, 0.555, 0.557],
-        [2.827, 2.135, 2.15],
-        [4.831, 4.204, 4.221],
-        [0.529, 0.305, 0.302],
-        [0.555, 0.341, 0.345],
-        [3.889, 3.193, 3.195],
-        [4.989, 4.365, 4.395],
-        [2.449, 2.028, 2.017],
-        [2.723, 2.295, 2.303],
-        [5.12, 4.418, 4.357],
-        [9.679, 8.937, 9.033],
-        [8.051, 7.399, 7.393],
-        [3.813, 2.875, 2.981],
-        [18.152, 17.269, 17.318],
-        [13.704, 13.09, 13.06],
-        [36.526, 36.236, 36.12],
-        [1.202, 0.507, 0.512],
-        [11.859, 8.954, 8.82],
-        [13.728, 10.92, 11.436],
-        [23.369, 23.905, 24.146],
-        [90.968, 93.013, 93.249],
-        [3.73, 3.012, 3.012],
-        [3.823, 3.468, 3.367],
-        [3.657, 2.889, 2.942],
-        [12.182, 8.965, 9.275],
-        [84.172, 83.029, 84.498],
-        [4.958, 4.385, 4.259],
-        [5.954, 5.026, 4.99],
-        [7.71, 6.653, 6.593],
-        [50.876, 50.02, 50.331],
-        [36.18, 37.873, 37.784],
-        [36.14, 37.122, 37.009],
-        [2.843, 2.295, 2.337],
-        [0.803, 0.377, 0.507],
-        [0.477, 0.29, 0.279],
-        [0.512, 0.4, 0.387],
-        [1.01, 0.622, 0.588],
-        [0.349, 0.173, 0.173],
-        [0.35, 0.172, 0.17],
-        [0.318, 0.149, 0.153]
-]
+  "system": "chDB (Parquet, partitioned)",
+  "date": "2025-11-10",
+  "machine": "c6a.large",
+  "cluster_size": 1,
+  "proprietary": "no",
+  "tuned": "no",
+  "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
+  "load_time": 0,
+  "data_size": 14737666736,
+  "result": [
+    [0.215, 0.024, 0.022],
+    [0.543, 0.312, 0.308],
+    [1.13, 0.536, 0.536],
+    [1.502, 0.483, 0.468],
+    [3.126, 2.201, 2.267],
+    [4.977, 4.077, 4.034],
+    [0.513, 0.231, 0.225],
+    [0.584, 0.33, 0.332],
+    [4.259, 3.267, 3.261],
+    [5.636, 4.282, 4.289],
+    [2.895, 1.89, 1.887],
+    [3.158, 2.144, 2.161],
+    [5.154, 4.128, 4.098],
+    [10.556, 8.665, 8.732],
+    [8.788, 4.739, 4.495],
+    [3.523, 2.271, 2.239],
+    [16.051, 14.666, 14.664],
+    [12.532, 10.993, 10.934],
+    [31.851, 30.101, 31.614],
+    [1.336, 0.528, 0.505],
+    [12.67, 7.928, 7.965],
+    [15.801, 15.949, 15.706],
+    [29.414, 29.676, 29.293],
+    [96.859, 97.188, 97.06],
+    [5.052, 2.894, 2.87],
+    [4.122, 3.191, 3.186],
+    [5.08, 2.754, 2.798],
+    [13.741, 8.934, 8.946],
+    [82.149, 81.156, 81.316],
+    [3.719, 3.564, 3.524],
+    [6.963, 4.585, 4.671],
+    [10.03, 5.935, 5.865],
+    [46.794, 43.784, 46.306],
+    [35.307, 35.578, 35.763],
+    [36.136, 35.435, 36.217],
+    [2.553, 1.763, 1.748],
+    [0.738, 0.421, 0.402],
+    [0.505, 0.282, 0.26],
+    [0.594, 0.323, 0.31],
+    [1.167, 0.691, 0.663],
+    [0.377, 0.172, 0.177],
+    [0.372, 0.167, 0.166],
+    [0.324, 0.147, 0.148]
+  ]
 }
 
diff --git a/chdb-parquet/results/c6a.xlarge.json b/chdb-parquet/results/c6a.xlarge.json
index e809779ae..56c34bb07 100644
--- a/chdb-parquet/results/c6a.xlarge.json
+++ b/chdb-parquet/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "chDB (Parquet, partitioned)",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.134, 0.018, 0.016],
-        [0.289, 0.161, 0.162],
-        [0.473, 0.339, 0.343],
-        [0.696, 0.273, 0.28],
-        [1.409, 1.049, 1.063],
-        [2.358, 2.042, 2.037],
-        [0.281, 0.156, 0.156],
-        [0.305, 0.172, 0.174],
-        [1.972, 1.627, 1.626],
-        [2.511, 2.205, 2.211],
-        [1.278, 1.043, 1.044],
-        [1.407, 1.176, 1.18],
-        [2.654, 2.246, 2.268],
-        [3.662, 3.149, 3.133],
-        [3.018, 2.492, 2.489],
-        [1.898, 1.477, 1.474],
-        [9.474, 8.989, 8.926],
-        [7.045, 6.504, 6.524],
-        [18.371, 17.661, 17.672],
-        [0.604, 0.255, 0.259],
-        [9.94, 3.836, 3.892],
-        [11.664, 4.937, 4.992],
-        [22.85, 8.78, 8.781],
-        [59.023, 59.378, 59.296],
-        [2.749, 1.512, 1.524],
-        [1.95, 1.652, 1.659],
-        [2.75, 1.458, 1.473],
-        [10.085, 4.167, 4.087],
-        [39.443, 38.446, 38.72],
-        [2.4, 2.282, 2.251],
-        [2.86, 2.491, 2.479],
-        [7.1, 3.245, 3.426],
-        [25.76, 25.468, 26.023],
-        [19.551, 16.873, 16.388],
-        [19.112, 16.811, 16.75],
-        [1.658, 1.25, 1.247],
-        [0.416, 0.332, 0.219],
-        [0.329, 0.19, 0.178],
-        [0.333, 0.206, 0.246],
-        [0.64, 0.369, 0.379],
-        [0.27, 0.117, 0.106],
-        [0.219, 0.1, 0.111],
-        [0.196, 0.087, 0.091]
+        [0.135, 0.015, 0.016],
+        [0.312, 0.17, 0.167],
+        [0.593, 0.289, 0.292],
+        [0.754, 0.264, 0.258],
+        [1.568, 1.13, 1.156],
+        [2.527, 2.129, 2.097],
+        [0.294, 0.124, 0.126],
+        [0.331, 0.174, 0.173],
+        [2.243, 1.76, 1.763],
+        [2.904, 2.315, 2.303],
+        [1.486, 0.994, 0.991],
+        [1.613, 1.129, 1.128],
+        [2.702, 2.153, 2.16],
+        [4.03, 3.121, 3.066],
+        [2.924, 2.349, 2.321],
+        [1.828, 1.221, 1.225],
+        [6.392, 5.372, 5.384],
+        [4.546, 3.577, 3.588],
+        [16.968, 16.259, 15.902],
+        [0.698, 0.281, 0.274],
+        [9.438, 4.029, 3.991],
+        [11.125, 4.861, 4.955],
+        [21.664, 8.721, 8.81],
+        [55.78, 56.425, 56.501],
+        [2.598, 1.566, 1.519],
+        [2.12, 1.715, 1.678],
+        [2.615, 1.499, 1.461],
+        [9.631, 4.419, 4.43],
+        [39.287, 38.396, 38.566],
+        [2.569, 2.417, 2.285],
+        [3.429, 2.471, 2.457],
+        [6.753, 3.315, 3.4],
+        [25.573, 24.329, 24.606],
+        [20.113, 16.134, 17.678],
+        [20.183, 16.251, 17.503],
+        [1.436, 0.985, 0.963],
+        [0.433, 0.27, 0.265],
+        [0.336, 0.168, 0.149],
+        [0.355, 0.198, 0.178],
+        [0.621, 0.462, 0.388],
+        [0.261, 0.1, 0.1],
+        [0.234, 0.099, 0.093],
+        [0.206, 0.084, 0.082]
 ]
 }
 
diff --git a/chdb-parquet/results/c7i.metal-48xl.json b/chdb-parquet/results/c7i.metal-48xl.json
new file mode 100644
index 000000000..e488bb7df
--- /dev/null
+++ b/chdb-parquet/results/c7i.metal-48xl.json
@@ -0,0 +1,56 @@
+{
+    "system":  "chDB (Parquet, partitioned)",
+    "date": "2025-11-10",
+    "machine": "c7i.metal-48xl",
+    "cluster_size": 1,
+    "proprietary":  "no",
+    "tuned":  "no",
+    "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
+    "load_time": 0,
+    "data_size": 14737666736,
+    "result": [
+        [0.11,0.017,0.016],
+        [0.161,0.068,0.069],
+        [0.178,0.071,0.068],
+        [0.405,0.06,0.054],
+        [0.678,0.307,0.312],
+        [1.137,0.685,0.595],
+        [0.142,0.05,0.049],
+        [0.185,0.084,0.083],
+        [1.066,0.504,0.495],
+        [1.594,0.509,0.509],
+        [0.848,0.414,0.415],
+        [0.832,0.347,0.346],
+        [1.069,0.426,0.443],
+        [2.777,0.924,0.925],
+        [1.014,0.326,0.316],
+        [0.514,0.196,0.183],
+        [2.321,0.406,0.43],
+        [2.263,0.344,0.426],
+        [4.249,0.731,0.683],
+        [0.223,0.075,0.078],
+        [9.493,0.641,0.67],
+        [11.297,0.872,0.9],
+        [21.894,1.432,1.495],
+        [55.876,6.739,6.641],
+        [2.637,0.244,0.235],
+        [0.854,0.218,0.216],
+        [2.626,0.245,0.238],
+        [9.735,0.733,0.791],
+        [8.762,1.856,1.783],
+        [0.626,0.528,0.527],
+        [2.573,0.504,0.484],
+        [5.968,0.456,0.465],
+        [4.935,1.077,0.97],
+        [9.823,1.064,1.066],
+        [9.882,1.076,1.083],
+        [0.3,0.172,0.167],
+        [0.444,0.178,0.171],
+        [0.247,0.129,0.126],
+        [0.468,0.148,0.143],
+        [0.713,0.307,0.304],
+        [0.192,0.076,0.074],
+        [0.174,0.073,0.062],
+        [0.175,0.059,0.053]
+]
+}
diff --git a/chdb-parquet/results/c8g.4xlarge.json b/chdb-parquet/results/c8g.4xlarge.json
index 57a46b26e..b7ea02e90 100644
--- a/chdb-parquet/results/c8g.4xlarge.json
+++ b/chdb-parquet/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system":   "chDB (Parquet, partitioned)",
-    "date": "2025-07-12",
+    "date": "2025-11-10",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
@@ -9,48 +9,48 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.121, 0.021, 0.021],
-        [0.122, 0.083, 0.069],
-        [0.155, 0.099, 0.091],
-        [0.84, 0.084, 0.078],
-        [1.363, 0.239, 0.234],
-        [1.552, 0.534, 0.52],
-        [0.109, 0.071, 0.077],
-        [0.137, 0.085, 0.081],
-        [1.069, 0.433, 0.43],
-        [1.818, 0.529, 0.528],
-        [0.895, 0.261, 0.262],
-        [1.294, 0.267, 0.267],
-        [1.612, 0.529, 0.526],
-        [2.68, 0.697, 0.682],
-        [1.476, 0.67, 0.687],
-        [0.739, 0.314, 0.309],
-        [2.993, 1.484, 1.394],
-        [2.449, 1.113, 1.102],
-        [5.244, 2.599, 2.693],
-        [0.197, 0.071, 0.073],
-        [9.574, 0.822, 0.835],
-        [11.327, 0.993, 0.974],
-        [21.92, 1.688, 1.752],
-        [55.866, 6.559, 6.454],
-        [2.765, 0.365, 0.364],
-        [0.906, 0.448, 0.458],
-        [2.772, 0.344, 0.359],
-        [9.726, 0.823, 0.806],
-        [8.804, 6.124, 6.061],
-        [1.129, 0.828, 0.82],
-        [2.711, 0.601, 0.575],
-        [6.334, 0.681, 0.722],
-        [5.687, 2.503, 2.556],
-        [10.171, 1.816, 1.741],
-        [10.062, 1.769, 1.788],
-        [0.36, 0.307, 0.337],
-        [0.268, 0.18, 0.199],
-        [0.219, 0.146, 0.137],
-        [0.303, 0.172, 0.18],
-        [0.412, 0.25, 0.31],
-        [0.176, 0.137, 0.134],
-        [0.151, 0.13, 0.126],
-        [0.149, 0.125, 0.124]
+        [0.078,0.012,0.012],
+        [0.136,0.076,0.077],
+        [0.175,0.071,0.072],
+        [0.451,0.073,0.068],
+        [0.524,0.255,0.263],
+        [0.922,0.481,0.488],
+        [0.123,0.036,0.038],
+        [0.139,0.073,0.063],
+        [0.858,0.454,0.47],
+        [1.46,0.514,0.548],
+        [0.714,0.244,0.247],
+        [0.782,0.271,0.265],
+        [0.972,0.473,0.476],
+        [2.392,0.651,0.653],
+        [1.109,0.562,0.506],
+        [0.55,0.324,0.304],
+        [2.763,1.022,1.0],
+        [2.265,0.682,0.759],
+        [5.021,1.821,1.845],
+        [0.227,0.089,0.082],
+        [9.568,0.829,0.879],
+        [11.307,1.011,0.996],
+        [21.929,1.687,1.753],
+        [55.731,6.123,6.014],
+        [2.754,0.328,0.328],
+        [0.889,0.44,0.422],
+        [2.77,0.317,0.309],
+        [9.75,0.938,0.853],
+        [8.854,5.88,5.895],
+        [0.637,0.513,0.565],
+        [2.681,0.543,0.53],
+        [6.315,0.669,0.67],
+        [5.653,2.252,2.418],
+        [9.974,1.558,1.634],
+        [9.924,1.599,1.569],
+        [0.336,0.249,0.278],
+        [0.302,0.183,0.18],
+        [0.237,0.158,0.146],
+        [0.314,0.191,0.194],
+        [0.421,0.26,0.252],
+        [0.191,0.132,0.13],
+        [0.177,0.125,0.127],
+        [0.163,0.12,0.115]
 ]
 }
diff --git a/chdb/benchmark.sh b/chdb/benchmark.sh
index c584449b3..2f5daed52 100755
--- a/chdb/benchmark.sh
+++ b/chdb/benchmark.sh
@@ -5,7 +5,7 @@ sudo apt-get update -y
 sudo apt-get install -y python3-pip python3-venv
 python3 -m venv myenv
 source myenv/bin/activate
-pip install psutil
+pip install psutil pyarrow
 pip install chdb
 
 # Load the data
diff --git a/chdb/results/c6a.2xlarge.json b/chdb/results/c6a.2xlarge.json
index 6bfdb852e..e2c68f44f 100644
--- a/chdb/results/c6a.2xlarge.json
+++ b/chdb/results/c6a.2xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "chDB",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 562,
-    "data_size": 14464129336,
+    "load_time": 561,
+    "data_size": 14477033643,
     "result": [
-        [0.011, 0.001, 0.001],
-        [0.077, 0.013, 0.013],
-        [0.146, 0.047, 0.045],
-        [0.229, 0.063, 0.06],
-        [0.811, 0.582, 0.6],
-        [1.197, 0.845, 0.848],
-        [0.077, 0.019, 0.018],
-        [0.085, 0.019, 0.018],
-        [1.029, 0.706, 0.734],
-        [1.176, 0.793, 0.805],
-        [0.392, 0.194, 0.19],
-        [0.439, 0.237, 0.237],
-        [1.343, 0.972, 0.929],
-        [2.261, 1.313, 1.279],
-        [1.559, 1.093, 1.078],
-        [1.199, 0.73, 0.726],
-        [3.989, 2.944, 2.967],
-        [2.8, 1.724, 1.713],
-        [10.989, 10.299, 9.955],
-        [0.166, 0.027, 0.027],
-        [10.578, 1.148, 1.133],
-        [11.998, 1.216, 1.236],
-        [13.678, 1.466, 1.449],
-        [12.369, 1.971, 3.562],
-        [2.365, 0.343, 0.325],
-        [0.717, 0.255, 0.266],
-        [2.36, 0.348, 0.325],
-        [10.62, 0.99, 1.019],
-        [23.197, 21.129, 19.828],
-        [0.131, 0.051, 0.05],
-        [1.614, 0.672, 0.66],
-        [4.885, 1, 1.001],
-        [12.321, 11.253, 11.452],
-        [10.717, 4.181, 4.204],
-        [10.997, 4.257, 4.29],
-        [0.676, 0.504, 0.501],
-        [0.158, 0.062, 0.062],
-        [0.104, 0.033, 0.03],
-        [0.121, 0.025, 0.026],
-        [0.218, 0.104, 0.099],
-        [0.104, 0.018, 0.019],
-        [0.093, 0.014, 0.013],
-        [0.093, 0.012, 0.012]
+        [0.01, 0.001, 0.001],
+        [0.054, 0.011, 0.011],
+        [0.109, 0.043, 0.043],
+        [0.197, 0.059, 0.06],
+        [0.707, 0.538, 0.516],
+        [1.032, 0.817, 0.798],
+        [0.072, 0.015, 0.015],
+        [0.066, 0.016, 0.015],
+        [0.88, 0.679, 0.673],
+        [1.012, 0.775, 0.779],
+        [0.314, 0.179, 0.171],
+        [0.33, 0.212, 0.208],
+        [1.094, 0.812, 0.817],
+        [1.967, 1.255, 1.185],
+        [1.22, 0.902, 0.873],
+        [0.897, 0.522, 0.526],
+        [3.198, 2.412, 2.524],
+        [2.154, 1.372, 1.382],
+        [5.822, 4.878, 4.898],
+        [0.13, 0.028, 0.029],
+        [10.032, 0.974, 1.016],
+        [11.378, 1.082, 1.086],
+        [12.86, 1.365, 1.376],
+        [11.221, 1.647, 1.683],
+        [2.154, 0.303, 0.302],
+        [0.534, 0.244, 0.243],
+        [2.164, 0.317, 0.315],
+        [9.999, 0.892, 0.923],
+        [11.671, 10.837, 10.912],
+        [0.117, 0.055, 0.05],
+        [1.884, 0.719, 0.662],
+        [5.04, 1.034, 1.007],
+        [13.361, 11.389, 11.68],
+        [11.522, 4.241, 4.394],
+        [11.519, 4.326, 4.278],
+        [0.54, 0.491, 0.392],
+        [0.139, 0.064, 0.067],
+        [0.098, 0.034, 0.031],
+        [0.095, 0.024, 0.025],
+        [0.2, 0.11, 0.097],
+        [0.097, 0.02, 0.021],
+        [0.087, 0.012, 0.012],
+        [0.088, 0.011, 0.011]
 ]
 }
 
diff --git a/chdb/results/c6a.4xlarge.json b/chdb/results/c6a.4xlarge.json
index 62ddb56d6..9051d7ab2 100644
--- a/chdb/results/c6a.4xlarge.json
+++ b/chdb/results/c6a.4xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "chDB",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 519,
-    "data_size": 14476296852,
+    "load_time": 516,
+    "data_size": 14477072504,
     "result": [
-        [0.012, 0.001, 0.001],
-        [0.061, 0.009, 0.008],
-        [0.105, 0.024, 0.024],
-        [0.182, 0.031, 0.031],
-        [0.481, 0.364, 0.358],
-        [0.641, 0.453, 0.459],
-        [0.061, 0.011, 0.01],
-        [0.075, 0.012, 0.011],
-        [0.661, 0.452, 0.5],
-        [0.756, 0.509, 0.535],
-        [0.277, 0.128, 0.135],
-        [0.301, 0.151, 0.154],
-        [0.804, 0.614, 0.584],
-        [1.711, 0.826, 0.819],
-        [0.958, 0.683, 0.702],
-        [0.708, 0.525, 0.52],
-        [2.508, 1.784, 1.884],
-        [1.621, 1.165, 1.139],
-        [5.053, 3.531, 3.534],
-        [0.115, 0.02, 0.022],
-        [9.6, 0.592, 0.609],
-        [10.9, 0.744, 0.714],
-        [12.69, 1.098, 1.176],
-        [11.572, 1.3, 1.287],
-        [2.049, 0.172, 0.171],
-        [0.497, 0.147, 0.148],
-        [2.05, 0.173, 0.173],
-        [9.734, 0.678, 0.708],
-        [10.682, 9.832, 9.926],
-        [0.116, 0.037, 0.037],
-        [1.753, 0.423, 0.451],
-        [4.799, 0.699, 0.666],
-        [5.967, 4.402, 4.32],
-        [10.77, 3.174, 3.096],
-        [10.711, 3.096, 3.134],
-        [0.522, 0.43, 0.448],
-        [0.131, 0.051, 0.05],
-        [0.104, 0.03, 0.027],
-        [0.117, 0.023, 0.021],
-        [0.185, 0.082, 0.077],
-        [0.101, 0.018, 0.018],
-        [0.093, 0.013, 0.012],
-        [0.093, 0.013, 0.011]
+        [0.009, 0.001, 0.001],
+        [0.062, 0.008, 0.008],
+        [0.094, 0.023, 0.023],
+        [0.125, 0.032, 0.03],
+        [0.447, 0.367, 0.349],
+        [0.632, 0.436, 0.457],
+        [0.056, 0.011, 0.01],
+        [0.066, 0.011, 0.011],
+        [0.632, 0.493, 0.441],
+        [0.714, 0.497, 0.511],
+        [0.252, 0.146, 0.153],
+        [0.26, 0.158, 0.159],
+        [0.727, 0.555, 0.538],
+        [1.686, 0.815, 0.79],
+        [0.915, 0.612, 0.599],
+        [0.516, 0.388, 0.384],
+        [2.322, 1.72, 1.69],
+        [1.558, 1.035, 1.025],
+        [4.722, 3.189, 3.143],
+        [0.109, 0.019, 0.018],
+        [9.474, 0.588, 0.587],
+        [10.862, 0.732, 0.734],
+        [12.659, 1.129, 1.191],
+        [10.656, 1.147, 1.257],
+        [2.02, 0.166, 0.163],
+        [0.468, 0.14, 0.142],
+        [2.018, 0.169, 0.163],
+        [9.528, 0.697, 0.715],
+        [8.335, 5.308, 5.292],
+        [0.093, 0.039, 0.046],
+        [1.698, 0.438, 0.427],
+        [4.805, 0.723, 0.703],
+        [5.915, 4.357, 4.486],
+        [10.597, 2.921, 2.936],
+        [10.611, 2.882, 2.89],
+        [0.374, 0.322, 0.254],
+        [0.124, 0.048, 0.048],
+        [0.103, 0.029, 0.028],
+        [0.109, 0.022, 0.02],
+        [0.182, 0.086, 0.085],
+        [0.103, 0.018, 0.018],
+        [0.086, 0.013, 0.012],
+        [0.077, 0.011, 0.01]
 ]
 }
 
diff --git a/chdb/results/c6a.large.json b/chdb/results/c6a.large.json
index de4be6ce4..23bf11a4f 100644
--- a/chdb/results/c6a.large.json
+++ b/chdb/results/c6a.large.json
@@ -1,57 +1,57 @@
 {
     "system": "chDB",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 850,
-    "data_size": 14464160379,
+    "load_time": 818,
+    "data_size": 14467595822,
     "result": [
-        [0.028, 0.002, 0.002],
-        [0.176, 0.07, 0.063],
-        [0.652, 0.259, 0.256],
-        [1.121, 0.34, 0.272],
-        [4.027, 2.86, 2.618],
-        [6.871, 4.763, 4.848],
-        [0.166, 0.095, 0.088],
-        [0.211, 0.08, 0.08],
-        [5.504, 3.691, 3.797],
-        [6.357, 4.082, 4.357],
-        [2.051, 1.002, 1.159],
-        [2.534, 1.327, 1.347],
-        [7.578, 5.347, 5.108],
-        [15.457, 13.619, 15.273],
-        [12.196, 10.41, 10.591],
-        [5.624, 3.741, 3.864],
-        [29.485, 30.81, 20.799],
-        [14.843, 13.403, 14.082],
-        [40.021, 41.997, 41.182],
-        [0.517, 0.084, 0.085],
-        [11.578, 4.777, 7.231],
-        [13.867, 6.597, 9.817],
-        [16.756, 17.265, 17.651],
-        [14.646, 9.26, 12.042],
-        [2.889, 1.354, 1.36],
-        [1.87, 1.095, 1.022],
-        [2.908, 1.382, 1.394],
-        [12.187, 4.436, 9.705],
-        [103.135, 103.654, 108.42],
-        [0.326, 0.163, 0.172],
-        [4.403, 2.857, 2.899],
-        [7.231, 3.964, 4.367],
-        [44.451, 45.488, 44.816],
-        [40.839, 42.076, 41.692],
-        [40.847, 41.824, 41.484],
-        [2.669, 2.076, 2.08],
-        [0.359, 0.199, 0.198],
-        [0.179, 0.089, 0.085],
-        [0.21, 0.062, 0.062],
-        [0.579, 0.314, 0.344],
-        [0.142, 0.036, 0.035],
-        [0.124, 0.032, 0.03],
-        [0.116, 0.029, 0.028]
+        [0.01, 0.003, 0.01],
+        [0.184, 0.094, 0.074],
+        [0.566, 0.332, 0.296],
+        [0.799, 0.426, 0.416],
+        [3.788, 3.205, 2.958],
+        [6.507, 5.249, 5.232],
+        [0.145, 0.078, 0.104],
+        [0.198, 0.103, 0.116],
+        [5.131, 4.005, 4.056],
+        [5.815, 4.808, 4.789],
+        [1.658, 1.251, 1.186],
+        [1.992, 1.392, 1.032],
+        [6.661, 4.962, 5.319],
+        [14.905, 14.813, 14.434],
+        [7.729, 6.006, 5.961],
+        [4.543, 2.939, 2.873],
+        [26.197, 26.406, 24.323],
+        [14.23, 12.84, 14.128],
+        [39.356, 35.044, 34.598],
+        [0.446, 0.08, 0.082],
+        [10.856, 4.891, 5.21],
+        [12.995, 6.449, 7.466],
+        [15.575, 17.308, 16.86],
+        [12.703, 9.663, 10.032],
+        [2.259, 1.344, 1.347],
+        [1.569, 1.058, 1.067],
+        [2.287, 1.547, 1.361],
+        [10.809, 4.336, 4.559],
+        [53.025, 53.696, 53.752],
+        [0.25, 0.169, 0.168],
+        [3.583, 2.849, 2.878],
+        [6.197, 4.13, 4.189],
+        [41.657, 43.11, 43.366],
+        [36.685, 37.706, 37.909],
+        [36.864, 37.377, 37.407],
+        [1.71, 1.346, 1.356],
+        [0.315, 0.199, 0.189],
+        [0.139, 0.083, 0.081],
+        [0.173, 0.065, 0.064],
+        [0.516, 0.342, 0.32],
+        [0.125, 0.032, 0.035],
+        [0.104, 0.035, 0.028],
+        [0.102, 0.028, 0.024]
 ]
 }
 
diff --git a/chdb/results/c6a.xlarge.json b/chdb/results/c6a.xlarge.json
index b764fc732..cb17b2fdc 100644
--- a/chdb/results/c6a.xlarge.json
+++ b/chdb/results/c6a.xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "chDB",
-    "date": "2025-08-31",
+    "date": "2025-11-10",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
     "tuned": "no",
     "tags": ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 625,
-    "data_size": 14464160379,
+    "load_time": 608,
+    "data_size": 14465782664,
     "result": [
-        [0.01, 0.001, 0.001],
-        [0.091, 0.025, 0.026],
-        [0.252, 0.102, 0.114],
-        [0.428, 0.132, 0.134],
-        [1.611, 1.116, 1.065],
-        [2.596, 1.796, 1.762],
-        [0.091, 0.038, 0.039],
-        [0.108, 0.037, 0.038],
-        [2.144, 1.44, 1.435],
-        [2.529, 1.671, 1.667],
-        [0.772, 0.402, 0.406],
-        [0.933, 0.491, 0.516],
-        [2.87, 1.97, 1.952],
-        [4.051, 2.824, 2.681],
-        [3.231, 2.23, 2.653],
-        [2.564, 1.831, 1.725],
-        [12.023, 10.25, 10.852],
-        [8.897, 7.446, 7.29],
-        [23.445, 22.269, 19.564],
-        [0.276, 0.041, 0.043],
-        [9.946, 2.134, 2.117],
-        [11.352, 2.235, 2.224],
-        [13.749, 2.734, 2.736],
-        [11.712, 3.319, 3.301],
-        [2.158, 0.611, 0.611],
-        [0.866, 0.491, 0.488],
-        [2.16, 0.617, 0.615],
-        [9.958, 1.891, 1.909],
-        [43.738, 40.784, 41.087],
-        [0.191, 0.085, 0.087],
-        [2.123, 1.403, 1.373],
-        [5.373, 1.89, 1.91],
-        [22.234, 20.102, 21.454],
-        [20.638, 15.612, 16.768],
-        [21.498, 15.749, 16.517],
-        [1.394, 1.006, 1.007],
-        [0.208, 0.104, 0.097],
-        [0.13, 0.047, 0.051],
-        [0.132, 0.035, 0.034],
-        [0.321, 0.17, 0.168],
-        [0.111, 0.025, 0.021],
-        [0.103, 0.017, 0.017],
-        [0.096, 0.016, 0.016]
+        [0.009, 0.002, 0.007],
+        [0.064, 0.022, 0.026],
+        [0.196, 0.1, 0.113],
+        [0.347, 0.149, 0.159],
+        [1.469, 1.209, 1.191],
+        [2.511, 1.854, 1.755],
+        [0.07, 0.033, 0.036],
+        [0.086, 0.03, 0.034],
+        [2.016, 1.592, 1.549],
+        [2.293, 1.814, 1.889],
+        [0.649, 0.42, 0.44],
+        [0.774, 0.502, 0.526],
+        [2.739, 2.018, 1.888],
+        [3.89, 3.157, 2.767],
+        [2.704, 2.019, 1.983],
+        [1.723, 1.162, 1.068],
+        [6.876, 5.764, 5.688],
+        [4.323, 3.262, 3.253],
+        [19.822, 19.556, 19.346],
+        [0.236, 0.039, 0.041],
+        [9.545, 2.04, 2.051],
+        [10.911, 2.238, 2.229],
+        [13.532, 2.752, 2.725],
+        [11.038, 2.928, 3.134],
+        [2.041, 0.601, 0.596],
+        [0.715, 0.451, 0.474],
+        [2.047, 0.608, 0.599],
+        [9.758, 1.853, 1.854],
+        [23.069, 22.179, 22.195],
+        [0.153, 0.085, 0.081],
+        [1.802, 1.307, 1.312],
+        [5.335, 1.931, 1.937],
+        [21.479, 20.978, 20.941],
+        [20.243, 16.411, 16.002],
+        [20.173, 14.718, 16.993],
+        [0.981, 0.668, 0.666],
+        [0.202, 0.106, 0.091],
+        [0.117, 0.045, 0.045],
+        [0.136, 0.038, 0.036],
+        [0.319, 0.169, 0.162],
+        [0.111, 0.019, 0.022],
+        [0.092, 0.016, 0.017],
+        [0.081, 0.016, 0.014]
 ]
 }
 
diff --git a/chdb/results/c7i.metal-48xl.json b/chdb/results/c7i.metal-48xl.json
new file mode 100644
index 000000000..fc43139d1
--- /dev/null
+++ b/chdb/results/c7i.metal-48xl.json
@@ -0,0 +1,56 @@
+{
+    "system":  "chDB",
+    "date": "2025-11-10",
+    "machine": "c7i.metal-48xl",
+    "cluster_size": 1,
+    "proprietary":  "no",
+    "tuned":  "no",
+    "tags":  ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
+    "load_time": 449,
+    "data_size": 14477033643,
+    "result": [
+        [0.009,0.001,0.001],
+        [0.071,0.021,0.02],
+        [0.102,0.024,0.022],
+        [0.168,0.016,0.014],
+        [0.379,0.252,0.252],
+        [0.613,0.279,0.268],
+        [0.083,0.012,0.011],
+        [0.117,0.03,0.03],
+        [0.582,0.431,0.448],
+        [0.764,0.47,0.473],
+        [0.247,0.141,0.143],
+        [0.286,0.164,0.161],
+        [0.657,0.31,0.307],
+        [1.832,0.729,0.711],
+        [0.643,0.2,0.193],
+        [0.255,0.136,0.124],
+        [1.374,0.289,0.257],
+        [1.364,0.226,0.231],
+        [2.986,0.531,0.483],
+        [0.136,0.017,0.014],
+        [8.928,0.135,0.128],
+        [10.385,0.577,0.569],
+        [12.774,0.719,0.718],
+        [10.274,0.664,0.674],
+        [1.866,0.117,0.117],
+        [0.421,0.049,0.048],
+        [1.846,0.129,0.127],
+        [9.02,0.295,0.292],
+        [7.788,1.023,1.013],
+        [0.118,0.045,0.044],
+        [1.559,0.407,0.404],
+        [4.397,0.319,0.338],
+        [3.46,0.963,0.678],
+        [9.194,0.626,0.584],
+        [9.29,0.639,0.583],
+        [0.202,0.126,0.12],
+        [0.128,0.049,0.048],
+        [0.104,0.027,0.025],
+        [0.103,0.02,0.02],
+        [0.158,0.068,0.069],
+        [0.097,0.017,0.016],
+        [0.094,0.012,0.012],
+        [0.087,0.01,0.009]
+]
+}
diff --git a/chdb/results/c8g.4xlarge.json b/chdb/results/c8g.4xlarge.json
index e960e0a50..9919b8ea6 100644
--- a/chdb/results/c8g.4xlarge.json
+++ b/chdb/results/c8g.4xlarge.json
@@ -1,56 +1,56 @@
 {
     "system":   "chDB",
-    "date": "2025-07-12",
+    "date": "2025-11-10",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary":   "no",
     "tuned":   "no",
     "tags":   ["C++","column-oriented","ClickHouse derivative","embedded","stateless","serverless"],
-    "load_time": 526,
-    "data_size": 14466469883,
+    "load_time": 0.063,
+    "data_size": 14470258174,
     "result": [
-        [0.005, 0.001, 0.001],
-        [0.04, 0.018, 0.009],
-        [0.066, 0.019, 0.02],
-        [0.142, 0.028, 0.028],
-        [0.292, 0.173, 0.175],
-        [0.738, 0.286, 0.292],
-        [0.045, 0.011, 0.02],
-        [0.047, 0.021, 0.02],
-        [0.495, 0.228, 0.227],
-        [0.712, 0.264, 0.267],
-        [0.221, 0.101, 0.099],
-        [0.257, 0.115, 0.114],
-        [0.75, 0.282, 0.303],
-        [1.645, 0.397, 0.399],
-        [0.98, 0.393, 0.391],
-        [0.369, 0.229, 0.231],
-        [1.988, 1.027, 1.064],
-        [1.757, 0.773, 0.657],
-        [3.835, 1.802, 1.801],
-        [0.091, 0.012, 0.012],
-        [10.023, 0.421, 0.413],
-        [11.177, 0.46, 0.447],
-        [13.131, 0.558, 0.552],
-        [11.2, 1.125, 1.14],
-        [2.093, 0.119, 0.121],
-        [0.614, 0.092, 0.098],
-        [2.126, 0.121, 0.119],
-        [10.052, 0.386, 0.385],
-        [9.002, 5.52, 5.504],
-        [0.085, 0.033, 0.033],
-        [1.743, 0.277, 0.259],
-        [4.742, 0.353, 0.374],
-        [4.249, 1.566, 1.619],
-        [10.136, 1.366, 1.321],
-        [10.344, 1.341, 1.334],
-        [0.304, 0.232, 0.194],
-        [0.088, 0.029, 0.029],
-        [0.079, 0.022, 0.022],
-        [0.086, 0.016, 0.016],
-        [0.133, 0.046, 0.045],
-        [0.074, 0.014, 0.014],
-        [0.074, 0.011, 0.011],
-        [0.084, 0.01, 0.01]
+        [0.008,0.01,0.001],
+        [0.049,0.008,0.008],
+        [0.072,0.032,0.018],
+        [0.113,0.029,0.029],
+        [0.255,0.177,0.184],
+        [0.687,0.296,0.287],
+        [0.041,0.01,0.01],
+        [0.058,0.013,0.024],
+        [0.424,0.262,0.267],
+        [0.676,0.313,0.298],
+        [0.212,0.108,0.133],
+        [0.223,0.121,0.115],
+        [0.705,0.272,0.272],
+        [1.586,0.434,0.41],
+        [0.881,0.317,0.335],
+        [0.295,0.189,0.19],
+        [1.884,0.793,0.724],
+        [1.567,0.606,0.514],
+        [3.714,1.382,1.395],
+        [0.097,0.012,0.012],
+        [9.789,0.42,0.421],
+        [11.164,0.477,0.467],
+        [13.016,0.585,0.597],
+        [11.227,1.175,1.169],
+        [2.101,0.126,0.123],
+        [0.553,0.091,0.093],
+        [2.106,0.124,0.124],
+        [9.842,0.397,0.39],
+        [8.616,3.248,3.251],
+        [0.073,0.036,0.034],
+        [1.697,0.276,0.271],
+        [4.748,0.364,0.384],
+        [4.287,1.543,1.569],
+        [10.238,1.321,1.279],
+        [10.253,1.29,1.284],
+        [0.216,0.163,0.132],
+        [0.085,0.031,0.028],
+        [0.073,0.033,0.023],
+        [0.079,0.022,0.016],
+        [0.113,0.047,0.044],
+        [0.075,0.024,0.014],
+        [0.064,0.016,0.011],
+        [0.063,0.019,0.01]
 ]
 }