diff --git a/cedardb/results/c6a.2xlarge.json b/cedardb/results/c6a.2xlarge.json
index e8ebd23db..02d5e7d22 100644
--- a/cedardb/results/c6a.2xlarge.json
+++ b/cedardb/results/c6a.2xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "CedarDB",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
-    "load_time": 722,
-    "data_size": 33905729120,
+    "load_time": 715,
+    "data_size": 33398764480,
     "result": [
-        [0.502, 0.017, 0.016],
-        [0.086, 0.005, 0.005],
-        [0.123, 0.048, 0.048],
-        [0.679, 0.042, 0.042],
-        [0.205, 0.195, 0.194],
-        [2.177, 0.383, 0.379],
-        [0.061, 0.043, 0.044],
-        [0.029, 0.006, 0.006],
-        [0.617, 0.305, 0.3],
-        [0.543, 0.416, 0.374],
-        [0.12, 0.045, 0.044],
-        [0.102, 0.049, 0.047],
-        [0.299, 0.28, 0.279],
-        [0.486, 0.483, 0.481],
-        [0.317, 0.3, 0.3],
-        [0.204, 0.201, 0.2],
-        [0.72, 0.742, 6.68],
-        [0.643, 0.645, 0.646],
-        [34.358, 31.433, 32.269],
-        [0.005, 0.002, 0.002],
-        [15.775, 8.164, 6.248],
-        [10.024, 8.104, 7.631],
-        [27.078, 26.073, 27.781],
-        [120.16, 117.664, 120.733],
-        [4.907, 0.006, 0.005],
-        [0.016, 0.016, 0.016],
-        [0.006, 0.006, 0.005],
-        [15.826, 8.74, 5.796],
-        [16.576, 8.62, 7.404],
-        [0.124, 0.039, 0.039],
-        [4.231, 0.134, 0.129],
-        [3.32, 0.176, 0.177],
-        [42.319, 42.089, 43],
-        [15, 5.75, 4.403],
-        [4.147, 4.607, 2.366],
-        [0.963, 0.207, 0.208],
-        [0.031, 0.017, 0.017],
-        [0.032, 0.009, 0.009],
-        [0.011, 0.003, 0.003],
-        [0.07, 0.036, 0.035],
-        [0.023, 0.003, 0.003],
-        [0.015, 0.003, 0.003],
-        [0.015, 0.005, 0.004]
+        [0.106, 0.018, 0.019],
+        [0.101, 0.005, 0.005],
+        [0.266, 0.047, 0.045],
+        [0.708, 0.044, 0.043],
+        [0.805, 0.197, 0.192],
+        [2.18, 0.365, 0.365],
+        [0.114, 0.038, 0.038],
+        [0.129, 0.007, 0.006],
+        [1.753, 0.317, 0.296],
+        [5.702, 0.451, 0.427],
+        [1.126, 0.046, 0.044],
+        [1.511, 0.049, 0.049],
+        [2.096, 0.313, 0.296],
+        [4.015, 0.542, 0.498],
+        [2.608, 0.364, 0.337],
+        [0.845, 0.233, 0.215],
+        [8.818, 0.773, 0.705],
+        [6.37, 0.701, 5.166],
+        [21.337, 13.413, 13.743],
+        [0.383, 0.001, 0.001],
+        [16.163, 0.44, 0.438],
+        [19.001, 19.941, 6.691],
+        [30.23, 27.68, 28.292],
+        [111.248, 119.411, 120.201],
+        [4.59, 0.005, 0.004],
+        [1.837, 0.016, 0.016],
+        [4.585, 0.005, 0.005],
+        [16.516, 0.474, 0.473],
+        [15.357, 7.369, 7.357],
+        [0.131, 0.044, 0.044],
+        [4.574, 0.145, 0.136],
+        [7.258, 0.189, 0.2],
+        [26.754, 22.679, 21.984],
+        [16.154, 0.701, 0.627],
+        [16.15, 0.716, 0.613],
+        [0.34, 0.224, 0.216],
+        [0.1, 0.015, 0.015],
+        [0.075, 0.007, 0.007],
+        [0.065, 0.003, 0.003],
+        [0.13, 0.036, 0.036],
+        [0.027, 0.004, 0.004],
+        [0.026, 0.003, 0.003],
+        [0.025, 0.005, 0.004]
 ]
 }
 
diff --git a/cedardb/results/c6a.4xlarge.json b/cedardb/results/c6a.4xlarge.json
index ca8fa297b..3c09e02cf 100644
--- a/cedardb/results/c6a.4xlarge.json
+++ b/cedardb/results/c6a.4xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "CedarDB",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
-    "load_time": 671,
-    "data_size": 34123890512,
+    "load_time": 664,
+    "data_size": 33575660672,
     "result": [
-        [0.065, 0.009, 0.008],
-        [0.071, 0.004, 0.004],
-        [0.076, 0.028, 0.027],
-        [0.072, 0.025, 0.025],
-        [0.133, 0.124, 0.127],
-        [1.684, 0.214, 0.211],
-        [0.032, 0.025, 0.025],
-        [0.015, 0.004, 0.004],
-        [0.239, 0.217, 0.222],
-        [0.286, 0.277, 0.278],
-        [0.089, 0.031, 0.031],
-        [0.078, 0.034, 0.034],
-        [0.187, 0.176, 0.174],
-        [0.312, 0.311, 0.311],
-        [0.228, 0.19, 0.189],
-        [0.148, 0.147, 0.147],
-        [0.476, 0.441, 0.446],
-        [0.419, 0.413, 0.412],
-        [14.326, 15.688, 14.464],
-        [0.006, 0.002, 0.001],
-        [14.363, 2.236, 0.695],
-        [2.559, 0.533, 0.145],
-        [19.184, 8.162, 3.772],
-        [125.073, 144.468, 137.293],
-        [3.839, 0.006, 0.006],
-        [0.01, 0.009, 0.01],
-        [0.007, 0.006, 0.007],
-        [13.221, 1.365, 0.531],
-        [11.399, 3.462, 3.455],
-        [0.088, 0.023, 0.022],
-        [3.161, 0.09, 0.089],
-        [2.836, 0.135, 0.134],
-        [18.11, 20.083, 18.261],
-        [9.643, 1.52, 1.113],
-        [1.093, 1.046, 1.053],
-        [0.168, 0.137, 0.138],
-        [0.016, 0.012, 0.011],
-        [0.03, 0.006, 0.006],
-        [0.008, 0.003, 0.003],
-        [0.044, 0.024, 0.024],
-        [0.024, 0.003, 0.003],
-        [0.014, 0.003, 0.003],
-        [0.016, 0.004, 0.004]
+        [0.038, 0.012, 0.011],
+        [0.107, 0.004, 0.004],
+        [0.195, 0.027, 0.027],
+        [0.635, 0.027, 0.027],
+        [0.744, 0.126, 0.125],
+        [1.975, 0.209, 0.211],
+        [0.09, 0.022, 0.022],
+        [0.103, 0.005, 0.004],
+        [1.698, 0.218, 0.22],
+        [2.842, 0.283, 0.277],
+        [1.047, 0.031, 0.031],
+        [1.425, 0.034, 0.033],
+        [1.984, 0.176, 0.177],
+        [3.711, 0.312, 0.311],
+        [2.374, 0.193, 0.19],
+        [0.744, 0.15, 0.149],
+        [3.815, 0.48, 0.461],
+        [3.784, 0.446, 0.416],
+        [16.396, 13.664, 12.714],
+        [0.423, 0.001, 0.001],
+        [16.209, 0.267, 0.265],
+        [19.042, 0.082, 0.081],
+        [30.368, 0.146, 0.146],
+        [110.995, 131.156, 133.671],
+        [4.655, 0.005, 0.008],
+        [1.857, 0.01, 0.009],
+        [4.647, 0.005, 0.005],
+        [16.582, 0.285, 0.285],
+        [12.213, 3.365, 3.375],
+        [0.146, 0.025, 0.025],
+        [4.585, 0.088, 0.088],
+        [7.265, 0.134, 0.133],
+        [21.824, 16.971, 16.221],
+        [16.653, 1.255, 1.045],
+        [16.664, 1.211, 1.097],
+        [0.263, 0.138, 0.138],
+        [0.092, 0.011, 0.011],
+        [0.035, 0.006, 0.006],
+        [0.067, 0.004, 0.003],
+        [0.107, 0.024, 0.024],
+        [0.026, 0.004, 0.003],
+        [0.032, 0.003, 0.003],
+        [0.024, 0.004, 0.004]
 ]
 }
 
diff --git a/cedardb/results/c6a.metal.json b/cedardb/results/c6a.metal.json
index a26029491..4e889f387 100644
--- a/cedardb/results/c6a.metal.json
+++ b/cedardb/results/c6a.metal.json
@@ -1,56 +1,57 @@
 {
     "system": "CedarDB",
-    "date": "2025-05-13",
+    "date": "2025-10-26",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
-    "tags": ["C++", "column-oriented", "PostgreSQL compatible"],
-    "load_time": 342.686,
-    "data_size": 33827930336,
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 345,
+    "data_size": 33650053792,
     "result": [
-[0.015,0.007,0.011],
-[0.015,0.009,0.011],
-[0.022,0.010,0.011],
-[0.031,0.012,0.018],
-[0.113,0.120,0.116],
-[0.135,0.106,0.111],
-[0.018,0.006,0.007],
-[0.017,0.009,0.014],
-[0.175,0.174,0.173],
-[0.207,0.188,0.206],
-[0.041,0.044,0.048],
-[0.046,0.050,0.053],
-[0.108,0.107,0.110],
-[0.284,0.220,0.227],
-[0.111,0.109,0.109],
-[0.126,0.126,0.125],
-[0.210,0.211,0.217],
-[0.205,0.208,0.212],
-[0.345,0.338,0.337],
-[0.007,0.009,0.008],
-[0.176,0.046,0.045],
-[0.030,0.028,0.029],
-[0.117,0.047,0.052],
-[0.591,0.229,0.182],
-[0.014,0.021,0.018],
-[0.012,0.016,0.016],
-[0.014,0.016,0.015],
-[0.052,0.053,0.052],
-[0.419,0.407,0.397],
-[0.011,0.010,0.011],
-[0.076,0.083,0.087],
-[0.103,0.099,0.100],
-[0.399,0.379,0.379],
-[0.473,0.482,0.479],
-[0.473,0.472,0.474],
-[0.095,0.101,0.099],
-[0.017,0.016,0.015],
-[0.012,0.012,0.011],
-[0.010,0.009,0.010],
-[0.039,0.036,0.046],
-[0.012,0.011,0.011],
-[0.006,0.009,0.009],
-[0.008,0.008,0.009]
-    ]
+        [0.063, 0.01, 0.006],
+        [0.291, 0.008, 0.011],
+        [3.444, 0.019, 0.015],
+        [3.608, 0.027, 0.024],
+        [3.706, 0.12, 0.149],
+        [4.883, 0.111, 0.137],
+        [3.122, 0.01, 0.01],
+        [3.146, 0.021, 0.016],
+        [4.568, 0.184, 0.174],
+        [5.623, 0.198, 0.179],
+        [3.95, 0.049, 0.055],
+        [4.325, 0.083, 0.057],
+        [4.863, 0.132, 0.125],
+        [6.567, 0.247, 0.232],
+        [5.26, 0.11, 0.108],
+        [3.685, 0.122, 0.114],
+        [6.618, 0.212, 0.194],
+        [6.594, 0.237, 0.191],
+        [9.351, 0.347, 0.358],
+        [3.507, 0.01, 0.008],
+        [18.843, 0.065, 0.064],
+        [20.545, 0.039, 0.04],
+        [31.337, 0.06, 0.063],
+        [109.769, 0.194, 0.201],
+        [5.845, 0.014, 0.024],
+        [3.15, 0.014, 0.014],
+        [5.844, 0.014, 0.013],
+        [17.602, 0.092, 0.09],
+        [13.387, 0.423, 0.428],
+        [1.079, 0.017, 0.012],
+        [5.835, 0.072, 0.07],
+        [8.499, 0.095, 0.092],
+        [5.936, 0.374, 0.357],
+        [17.446, 0.46, 0.473],
+        [17.233, 0.456, 0.358],
+        [0.378, 0.08, 0.082],
+        [0.133, 0.037, 0.026],
+        [0.09, 0.015, 0.016],
+        [0.148, 0.011, 0.016],
+        [0.214, 0.052, 0.053],
+        [0.076, 0.022, 0.02],
+        [0.104, 0.014, 0.016],
+        [0.07, 0.01, 0.01]
+]
 }
+
diff --git a/cedardb/results/c6a.xlarge.json b/cedardb/results/c6a.xlarge.json
index a3fc777ce..79c1c46d0 100644
--- a/cedardb/results/c6a.xlarge.json
+++ b/cedardb/results/c6a.xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "CedarDB",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented","PostgreSQL compatible"],
-    "load_time": 808,
-    "data_size": 33760580768,
+    "load_time": 814,
+    "data_size": 33280728512,
     "result": [
-        [0.094, 0.261, 0.029],
-        [0.088, 0.01, 0.009],
-        [0.188, 0.091, 0.092],
-        [1.067, 0.076, 0.076],
-        [0.446, 0.341, 0.332],
-        [2.078, 0.761, 0.714],
-        [0.106, 0.078, 0.078],
-        [0.047, 0.01, 0.01],
-        [2.587, 3.268, 2.75],
-        [3.617, 3.009, 2.122],
-        [0.392, 0.074, 0.077],
-        [0.116, 0.081, 0.082],
-        [0.9, 0.534, 0.528],
-        [0.632, 0.612, 0.603],
-        [0.603, 0.571, 0.374],
-        [0.346, 0.344, 0.343],
-        [5.066, 5.127, 5.436],
-        [5.759, 5.439, 5.56],
-        [18.118, 14.969, 13.006],
-        [0.007, 0.002, 0.002],
-        [16.559, 14.143, 14.712],
-        [18.216, 17.588, 18.25],
-        [31.001, 32.295, 31.804],
-        [174.04, 230.047, 180.177],
-        [5.352, 1.371, 0.205],
-        [0.034, 0.031, 0.03],
-        [0.018, 0.011, 0.011],
-        [16.904, 15.352, 15.537],
-        [23.536, 19.938, 18.393],
-        [0.115, 0.071, 0.071],
-        [4.468, 1.142, 0.24],
-        [4.524, 1.448, 0.501],
-        [17.22, 17.102, 17.219],
-        [23.042, 19.436, 19.933],
-        [19.219, 20.696, 20.147],
-        [1.07, 0.375, 0.221],
-        [0.055, 0.023, 0.024],
-        [0.036, 0.011, 0.011],
-        [0.044, 0.003, 0.003],
-        [0.088, 0.056, 0.056],
-        [0.021, 0.004, 0.004],
-        [0.013, 0.003, 0.003],
-        [0.015, 0.006, 0.006]
+        [0.272, 0.033, 0.033],
+        [0.291, 0.009, 0.009],
+        [0.384, 0.083, 0.082],
+        [0.846, 0.079, 0.077],
+        [1.12, 0.209, 0.367],
+        [2.342, 0.734, 0.686],
+        [0.256, 0.069, 0.068],
+        [0.297, 0.01, 0.01],
+        [5.047, 0.309, 2.634],
+        [4.572, 1.908, 2.031],
+        [1.271, 0.079, 0.075],
+        [1.642, 0.081, 0.081],
+        [2.445, 0.554, 0.525],
+        [3.926, 0.592, 0.581],
+        [2.86, 0.318, 0.354],
+        [1.138, 0.34, 0.355],
+        [7.484, 4.016, 3.878],
+        [7.203, 4.121, 3.778],
+        [18.159, 11.918, 11.377],
+        [0.395, 0.002, 0.001],
+        [16.269, 14.865, 14.165],
+        [19.008, 18.084, 18.312],
+        [30.482, 32.044, 32.085],
+        [168.67, 172.843, 158.537],
+        [4.569, 0.006, 0.006],
+        [1.85, 0.031, 0.03],
+        [4.569, 0.006, 0.006],
+        [16.505, 15.275, 15.322],
+        [21.451, 19.662, 18.254],
+        [0.132, 0.08, 0.079],
+        [4.507, 0.263, 0.238],
+        [7.165, 0.334, 0.3],
+        [20.384, 15.31, 15.994],
+        [27.716, 18.166, 18.598],
+        [21.029, 19.425, 19.044],
+        [0.539, 0.404, 0.388],
+        [0.106, 0.023, 0.022],
+        [0.044, 0.01, 0.01],
+        [0.068, 0.004, 0.004],
+        [0.159, 0.052, 0.05],
+        [0.026, 0.004, 0.004],
+        [0.025, 0.003, 0.003],
+        [0.02, 0.007, 0.006]
 ]
 }
 
diff --git a/cedardb/results/c7a.metal-48xl.json b/cedardb/results/c7a.metal-48xl.json
new file mode 100644
index 000000000..c21243660
--- /dev/null
+++ b/cedardb/results/c7a.metal-48xl.json
@@ -0,0 +1,57 @@
+{
+    "system": "CedarDB",
+    "date": "2025-10-26",
+    "machine": "c7a.metal-48xl",
+    "cluster_size": 1,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 336,
+    "data_size": 33383653264,
+    "result": [
+        [0.082, 0.012, 0.011],
+        [1.659, 0.007, 0.011],
+        [1.961, 0.021, 0.011],
+        [2.412, 0.011, 0.01],
+        [2.476, 0.078, 0.081],
+        [3.743, 0.087, 0.081],
+        [1.636, 0.011, 0.012],
+        [1.665, 0.011, 0.014],
+        [3.354, 0.127, 0.115],
+        [4.443, 0.156, 0.154],
+        [2.834, 0.043, 0.036],
+        [3.218, 0.042, 0.041],
+        [3.731, 0.086, 0.082],
+        [5.354, 0.135, 0.117],
+        [4.119, 0.085, 0.084],
+        [2.469, 0.088, 0.091],
+        [5.407, 0.134, 0.128],
+        [5.391, 0.154, 0.153],
+        [8.126, 0.201, 0.193],
+        [2.134, 0.019, 0.01],
+        [17.753, 0.027, 0.027],
+        [20.37, 0.016, 0.018],
+        [31.36, 0.029, 0.028],
+        [109.606, 0.078, 0.061],
+        [5.492, 0.018, 0.021],
+        [2.795, 0.017, 0.018],
+        [5.493, 0.015, 0.013],
+        [17.275, 0.032, 0.033],
+        [12.087, 0.27, 0.268],
+        [0.294, 0.012, 0.013],
+        [4.54, 0.06, 0.06],
+        [7.206, 0.079, 0.08],
+        [4.519, 0.195, 0.194],
+        [16.199, 0.361, 0.376],
+        [16.178, 0.336, 0.19],
+        [0.269, 0.075, 0.075],
+        [0.114, 0.039, 0.02],
+        [0.053, 0.025, 0.015],
+        [0.112, 0.015, 0.015],
+        [0.165, 0.037, 0.038],
+        [0.044, 0.02, 0.016],
+        [0.046, 0.013, 0.013],
+        [0.048, 0.011, 0.01]
+]
+}
+
diff --git a/cedardb/results/c8g.4xlarge.json b/cedardb/results/c8g.4xlarge.json
index 97ec11ff7..2d0071dd6 100644
--- a/cedardb/results/c8g.4xlarge.json
+++ b/cedardb/results/c8g.4xlarge.json
@@ -1,56 +1,57 @@
 {
-    "system":   "CedarDB",
-    "date": "2025-07-12",
+    "system": "CedarDB",
+    "date": "2025-10-26",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
-    "proprietary":   "yes",
-    "tuned":   "no",
-    "tags":   ["C++","column-oriented","PostgreSQL compatible"],
-    "load_time": 664,
-    "data_size": 34165475008,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 665,
+    "data_size": 33684165488,
     "result": [
-        [0.041, 0.013, 0.014],
-        [0.062, 0.004, 0.004],
-        [0.093, 0.031, 0.029],
-        [0.06, 0.032, 0.031],
-        [0.088, 0.083, 0.082],
-        [2.797, 0.134, 0.131],
-        [0.023, 0.021, 0.021],
-        [0.015, 0.007, 0.007],
-        [0.153, 0.117, 0.118],
-        [0.146, 0.146, 0.147],
-        [0.071, 0.048, 0.048],
-        [0.114, 0.053, 0.053],
-        [0.104, 0.106, 0.103],
-        [0.199, 0.201, 0.198],
-        [0.111, 0.11, 0.108],
-        [0.107, 0.116, 0.116],
-        [0.22, 0.222, 0.217],
-        [0.176, 0.18, 0.179],
-        [0.68, 0.315, 22.1],
-        [0.001, 0.001, 0.001],
-        [14.691, 2.098, 0.72],
-        [2.15, 0.249, 0.071],
-        [19.174, 8.189, 3.263],
-        [121.746, 153.305, 140.257],
-        [4.09, 0.004, 0.003],
-        [0.007, 0.007, 0.007],
-        [0.003, 0.003, 0.003],
-        [13.262, 1.422, 0.224],
-        [11.251, 1.903, 1.869],
-        [0.098, 0.027, 0.027],
-        [3.008, 0.089, 0.086],
-        [2.917, 0.119, 0.118],
-        [28.888, 27.685, 27.361],
-        [9.694, 1.295, 0.507],
-        [0.505, 0.532, 0.506],
-        [0.116, 0.092, 0.092],
-        [0.015, 0.012, 0.012],
-        [0.021, 0.007, 0.007],
-        [0.007, 0.004, 0.004],
-        [0.03, 0.024, 0.023],
-        [0.016, 0.003, 0.003],
-        [0.01, 0.004, 0.004],
-        [0.013, 0.006, 0.006]
+        [0.021, 0.013, 0.013],
+        [0.137, 0.004, 0.004],
+        [0.426, 0.031, 0.031],
+        [0.958, 0.031, 0.032],
+        [0.937, 0.087, 0.084],
+        [2.246, 0.142, 0.139],
+        [0.134, 0.024, 0.021],
+        [0.107, 0.007, 0.007],
+        [1.836, 0.136, 0.133],
+        [2.918, 0.172, 0.166],
+        [1.291, 0.049, 0.049],
+        [1.705, 0.037, 0.054],
+        [2.194, 0.107, 0.113],
+        [3.863, 0.203, 0.204],
+        [2.578, 0.111, 0.114],
+        [0.953, 0.111, 0.109],
+        [3.866, 0.261, 0.25],
+        [3.832, 0.219, 0.211],
+        [37.353, 25.813, 28.572],
+        [0.443, 0.001, 0.001],
+        [16.212, 0.434, 0.434],
+        [19.044, 0.073, 0.072],
+        [30.388, 0.106, 0.126],
+        [111.442, 145.128, 144.921],
+        [4.655, 0.003, 0.003],
+        [1.86, 0.008, 0.007],
+        [4.673, 0.003, 0.003],
+        [16.599, 0.236, 0.236],
+        [12.196, 1.872, 1.87],
+        [0.099, 0.031, 0.031],
+        [4.581, 0.088, 0.088],
+        [7.278, 0.121, 0.121],
+        [43.492, 45.988, 47.958],
+        [16.442, 0.574, 0.544],
+        [16.442, 0.551, 0.55],
+        [0.236, 0.095, 0.094],
+        [0.39, 0.022, 0.023],
+        [0.329, 0.018, 0.018],
+        [0.063, 0.004, 0.003],
+        [0.4, 0.035, 0.034],
+        [0.022, 0.004, 0.004],
+        [0.017, 0.004, 0.004],
+        [0.342, 0.014, 0.014]
 ]
 }
+
diff --git a/cedardb/results/c8g.metal-48xl.json b/cedardb/results/c8g.metal-48xl.json
new file mode 100644
index 000000000..7577b5a7f
--- /dev/null
+++ b/cedardb/results/c8g.metal-48xl.json
@@ -0,0 +1,57 @@
+{
+    "system": "CedarDB",
+    "date": "2025-10-26",
+    "machine": "c8g.metal-48xl",
+    "cluster_size": 1,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 327,
+    "data_size": 33514185072,
+    "result": [
+        [0.136, 0.015, 0.008],
+        [2.745, 0.3, 0.042],
+        [2.727, 0.029, 0.023],
+        [3.004, 0.018, 0.022],
+        [3.032, 0.077, 0.075],
+        [4.574, 0.077, 0.075],
+        [2.413, 0.018, 0.022],
+        [2.423, 0.018, 0.009],
+        [3.968, 0.143, 0.134],
+        [5.007, 0.133, 0.15],
+        [3.385, 0.037, 0.037],
+        [3.854, 0.043, 0.039],
+        [4.605, 0.082, 0.079],
+        [5.986, 0.13, 0.138],
+        [5.41, 0.092, 0.08],
+        [3.035, 0.082, 0.079],
+        [6.502, 0.152, 0.146],
+        [6.291, 0.176, 0.15],
+        [8.672, 0.237, 0.243],
+        [2.805, 0.051, 0.046],
+        [18.306, 0.07, 0.069],
+        [20.787, 0.026, 0.03],
+        [31.877, 0.038, 0.045],
+        [110.165, 0.152, 0.161],
+        [5.551, 0.065, 0.096],
+        [3.276, 0.047, 0.07],
+        [5.704, 0.091, 0.069],
+        [17.312, 0.055, 0.058],
+        [13.182, 0.227, 0.23],
+        [1.012, 0.018, 0.019],
+        [5.532, 0.055, 0.047],
+        [8.152, 0.071, 0.068],
+        [5.633, 0.232, 0.233],
+        [17.117, 0.342, 0.342],
+        [17.155, 0.213, 0.303],
+        [1.459, 0.057, 0.061],
+        [0.605, 0.424, 0.021],
+        [0.424, 0.02, 0.04],
+        [0.614, 0.017, 0.027],
+        [0.852, 0.055, 0.052],
+        [0.383, 0.017, 0.086],
+        [0.377, 0.02, 0.018],
+        [0.371, 0.127, 0.017]
+]
+}
+
diff --git a/cedardb/run.sh b/cedardb/run.sh
index 26060f441..26107dae5 100755
--- a/cedardb/run.sh
+++ b/cedardb/run.sh
@@ -5,6 +5,17 @@ TRIES=3
 cat queries.sql | while read -r query; do
     sync
     echo 3 | sudo tee /proc/sys/vm/drop_caches
+    docker restart $(docker ps -a -q)
+
+    retry_count=0
+    while [ $retry_count -lt 120 ]; do
+        if PGPASSWORD=test psql -h localhost -U postgres -c "SELECT 'Ok';"; then
+            break
+        fi
+
+        retry_count=$((retry_count+1))
+        sleep 1
+    done
 
     echo "$query";
     for i in $(seq 1 $TRIES); do
diff --git a/hyper-parquet/query.py b/hyper-parquet/query.py
index 992ccf9dc..f2351b364 100755
--- a/hyper-parquet/query.py
+++ b/hyper-parquet/query.py
@@ -1,17 +1,23 @@
 #!/usr/bin/env python3
 import timeit
 import sys
+import subprocess
 
 from tableauhyperapi import HyperProcess, Telemetry, Connection, CreateMode, HyperException
 
 query = sys.stdin.read()
 
-with HyperProcess(telemetry=Telemetry.DO_NOT_SEND_USAGE_DATA_TO_TABLEAU) as hyper:
-    with Connection(hyper.endpoint) as connection:
-        # Hyper only supports temporary external tables, so we need to create them on every query
-        connection.execute_command(open("create.sql").read())
-        for _ in range(3):
-            start = timeit.default_timer()
+for try_num in range(3):
+    if try_num == 0:
+        # Flush OS page cache before first run of each query
+        subprocess.run(['sync'], check=True)
+        subprocess.run(['sudo', 'tee', '/proc/sys/vm/drop_caches'], input=b'3', check=True, stdout=subprocess.DEVNULL)
+
+    start = timeit.default_timer()
+    with HyperProcess(telemetry=Telemetry.DO_NOT_SEND_USAGE_DATA_TO_TABLEAU) as hyper:
+        with Connection(hyper.endpoint) as connection:
+            # Hyper only supports temporary external tables, so we need to create them on every query
+            connection.execute_command(open("create.sql").read())
             try:
                 connection.execute_list_query(query)
                 print(round(timeit.default_timer() - start, 3))
diff --git a/hyper-parquet/results/c6a.2xlarge.json b/hyper-parquet/results/c6a.2xlarge.json
index 9afdfbef7..3c176e360 100644
--- a/hyper-parquet/results/c6a.2xlarge.json
+++ b/hyper-parquet/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.811, 0.046, 0.044],
-        [0.952, 0.086, 0.085],
-        [1.531, 0.321, 0.32],
-        [2.058, 0.23, 0.227],
-        [2.826, 1.21, 1.2],
-        [2.867, 1.274, 1.265],
-        [1.048, 0.196, 0.199],
-        [1.096, 0.083, 0.083],
-        [3.169, 1.619, 1.64],
-        [3.925, 1.969, 1.968],
-        [2.209, 0.224, 0.225],
-        [2.38, 0.269, 0.267],
-        [2.884, 1.164, 1.176],
-        [5.633, 2.733, 2.741],
-        [2.998, 1.259, 1.284],
-        [2.776, 1.265, 1.261],
-        [5.047, 2.331, 2.428],
-        [4.886, 2.163, 2.121],
-        [8.228, 4.782, 4.814],
-        [1.762, 0.089, 0.087],
-        [12.069, 1.81, 1.801],
-        [13.399, 1.959, 1.941],
-        [22.014, 6.099, 6.121],
-        [48.546, 6.071, 5.991],
-        [3.866, 0.863, 0.866],
-        [2.019, 0.724, 0.718],
-        [3.867, 0.862, 0.846],
-        [10.738, 2.192, 2.164],
-        [9.277, 5.916, 5.907],
-        [9.623, 8.654, 8.738],
-        [3.976, 1.349, 1.37],
-        [7.744, 1.729, 1.722],
-        [9.718, 7.176, 7.214],
-        [11.33, 3.62, 3.679],
-        [11.329, 3.628, 3.649],
-        [2.209, 1.138, 1.125],
-        [0.97, 0.1, 0.098],
-        [0.943, 0.104, 0.102],
-        [0.892, 0.042, 0.046],
-        [1.078, 0.186, 0.199],
-        [0.817, 0.025, 0.027],
-        [0.861, 0.029, 0.025],
-        [0.763, 0.042, 0.045]
+        [1.796, 0.484, 0.481],
+        [1.948, 0.528, 0.545],
+        [2.244, 0.783, 0.742],
+        [3.036, 0.659, 0.679],
+        [3.712, 1.624, 1.632],
+        [3.873, 1.76, 1.673],
+        [1.948, 0.625, 0.608],
+        [1.91, 0.509, 0.54],
+        [4.136, 2.138, 2.086],
+        [4.952, 2.465, 2.481],
+        [3.242, 0.661, 0.686],
+        [3.033, 0.705, 0.735],
+        [3.866, 1.598, 1.615],
+        [6.646, 3.145, 3.137],
+        [3.929, 1.68, 1.676],
+        [3.763, 1.744, 1.733],
+        [5.938, 2.782, 2.83],
+        [5.866, 2.652, 2.574],
+        [9.316, 5.163, 5.288],
+        [2.721, 0.517, 0.543],
+        [11.573, 2.302, 2.291],
+        [12.912, 2.437, 2.423],
+        [21.387, 6.645, 6.682],
+        [49.232, 6.728, 6.788],
+        [4.566, 1.348, 1.295],
+        [2.958, 1.158, 1.156],
+        [4.817, 1.296, 1.333],
+        [11.729, 2.686, 2.722],
+        [9.998, 6.43, 6.449],
+        [10.775, 9.235, 9.111],
+        [4.966, 1.839, 1.882],
+        [8.713, 2.18, 2.203],
+        [10.563, 7.595, 7.597],
+        [12.36, 4.205, 4.064],
+        [12.314, 4.125, 4.078],
+        [2.983, 1.585, 1.57],
+        [1.954, 0.567, 0.539],
+        [1.947, 0.574, 0.556],
+        [1.894, 0.473, 0.467],
+        [2.172, 0.616, 0.629],
+        [1.908, 0.493, 0.504],
+        [1.922, 0.499, 0.479],
+        [1.919, 0.494, 0.473]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.4xlarge.json b/hyper-parquet/results/c6a.4xlarge.json
index a8d5156b0..848767738 100644
--- a/hyper-parquet/results/c6a.4xlarge.json
+++ b/hyper-parquet/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.675, 0.025, 0.025],
-        [1.02, 0.048, 0.048],
-        [1.734, 0.173, 0.17],
-        [2.264, 0.124, 0.125],
-        [2.892, 0.724, 0.737],
-        [2.566, 0.675, 0.747],
-        [0.742, 0.104, 0.103],
-        [1.005, 0.047, 0.046],
-        [3.262, 0.966, 0.961],
-        [3.357, 1.139, 1.123],
-        [2.124, 0.13, 0.125],
-        [2.595, 0.152, 0.149],
-        [2.976, 0.647, 0.652],
-        [4.581, 1.465, 1.46],
-        [2.64, 0.681, 0.678],
-        [2.358, 0.79, 0.763],
-        [4.264, 1.35, 1.344],
-        [4.14, 1.228, 1.245],
-        [6.77, 2.775, 2.781],
-        [1.66, 0.06, 0.058],
-        [12.021, 1.013, 1.014],
-        [12.998, 1.095, 1.083],
-        [22.101, 3.258, 3.301],
-        [52.015, 4.152, 4.132],
-        [4.332, 0.462, 0.459],
-        [2.332, 0.406, 0.393],
-        [4.355, 0.462, 0.467],
-        [10.746, 1.178, 1.218],
-        [9.203, 3.402, 3.368],
-        [5.145, 4.53, 4.495],
-        [3.815, 0.719, 0.73],
-        [7.506, 0.939, 0.948],
-        [7.908, 4.209, 4.35],
-        [11.137, 2.219, 2.23],
-        [11.122, 2.259, 2.258],
-        [1.666, 0.696, 0.694],
-        [0.793, 0.096, 0.098],
-        [0.745, 0.099, 0.097],
-        [0.741, 0.037, 0.04],
-        [0.954, 0.179, 0.195],
-        [0.706, 0.025, 0.022],
-        [0.781, 0.021, 0.022],
-        [0.707, 0.04, 0.039]
+        [1.638, 0.421, 0.409],
+        [1.746, 0.438, 0.443],
+        [2.37, 0.544, 0.578],
+        [3.007, 0.539, 0.532],
+        [3.416, 1.16, 1.16],
+        [3.581, 1.089, 1.095],
+        [1.669, 0.502, 0.486],
+        [1.771, 0.439, 0.456],
+        [3.877, 1.362, 1.42],
+        [4.459, 1.573, 1.572],
+        [3.166, 0.546, 0.514],
+        [3.145, 0.574, 0.548],
+        [3.584, 1.062, 1.017],
+        [5.585, 1.865, 1.938],
+        [3.681, 1.082, 1.119],
+        [3.431, 1.202, 1.194],
+        [5.287, 1.805, 1.817],
+        [5.182, 1.716, 1.742],
+        [7.834, 3.135, 3.142],
+        [2.266, 0.441, 0.448],
+        [11.528, 1.433, 1.459],
+        [13.075, 1.534, 1.51],
+        [21.52, 3.677, 3.75],
+        [49.329, 4.626, 4.609],
+        [4.716, 0.85, 0.899],
+        [2.834, 0.783, 0.787],
+        [4.702, 0.847, 0.841],
+        [11.62, 1.642, 1.702],
+        [10.041, 3.549, 3.581],
+        [5.984, 4.924, 4.906],
+        [4.707, 1.192, 1.143],
+        [8.432, 1.405, 1.435],
+        [8.859, 4.642, 4.644],
+        [12.04, 2.713, 2.731],
+        [11.977, 2.652, 2.662],
+        [2.577, 1.11, 1.079],
+        [1.679, 0.504, 0.523],
+        [1.749, 0.507, 0.491],
+        [1.737, 0.446, 0.425],
+        [1.956, 0.604, 0.587],
+        [1.685, 0.409, 0.453],
+        [1.775, 0.4, 0.45],
+        [1.712, 0.432, 0.429]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.large.json b/hyper-parquet/results/c6a.large.json
index bef66d331..a3151010f 100644
--- a/hyper-parquet/results/c6a.large.json
+++ b/hyper-parquet/results/c6a.large.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [4.296, 0.165, 0.164],
-        [2.228, 0.317, 0.318],
-        [3.566, 1.236, 1.252],
-        [4.795, 0.854, 0.854],
-        [6.33, 3.917, 3.577],
-        [7.364, 4.749, 4.735],
-        [2.785, 0.758, 0.755],
-        [2.194, 0.307, 0.31],
-        [8.323, 5.395, 5.406],
-        [9.894, 6.405, 6.825],
-        [3.69, 0.81, 0.818],
-        [3.966, 0.955, 0.95],
-        [6.88, 4.434, 4.409],
-        [34.85, 32.845, 33.036],
-        [7.151, 4.611, 4.61],
-        [6.91, 4.222, 4.236],
-        [50.616, 47.619, 47.928],
-        [32.846, 30.515, 30.893],
-        [130.034, 127.044, 127.319],
-        [2.882, 0.297, 0.297],
-        [12.484, 6.803, 6.807],
-        [13.753, 7.606, 7.289],
-        [33.435, 31.915, 31.902],
-        [55.041, 53.41, 53.599],
-        [6.706, 3.279, 3.271],
-        [5.148, 2.779, 2.847],
-        [6.726, 3.242, 3.244],
-        [13.757, 8.292, 8.305],
-        [28.158, 23.346, 23.21],
-        [36.473, 34.889, 34.608],
-        [8.601, 5.035, 5.022],
-        [12.276, 6.102, 6.037],
-        [187.584, 187.145, 185.479],
+        [3.064, 1.015, 0.996],
+        [3.263, 1.15, 1.165],
+        [4.583, 2.116, 2.079],
+        [4.784, 1.721, 1.722],
+        [7.923, 4.614, 4.78],
+        [8.366, 5.629, 5.407],
+        [3.861, 1.623, 1.623],
+        [3.437, 1.177, 1.151],
+        [9.429, 6.337, 6.291],
+        [11.18, 7.6, 7.565],
+        [5.026, 1.662, 1.643],
+        [5.155, 1.852, 1.828],
+        [8.046, 5.176, 5.151],
+        [33.993, 34.016, 34.292],
+        [8.382, 5.448, 5.387],
+        [7.993, 5.062, 5.084],
+        [51.634, 52.068, 51.475],
+        [33.19, 33.396, 33.208],
+        [127.905, 129.14, 129.292],
+        [3.834, 1.144, 1.162],
+        [13.741, 7.917, 7.79],
+        [15.705, 14.56, 14.544],
+        [34.906, 34.75, 35.128],
+        [59.771, 59.831, 60.254],
+        [7.775, 4.133, 4.203],
+        [6.245, 3.62, 3.684],
+        [8.001, 4.17, 4.092],
+        [15.523, 9.466, 9.591],
+        [29.372, 25.09, 25.871],
+        [37.402, 35.756, 35.958],
+        [9.603, 5.912, 5.845],
+        [14.078, 7.645, 7.618],
+        [187.627, 187.049, 187.466],
         [null, null, null],
         [null, null, null],
-        [6.264, 3.633, 3.662],
-        [1.964, 0.144, 0.146],
-        [2.031, 0.17, 0.169],
-        [1.911, 0.075, 0.079],
-        [2.192, 0.255, 0.262],
-        [1.855, 0.055, 0.055],
-        [1.999, 0.056, 0.057],
-        [1.982, 0.084, 0.083]
+        [7.46, 4.415, 4.408],
+        [3.109, 0.99, 1.034],
+        [3.063, 0.998, 1.009],
+        [3.032, 0.905, 0.906],
+        [3.353, 1.092, 1.089],
+        [2.947, 0.888, 0.899],
+        [3.028, 0.908, 0.889],
+        [2.874, 0.945, 0.944]
 ]
 }
 
diff --git a/hyper-parquet/results/c6a.metal.json b/hyper-parquet/results/c6a.metal.json
index 9d5e22b70..49b7901f6 100644
--- a/hyper-parquet/results/c6a.metal.json
+++ b/hyper-parquet/results/c6a.metal.json
@@ -1,58 +1,57 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-05-03",
+    "date": "2025-10-26",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
-
-    "tags": ["C++", "column-oriented"],
-
+    "tags": ["C++","column-oriented"],
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-	    [0.620,0.017,0.017],
-	    [0.642,0.025,0.019],
-	    [1.079,0.048,0.046],
-	    [1.813,0.042,0.041],
-	    [1.875,0.156,0.159],
-	    [2.073,0.191,0.193],
-	    [0.583,0.028,0.028],
-	    [0.681,0.021,0.021],
-	    [2.212,0.192,0.202],
-	    [2.571,0.221,0.221],
-	    [1.797,0.056,0.054],
-	    [1.916,0.056,0.061],
-	    [2.222,0.204,0.212],
-	    [3.708,0.536,0.549],
-	    [2.130,0.215,0.207],
-	    [1.722,0.174,0.170],
-	    [3.468,0.363,0.350],
-	    [3.427,0.292,0.314],
-	    [5.467,0.538,0.537],
-	    [1.378,0.033,0.036],
-	    [10.764,0.318,0.311],
-	    [12.147,0.332,0.358],
-	    [20.655,0.623,0.649],
-	    [48.625,1.465,1.394],
-	    [3.866,0.150,0.150],
-	    [2.011,0.138,0.131],
-	    [3.874,0.155,0.142],
-	    [10.759,0.360,0.362],
-	    [9.138,0.668,0.707],
-	    [1.175,0.614,0.625],
-	    [3.660,0.209,0.212],
-	    [7.279,0.339,0.330],
-	    [6.053,0.803,0.929],
-	    [10.891,0.702,0.674],
-	    [10.902,0.639,0.664],
-	    [1.377,0.132,0.130],
-	    [0.699,0.120,0.104],
-	    [0.743,0.106,0.107],
-	    [0.721,0.045,0.043],
-	    [0.905,0.193,0.194],
-	    [0.670,0.033,0.027],
-	    [0.744,0.026,0.025],
-	    [0.679,0.042,0.042]
-    ]
+        [2.004, 0.408, 0.411],
+        [2.058, 0.427, 0.426],
+        [2.346, 0.45, 0.459],
+        [2.998, 0.459, 0.45],
+        [3.106, 0.602, 0.602],
+        [3.453, 0.638, 0.639],
+        [2.021, 0.442, 0.444],
+        [2.108, 0.423, 0.426],
+        [3.383, 0.636, 0.655],
+        [4.006, 0.698, 0.673],
+        [3.189, 0.476, 0.468],
+        [3.216, 0.49, 0.51],
+        [3.491, 0.648, 0.658],
+        [5.081, 0.954, 0.973],
+        [3.518, 0.669, 0.631],
+        [3.141, 0.627, 0.605],
+        [4.903, 0.795, 0.841],
+        [4.787, 0.734, 0.725],
+        [6.983, 1.009, 1.069],
+        [2.75, 0.467, 0.452],
+        [12.154, 0.743, 0.75],
+        [13.731, 0.788, 0.759],
+        [22.402, 1.069, 1.154],
+        [51.259, 1.972, 1.948],
+        [5.392, 0.586, 0.589],
+        [3.482, 0.531, 0.555],
+        [5.335, 0.607, 0.596],
+        [12.314, 0.842, 0.795],
+        [10.159, 1.188, 1.194],
+        [2.532, 1.035, 1.157],
+        [4.77, 0.621, 0.737],
+        [8.309, 0.747, 0.774],
+        [7.252, 1.396, 1.263],
+        [12.012, 1.117, 1.188],
+        [12.003, 1.203, 1.176],
+        [2.404, 0.578, 0.611],
+        [1.969, 0.519, 0.512],
+        [1.822, 0.507, 0.518],
+        [1.813, 0.466, 0.451],
+        [2.135, 0.596, 0.621],
+        [1.859, 0.444, 0.438],
+        [1.912, 0.448, 0.452],
+        [1.838, 0.456, 0.492]
+]
 }
+
diff --git a/hyper-parquet/results/c6a.xlarge.json b/hyper-parquet/results/c6a.xlarge.json
index 5c2a94160..b21ef8e42 100644
--- a/hyper-parquet/results/c6a.xlarge.json
+++ b/hyper-parquet/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.283, 0.085, 0.084],
-        [1.369, 0.167, 0.162],
-        [2.328, 0.623, 0.625],
-        [2.627, 0.434, 0.433],
-        [4.007, 2.078, 2.075],
-        [3.948, 2.449, 2.427],
-        [1.517, 0.383, 0.382],
-        [1.225, 0.157, 0.157],
-        [4.846, 2.968, 2.917],
-        [5.384, 3.617, 3.528],
-        [2.877, 0.418, 0.415],
-        [2.085, 0.494, 0.493],
-        [3.826, 2.245, 2.246],
-        [6.981, 5.099, 4.973],
-        [3.908, 2.363, 2.383],
-        [3.778, 2.273, 2.236],
-        [6.244, 4.342, 4.325],
-        [5.992, 4.04, 4.004],
-        [90.626, 89.575, 91.629],
-        [1.649, 0.159, 0.156],
-        [10.595, 3.457, 3.535],
-        [12.151, 3.722, 3.721],
-        [20.771, 11.991, 12.025],
-        [49.013, 49.233, 49.153],
-        [3.872, 1.645, 1.65],
-        [2.805, 1.409, 1.412],
-        [3.869, 1.651, 1.649],
-        [10.756, 4.202, 4.209],
-        [14.085, 11.674, 11.725],
-        [18.545, 17.358, 17.195],
-        [4.683, 2.609, 2.635],
-        [8.033, 3.137, 3.113],
-        [172.187, 172.248, 171.47],
+        [9.519, 0.663, 0.642],
+        [2.7, 0.743, 0.749],
+        [3.078, 1.21, 1.179],
+        [4.562, 1.006, 1.003],
+        [4.518, 2.702, 2.672],
+        [5.149, 3.021, 2.966],
+        [3.108, 0.98, 0.956],
+        [2.043, 0.716, 0.741],
+        [5.69, 3.478, 3.473],
+        [6.225, 4.143, 4.07],
+        [3.177, 0.979, 0.996],
+        [3.162, 1.097, 1.082],
+        [4.682, 2.808, 2.798],
+        [7.85, 5.499, 5.463],
+        [4.907, 2.938, 2.933],
+        [4.728, 2.78, 2.785],
+        [7.25, 4.882, 4.881],
+        [6.868, 4.582, 4.628],
+        [96.389, 95.203, 94.315],
+        [2.659, 0.701, 0.734],
+        [12.826, 4.125, 4.126],
+        [13.93, 4.423, 4.358],
+        [23.246, 12.706, 12.767],
+        [53.88, 53.434, 51.157],
+        [4.682, 2.251, 2.226],
+        [3.95, 1.979, 1.994],
+        [4.88, 2.227, 2.232],
+        [11.834, 4.877, 4.915],
+        [15.69, 12.307, 12.262],
+        [19.433, 17.925, 18.636],
+        [5.74, 3.17, 3.194],
+        [9.056, 3.699, 3.721],
+        [170.215, 163.699, 163.089],
         [null, null, null],
         [null, null, null],
-        [3.594, 2.053, 2.044],
-        [1.286, 0.11, 0.11],
-        [1.279, 0.129, 0.128],
-        [1.256, 0.05, 0.051],
-        [1.417, 0.215, 0.211],
-        [1.11, 0.037, 0.036],
-        [1.208, 0.036, 0.037],
-        [1.124, 0.054, 0.058]
+        [4.764, 2.539, 2.54],
+        [2.325, 0.713, 0.689],
+        [2.298, 0.681, 0.706],
+        [2.301, 0.622, 0.636],
+        [2.55, 0.773, 0.773],
+        [2.24, 0.614, 0.622],
+        [2.384, 0.61, 0.594],
+        [2.32, 0.645, 0.635]
 ]
 }
 
diff --git a/hyper-parquet/results/c7a.metal-48xl.json b/hyper-parquet/results/c7a.metal-48xl.json
index 5d87c6701..26f1daa53 100644
--- a/hyper-parquet/results/c7a.metal-48xl.json
+++ b/hyper-parquet/results/c7a.metal-48xl.json
@@ -1,56 +1,57 @@
 {
-    "system":  "Salesforce Hyper (Parquet)",
-    "date": "2025-08-30",
+    "system": "Salesforce Hyper (Parquet)",
+    "date": "2025-10-26",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
-    "proprietary":  "yes",
-    "tuned":  "no",
-    "tags":  ["C++","column-oriented"],
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented"],
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.672, 0.015, 0.014],
-        [1.633, 0.014, 0.015],
-        [2.128, 0.032, 0.037],
-        [2.793, 0.036, 0.036],
-        [2.873, 0.117, 0.113],
-        [3.095, 0.142, 0.132],
-        [1.45, 0.026, 0.025],
-        [1.828, 0.016, 0.017],
-        [3.16, 0.137, 0.137],
-        [3.453, 0.164, 0.161],
-        [2.569, 0.039, 0.042],
-        [2.928, 0.043, 0.045],
-        [3.071, 0.144, 0.141],
-        [4.497, 0.295, 0.3],
-        [2.738, 0.141, 0.145],
-        [2.621, 0.121, 0.116],
-        [4.43, 0.247, 0.236],
-        [4.095, 0.202, 0.204],
-        [6.314, 0.456, 0.411],
-        [1.727, 0.024, 0.027],
-        [11.901, 0.223, 0.214],
-        [12.929, 0.237, 0.21],
-        [21.379, 0.499, 0.439],
-        [49.993, 0.973, 0.96],
-        [4.277, 0.109, 0.12],
-        [2.996, 0.092, 0.087],
-        [4.988, 0.109, 0.112],
-        [11.236, 0.259, 0.235],
-        [9.074, 0.527, 0.523],
-        [0.88, 0.3, 0.319],
-        [3.635, 0.146, 0.152],
-        [7.219, 0.207, 0.208],
-        [6.005, 0.531, 0.538],
-        [10.762, 0.464, 0.421],
-        [10.782, 0.432, 0.446],
-        [1.341, 0.113, 0.101],
-        [0.665, 0.092, 0.091],
-        [0.634, 0.084, 0.086],
-        [0.652, 0.033, 0.035],
-        [0.846, 0.175, 0.168],
-        [0.607, 0.022, 0.022],
-        [0.672, 0.02, 0.021],
-        [0.603, 0.038, 0.036]
+        [1.77, 0.365, 0.368],
+        [2.377, 0.387, 0.385],
+        [2.828, 0.391, 0.406],
+        [3.422, 0.41, 0.413],
+        [3.452, 0.499, 0.497],
+        [3.609, 0.518, 0.518],
+        [1.947, 0.401, 0.383],
+        [2.282, 0.373, 0.381],
+        [3.876, 0.551, 0.536],
+        [3.956, 0.589, 0.58],
+        [3.205, 0.41, 0.412],
+        [3.431, 0.423, 0.431],
+        [3.604, 0.53, 0.523],
+        [5.02, 0.747, 0.733],
+        [3.46, 0.532, 0.528],
+        [3.043, 0.493, 0.51],
+        [4.895, 0.652, 0.65],
+        [4.741, 0.629, 0.63],
+        [6.81, 0.93, 0.918],
+        [2.127, 0.397, 0.399],
+        [11.366, 0.634, 0.633],
+        [12.916, 0.649, 0.68],
+        [21.345, 0.892, 0.929],
+        [49.362, 1.614, 1.582],
+        [4.624, 0.485, 0.494],
+        [2.759, 0.471, 0.463],
+        [4.623, 0.517, 0.507],
+        [11.507, 0.672, 0.648],
+        [9.866, 1.022, 1.065],
+        [1.711, 0.743, 0.82],
+        [4.397, 0.558, 0.549],
+        [8.034, 0.656, 0.624],
+        [6.935, 1.294, 1.287],
+        [11.59, 0.884, 0.919],
+        [11.571, 0.898, 0.896],
+        [2.134, 0.501, 0.494],
+        [1.465, 0.473, 0.46],
+        [1.454, 0.447, 0.459],
+        [1.774, 0.405, 0.42],
+        [1.625, 0.536, 0.546],
+        [1.521, 0.394, 0.391],
+        [1.652, 0.422, 0.393],
+        [1.566, 0.423, 0.409]
 ]
 }
+
diff --git a/hyper-parquet/results/t3a.small.json b/hyper-parquet/results/t3a.small.json
index 519b8a90b..502b7fd4d 100644
--- a/hyper-parquet/results/t3a.small.json
+++ b/hyper-parquet/results/t3a.small.json
@@ -1,6 +1,6 @@
 {
     "system": "Salesforce Hyper (Parquet)",
-    "date": "2025-08-31",
+    "date": "2025-10-26",
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "yes",
@@ -9,49 +9,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [4.416, 0.27, 0.268],
-        [5.244, 0.61, 0.606],
-        [6.584, 2.025, 2.022],
-        [6.532, 1.401, 1.407],
-        [32.133, 27.964, 27.469],
+        [5.794, 2.941, 2.929],
+        [6.481, 3.456, 3.071],
+        [8.775, 4.84, 4.563],
+        [8.64, 3.879, 3.781],
+        [38.207, 37.449, 32.629],
         [null, null, null],
-        [5.551, 1.219, 1.223],
-        [4.946, 0.481, 0.611],
-        [42.941, 38.233, 38.486],
-        [48.027, 43.101, 44.161],
-        [6.541, 1.455, 1.446],
-        [7.175, 1.818, 1.802],
+        [6.864, 3.611, 3.956],
+        [6.406, 3.33, 2.986],
+        [47.496, 47.145, 47.215],
+        [51.307, 50.964, 52.535],
+        [8.368, 4.257, 4.278],
+        [9.085, 4.577, 4.603],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [48.811, 46.138, 46.224],
+        [55.754, 56.686, 57.681],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [5.502, 0.58, 0.574],
-        [19.459, 15.691, 15.406],
-        [21.232, 17.413, 17.436],
-        [51.723, 46.92, 47.528],
+        [6.92, 2.923, 3.291],
+        [21.844, 21.502, 21.039],
+        [23.821, 22.883, 23.21],
+        [55.498, 55.953, 56.153],
         [null, null, null],
-        [10.935, 5.11, 5.191],
-        [9.163, 4.411, 4.412],
-        [11.122, 5.137, 5.147],
-        [22.979, 18.422, 18.623],
+        [13.244, 8.882, 8.393],
+        [10.733, 7.231, 6.797],
+        [12.549, 8.941, 8.433],
+        [25.471, 24.583, 24.34],
         [null, null, null],
-        [118.781, 114.765, 114.705],
-        [14.366, 9.092, 8.911],
-        [52.04, 46.888, 46.461],
-        [289.845, 285.724, 285.351],
+        [119.67, 117.825, 116.624],
+        [17.496, 15.988, 15.558],
+        [62.143, 62.123, 62.18],
+        [318.45, 317.794, 323.067],
         [null, null, null],
         [null, null, null],
-        [40.651, 34.747, 34.795],
-        [4.527, 0.262, 0.264],
-        [4.537, 0.283, 0.298],
-        [4.569, 0.137, 0.13],
-        [4.965, 0.446, 0.448],
-        [4.228, 0.105, 0.103],
-        [4.531, 0.094, 0.108],
-        [4.326, 0.144, 0.146]
+        [44.068, 46.014, 44.744],
+        [5.946, 2.74, 3.025],
+        [6.047, 2.634, 2.971],
+        [5.863, 2.798, 2.524],
+        [6.579, 3.236, 3.323],
+        [5.709, 2.783, 2.713],
+        [5.787, 2.812, 2.529],
+        [5.653, 2.821, 2.851]
 ]
 }
 
diff --git a/hyper/query.py b/hyper/query.py
index e1833c0e4..fd8179635 100755
--- a/hyper/query.py
+++ b/hyper/query.py
@@ -6,10 +6,10 @@
 
 query = sys.stdin.read()
 
-with HyperProcess(telemetry=Telemetry.DO_NOT_SEND_USAGE_DATA_TO_TABLEAU) as hyper:
-    with Connection(hyper.endpoint, 'hits.hyper', CreateMode.NONE) as connection:
-        for _ in range(3):
-            start = timeit.default_timer()
+for _ in range(3):
+    start = timeit.default_timer()
+    with HyperProcess(telemetry=Telemetry.DO_NOT_SEND_USAGE_DATA_TO_TABLEAU) as hyper:
+        with Connection(hyper.endpoint, 'hits.hyper', CreateMode.NONE) as connection:
             try:
                 connection.execute_list_query(query)
                 print(round(timeit.default_timer() - start, 3))
diff --git a/hyper/results/c6a.2xlarge.json b/hyper/results/c6a.2xlarge.json
index 195bbe9a8..41deb58a2 100644
--- a/hyper/results/c6a.2xlarge.json
+++ b/hyper/results/c6a.2xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-16",
+    "date": "2025-10-26",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 649,
+    "load_time": 639,
     "data_size": 18959040512,
     "result": [
-        [0.049, 0.011, 0.011],
-        [0.17, 0.019, 0.019],
-        [0.486, 0.058, 0.058],
-        [1.248, 0.055, 0.055],
-        [1.145, 0.9, 0.899],
-        [2.203, 0.341, 0.344],
-        [0.148, 0.001, 0.001],
-        [0.169, 0.02, 0.019],
-        [2.473, 1.262, 1.226],
-        [3.913, 1.434, 1.355],
-        [1.195, 0.087, 0.086],
-        [1.201, 0.093, 0.092],
-        [2.178, 0.565, 0.573],
-        [5.371, 1.871, 1.87],
-        [2.233, 0.632, 0.63],
-        [1.84, 1.115, 1.101],
-        [4.98, 1.642, 1.663],
-        [4.72, 1.436, 1.452],
-        [9.445, 3.458, 3.524],
-        [0.239, 0.002, 0.001],
-        [14.698, 0.637, 0.639],
-        [16.616, 0.632, 0.632],
-        [17.021, 0.42, 0.418],
-        [64.069, 27.022, 16.026],
-        [5.455, 0.108, 0.106],
-        [1.949, 0.107, 0.107],
-        [5.456, 0.109, 0.109],
-        [15.659, 0.965, 0.965],
-        [12.59, 4.394, 4.405],
-        [1.11, 0.931, 0.932],
-        [5.402, 0.537, 0.536],
-        [8.939, 0.843, 0.88],
-        [10.029, 6.223, 6.216],
-        [15.445, 2.339, 2.317],
-        [15.868, 2.328, 2.316],
-        [1.292, 0.956, 0.955],
-        [0.218, 0.018, 0.016],
-        [0.176, 0.006, 0.005],
-        [0.188, 0.004, 0.003],
-        [0.291, 0.033, 0.031],
-        [0.337, 0.003, 0.002],
-        [0.295, 0.003, 0.003],
-        [0.172, 0.005, 0.004]
+        [1.091, 0.115, 0.104],
+        [1.213, 0.117, 0.117],
+        [1.53, 0.188, 0.19],
+        [2.294, 0.162, 0.16],
+        [2.253, 1.131, 1.116],
+        [3.27, 0.517, 0.524],
+        [1.189, 0.096, 0.096],
+        [1.217, 0.109, 0.109],
+        [3.543, 1.533, 1.494],
+        [5.037, 1.678, 1.642],
+        [2.247, 0.23, 0.219],
+        [2.26, 0.25, 0.251],
+        [3.291, 0.761, 0.732],
+        [6.592, 2.382, 2.266],
+        [3.295, 0.896, 0.883],
+        [2.939, 1.295, 1.329],
+        [6.081, 1.951, 2.054],
+        [5.851, 1.733, 1.821],
+        [10.684, 4.056, 3.999],
+        [1.288, 0.094, 0.092],
+        [15.78, 0.947, 0.991],
+        [17.199, 1.018, 1.147],
+        [18.092, 0.916, 0.881],
+        [65.459, 23.181, 23.193],
+        [6.492, 0.277, 0.277],
+        [2.988, 0.255, 0.252],
+        [6.513, 0.267, 0.27],
+        [16.411, 1.321, 1.303],
+        [13.641, 4.653, 4.661],
+        [2.173, 1.121, 1.111],
+        [6.386, 0.798, 0.793],
+        [10.018, 1.114, 1.134],
+        [11.507, 6.759, 6.692],
+        [16.646, 2.797, 2.807],
+        [16.682, 2.781, 2.799],
+        [2.346, 1.141, 1.159],
+        [1.26, 0.123, 0.122],
+        [1.224, 0.1, 0.1],
+        [1.227, 0.115, 0.108],
+        [1.325, 0.136, 0.134],
+        [1.328, 0.102, 0.096],
+        [1.326, 0.097, 0.097],
+        [1.206, 0.108, 0.108]
 ]
 }
 
diff --git a/hyper/results/c6a.4xlarge.json b/hyper/results/c6a.4xlarge.json
index 2543698a8..91f625e47 100644
--- a/hyper/results/c6a.4xlarge.json
+++ b/hyper/results/c6a.4xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-16",
+    "date": "2025-10-26",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 673,
+    "load_time": 668,
     "data_size": 18959040512,
     "result": [
-        [0.041, 0.006, 0.006],
-        [0.114, 0.01, 0.01],
-        [0.481, 0.03, 0.03],
-        [1.419, 0.03, 0.029],
-        [1.133, 0.562, 0.569],
-        [2.118, 0.161, 0.159],
-        [0.091, 0.001, 0.001],
-        [0.102, 0.011, 0.01],
-        [2.246, 0.806, 0.781],
-        [3.695, 0.839, 0.832],
-        [1.17, 0.047, 0.047],
-        [1.301, 0.05, 0.049],
-        [2.187, 0.291, 0.293],
-        [4.85, 0.958, 0.963],
-        [2.131, 0.301, 0.302],
-        [1.641, 0.71, 0.713],
-        [4.663, 1.01, 1.003],
-        [4.535, 0.9, 0.885],
-        [8.813, 2.062, 2.076],
-        [0.144, 0.002, 0.001],
-        [15.137, 0.378, 0.378],
-        [16.307, 0.379, 0.378],
-        [17.195, 0.252, 0.252],
-        [54.612, 0.493, 0.485],
-        [5.453, 0.058, 0.057],
-        [1.945, 0.059, 0.058],
-        [5.467, 0.059, 0.058],
-        [15.383, 0.529, 0.527],
-        [12.555, 2.275, 2.277],
-        [0.611, 0.47, 0.47],
-        [5.322, 0.275, 0.274],
-        [8.731, 0.461, 0.461],
-        [8.217, 3.694, 3.679],
-        [15.608, 1.414, 1.42],
-        [15.378, 1.409, 1.423],
-        [1.135, 0.631, 0.632],
-        [0.31, 0.012, 0.011],
-        [0.303, 0.005, 0.004],
-        [0.235, 0.004, 0.003],
-        [0.235, 0.022, 0.021],
-        [0.252, 0.002, 0.001],
-        [0.181, 0.003, 0.002],
-        [0.119, 0.004, 0.004]
+        [1.138, 0.101, 0.099],
+        [1.205, 0.099, 0.098],
+        [1.572, 0.144, 0.14],
+        [2.144, 0.124, 0.123],
+        [2.061, 0.691, 0.69],
+        [3.208, 0.3, 0.299],
+        [0.998, 0.092, 0.092],
+        [1.204, 0.097, 0.099],
+        [3.331, 0.92, 0.914],
+        [4.782, 1.007, 1.003],
+        [2.266, 0.154, 0.152],
+        [2.272, 0.171, 0.181],
+        [3.214, 0.434, 0.427],
+        [5.943, 1.144, 1.135],
+        [3.223, 0.464, 0.476],
+        [2.754, 0.804, 0.812],
+        [5.766, 1.169, 1.179],
+        [5.643, 1.031, 1.041],
+        [9.885, 2.241, 2.241],
+        [1.236, 0.09, 0.089],
+        [15.84, 0.607, 0.61],
+        [17.251, 0.654, 0.641],
+        [18.156, 0.573, 0.58],
+        [56.271, 14.593, 12.762],
+        [6.405, 0.19, 0.187],
+        [2.884, 0.184, 0.182],
+        [6.4, 0.188, 0.187],
+        [16.446, 0.775, 0.77],
+        [13.474, 2.43, 2.43],
+        [1.716, 0.629, 0.631],
+        [6.286, 0.456, 0.457],
+        [9.832, 0.643, 0.635],
+        [9.18, 3.877, 3.852],
+        [16.212, 1.651, 1.646],
+        [16.405, 1.658, 1.643],
+        [2.241, 0.724, 0.739],
+        [1.208, 0.109, 0.113],
+        [1.194, 0.095, 0.093],
+        [1.207, 0.109, 0.111],
+        [1.261, 0.122, 0.12],
+        [1.264, 0.095, 0.093],
+        [1.271, 0.095, 0.093],
+        [1.213, 0.097, 0.098]
 ]
 }
 
diff --git a/hyper/results/c6a.large.json b/hyper/results/c6a.large.json
deleted file mode 100644
index 06a4abef9..000000000
--- a/hyper/results/c6a.large.json
+++ /dev/null
@@ -1,57 +0,0 @@
-{
-    "system": "Salesforce Hyper",
-    "date": "2025-10-16",
-    "machine": "c6a.large",
-    "cluster_size": 1,
-    "proprietary": "yes",
-    "tuned": "no",
-    "tags": ["C++","column-oriented"],
-    "load_time": 781,
-    "data_size": 18959040512,
-    "result": [
-        [0.077, 0.042, 0.043],
-        [0.534, 0.073, 0.073],
-        [1.443, 0.226, 0.226],
-        [1.967, 0.219, 0.219],
-        [3.502, 2.581, 2.632],
-        [2.824, 1.187, 1.19],
-        [0.463, 0.002, 0.002],
-        [0.521, 0.075, 0.075],
-        [5.251, 3.238, 3.2],
-        [6.6, 3.78, 3.617],
-        [2.771, 0.36, 0.358],
-        [2.882, 0.363, 0.368],
-        [4.87, 1.741, 1.755],
-        [10.992, 6.142, 6.165],
-        [5.07, 1.848, 1.855],
-        [4.858, 3.142, 3.052],
-        [10.4, 5.469, 4.927],
-        [9.671, 4.806, 4.398],
-        [114.993, 120.63, 120.087],
-        [0.816, 0.004, 0.004],
-        [20.329, 22.671, 23.913],
-        [22.507, 24.243, 25.628],
-        [23.602, 20.991, 20.593],
-        [74.987, 70.269, 68.871],
-        [6.249, 0.399, 0.396],
-        [3.515, 0.407, 0.401],
-        [6.22, 0.403, 0.403],
-        [22.288, 25.39, 25.348],
-        [33.542, 31.051, 30.708],
-        [4.179, 3.715, 3.786],
-        [6.977, 1.712, 1.732],
-        [10.834, 4.453, 2.885],
-        [172.245, 175.589, 176.369],
-        [478.941, 461.72, 470.315],
-        [479.096, 456.128, 456.587],
-        [3.67, 2.349, 2.345],
-        [0.76, 0.056, 0.05],
-        [0.563, 0.019, 0.018],
-        [0.569, 0.008, 0.007],
-        [1.003, 0.104, 0.1],
-        [0.998, 0.004, 0.004],
-        [1.014, 0.006, 0.006],
-        [0.524, 0.012, 0.012]
-]
-}
-
diff --git a/hyper/results/c6a.metal.json b/hyper/results/c6a.metal.json
index 324817cad..03e870733 100644
--- a/hyper/results/c6a.metal.json
+++ b/hyper/results/c6a.metal.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-15",
+    "date": "2025-10-26",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 441,
+    "load_time": 444,
     "data_size": 18959040512,
     "result": [
-        [0.031, 0.007, 0.006],
-        [0.063, 0.005, 0.005],
-        [0.475, 0.006, 0.006],
-        [1.671, 0.01, 0.009],
-        [1.119, 0.131, 0.126],
-        [2.041, 0.059, 0.061],
-        [0.062, 0.002, 0.001],
-        [0.077, 0.013, 0.018],
-        [1.926, 0.155, 0.15],
-        [3.38, 0.154, 0.162],
-        [1.159, 0.034, 0.018],
-        [1.437, 0.02, 0.019],
-        [2.324, 0.076, 0.078],
-        [4.441, 0.268, 0.272],
-        [2.01, 0.084, 0.079],
-        [1.396, 0.15, 0.149],
-        [4.328, 0.197, 0.18],
-        [4.27, 0.137, 0.145],
-        [8.513, 0.678, 0.668],
-        [0.087, 0.001, 0.001],
-        [14.881, 0.096, 0.073],
-        [16.118, 0.096, 0.083],
-        [17.022, 0.072, 0.069],
-        [41.498, 0.092, 0.09],
-        [5.454, 0.026, 0.022],
-        [2.131, 0.019, 0.017],
-        [5.738, 0.017, 0.017],
-        [15.325, 0.144, 0.108],
-        [12.618, 0.38, 0.388],
-        [0.195, 0.056, 0.055],
-        [5.198, 0.072, 0.072],
-        [8.517, 0.112, 0.111],
-        [6.689, 0.847, 0.85],
-        [14.962, 0.394, 0.397],
-        [14.926, 0.31, 0.313],
-        [0.944, 0.137, 0.125],
-        [0.102, 0.01, 0.01],
-        [0.079, 0.005, 0.004],
-        [0.091, 0.004, 0.003],
-        [0.125, 0.021, 0.021],
-        [0.114, 0.006, 0.005],
-        [0.385, 0.004, 0.004],
-        [0.074, 0.005, 0.005]
+        [1.068, 0.117, 0.123],
+        [1.124, 0.134, 0.133],
+        [1.248, 0.193, 0.204],
+        [2.002, 0.135, 0.141],
+        [1.503, 0.34, 0.286],
+        [2.828, 0.299, 0.296],
+        [0.798, 0.134, 0.133],
+        [0.803, 0.136, 0.142],
+        [2.703, 0.348, 0.375],
+        [4.117, 0.447, 0.439],
+        [1.91, 0.206, 0.199],
+        [1.909, 0.259, 0.251],
+        [2.775, 0.329, 0.314],
+        [5.092, 0.506, 0.479],
+        [2.8, 0.39, 0.392],
+        [2.181, 0.322, 0.32],
+        [5.133, 0.448, 0.484],
+        [5.064, 0.409, 0.408],
+        [9.17, 0.678, 0.667],
+        [1.011, 0.13, 0.132],
+        [15.445, 0.589, 0.558],
+        [17.165, 0.724, 0.745],
+        [18.067, 0.875, 0.945],
+        [42.653, 5.873, 5.551],
+        [6.498, 0.268, 0.241],
+        [2.725, 0.259, 0.247],
+        [6.237, 0.25, 0.248],
+        [15.972, 0.635, 0.608],
+        [13.67, 0.613, 0.679],
+        [1.246, 0.342, 0.332],
+        [5.708, 0.472, 0.476],
+        [9.303, 0.45, 0.447],
+        [7.814, 1.069, 1.085],
+        [15.701, 0.79, 0.853],
+        [15.949, 0.88, 0.893],
+        [2.012, 0.315, 0.285],
+        [0.916, 0.163, 0.17],
+        [0.864, 0.14, 0.15],
+        [0.887, 0.164, 0.17],
+        [0.978, 0.177, 0.179],
+        [0.903, 0.128, 0.128],
+        [0.915, 0.132, 0.137],
+        [0.863, 0.144, 0.142]
 ]
 }
 
diff --git a/hyper/results/c6a.xlarge.json b/hyper/results/c6a.xlarge.json
index 17c75dd62..9018b7fbf 100644
--- a/hyper/results/c6a.xlarge.json
+++ b/hyper/results/c6a.xlarge.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-16",
+    "date": "2025-10-26",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 639,
+    "load_time": 647,
     "data_size": 18959040512,
     "result": [
-        [0.058, 0.021, 0.021],
-        [0.282, 0.037, 0.037],
-        [0.729, 0.114, 0.114],
-        [1.249, 0.108, 0.109],
-        [1.887, 1.444, 1.452],
-        [2.314, 0.674, 0.666],
-        [0.249, 0.001, 0.001],
-        [0.283, 0.038, 0.038],
-        [2.924, 2.11, 2.081],
-        [4.347, 2.29, 2.246],
-        [1.386, 0.173, 0.17],
-        [1.443, 0.185, 0.189],
-        [2.478, 1.013, 1.018],
-        [6.278, 3.369, 3.371],
-        [2.571, 1.075, 1.062],
-        [2.505, 1.845, 1.758],
-        [5.414, 2.852, 2.85],
-        [5.305, 2.487, 2.546],
-        [10.647, 6.134, 6.095],
-        [0.428, 0.003, 0.002],
-        [15.286, 1.154, 1.149],
-        [17.591, 1.156, 1.146],
-        [19.608, 0.762, 0.76],
-        [72.316, 51.118, 42.771],
-        [5.462, 0.201, 0.199],
-        [1.954, 0.205, 0.206],
-        [5.465, 0.205, 0.205],
-        [15.819, 1.824, 1.825],
-        [15.249, 8.738, 8.74],
-        [2.133, 1.914, 1.858],
-        [5.319, 0.938, 0.935],
-        [9.225, 1.438, 1.447],
-        [148.899, 151.44, 155.5],
-        [16.889, 4.356, 4.12],
-        [17.113, 4.192, 4.261],
-        [2.053, 1.523, 1.533],
-        [0.387, 0.027, 0.027],
-        [0.298, 0.01, 0.009],
-        [0.31, 0.005, 0.004],
-        [0.523, 0.056, 0.053],
-        [0.526, 0.003, 0.002],
-        [0.532, 0.004, 0.004],
-        [0.288, 0.007, 0.007]
+        [1.096, 0.111, 0.112],
+        [1.311, 0.14, 0.138],
+        [1.781, 0.27, 0.271],
+        [2.275, 0.216, 0.219],
+        [2.949, 1.646, 1.631],
+        [3.353, 0.918, 0.899],
+        [1.171, 0.097, 0.095],
+        [1.312, 0.142, 0.14],
+        [3.897, 2.253, 2.305],
+        [5.397, 2.525, 2.562],
+        [2.294, 0.336, 0.343],
+        [2.51, 0.386, 0.385],
+        [3.545, 1.224, 1.244],
+        [7.288, 3.656, 3.712],
+        [3.605, 1.333, 1.327],
+        [3.588, 1.904, 1.993],
+        [6.465, 3.109, 3.124],
+        [6.175, 2.755, 2.81],
+        [11.769, 6.343, 6.356],
+        [1.374, 0.1, 0.098],
+        [16.199, 1.757, 1.764],
+        [18.535, 2.174, 2.107],
+        [20.724, 2.073, 2.195],
+        [73.148, 72.806, 72.464],
+        [6.46, 0.402, 0.399],
+        [2.977, 0.393, 0.391],
+        [6.482, 0.41, 0.403],
+        [16.563, 2.492, 2.526],
+        [16.489, 9.12, 9.013],
+        [3.18, 2.064, 2.064],
+        [6.471, 1.259, 1.28],
+        [10.269, 1.752, 1.771],
+        [154.241, 155.336, 155.531],
+        [17.998, 4.909, 4.942],
+        [17.776, 5.015, 4.916],
+        [3.072, 1.673, 1.674],
+        [1.431, 0.15, 0.154],
+        [1.354, 0.125, 0.118],
+        [1.343, 0.128, 0.131],
+        [1.554, 0.186, 0.186],
+        [1.567, 0.107, 0.105],
+        [1.564, 0.109, 0.107],
+        [1.327, 0.12, 0.119]
 ]
 }
 
diff --git a/hyper/results/c7a.metal-48xl.json b/hyper/results/c7a.metal-48xl.json
index 1d03fc2d6..c0527db54 100644
--- a/hyper/results/c7a.metal-48xl.json
+++ b/hyper/results/c7a.metal-48xl.json
@@ -1,57 +1,57 @@
 {
     "system": "Salesforce Hyper",
-    "date": "2025-10-15",
+    "date": "2025-10-26",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
     "tags": ["C++","column-oriented"],
-    "load_time": 387,
+    "load_time": 389,
     "data_size": 18959040512,
     "result": [
-        [0.037, 0.005, 0.005],
-        [0.065, 0.006, 0.01],
-        [0.474, 0.006, 0.006],
-        [1.725, 0.006, 0.006],
-        [1.106, 0.081, 0.078],
-        [2.193, 0.037, 0.038],
-        [0.058, 0.002, 0.001],
-        [0.058, 0.007, 0.007],
-        [1.961, 0.138, 0.137],
-        [3.34, 0.142, 0.127],
-        [1.149, 0.015, 0.015],
-        [1.593, 0.018, 0.018],
-        [2.388, 0.054, 0.053],
-        [4.471, 0.156, 0.146],
-        [1.994, 0.055, 0.052],
-        [1.538, 0.108, 0.109],
-        [4.398, 0.154, 0.154],
-        [4.258, 0.123, 0.116],
-        [8.297, 0.557, 0.54],
-        [0.118, 0.001, 0.001],
-        [14.903, 0.061, 0.053],
-        [16.126, 0.053, 0.048],
-        [17.025, 0.045, 0.043],
-        [41.526, 0.066, 0.054],
-        [5.452, 0.01, 0.009],
-        [2.198, 0.009, 0.009],
-        [5.848, 0.01, 0.009],
-        [15.347, 0.084, 0.073],
-        [12.591, 0.376, 0.327],
-        [0.189, 0.048, 0.046],
-        [5.245, 0.051, 0.052],
-        [8.536, 0.08, 0.08],
-        [6.693, 0.727, 0.707],
-        [14.847, 0.238, 0.19],
-        [14.843, 0.201, 0.189],
-        [0.886, 0.101, 0.095],
-        [0.099, 0.008, 0.008],
-        [0.077, 0.004, 0.004],
-        [0.086, 0.004, 0.004],
-        [0.123, 0.016, 0.016],
-        [0.281, 0.006, 0.005],
-        [0.531, 0.004, 0.004],
-        [0.068, 0.006, 0.005]
+        [1.068, 0.109, 0.107],
+        [1.121, 0.122, 0.122],
+        [1.342, 0.176, 0.17],
+        [2.122, 0.117, 0.117],
+        [1.528, 0.199, 0.204],
+        [2.91, 0.252, 0.24],
+        [0.937, 0.121, 0.12],
+        [0.927, 0.124, 0.124],
+        [2.753, 0.292, 0.292],
+        [4.231, 0.362, 0.363],
+        [1.994, 0.174, 0.174],
+        [2.015, 0.235, 0.215],
+        [2.843, 0.269, 0.266],
+        [5.142, 0.386, 0.381],
+        [2.845, 0.31, 0.325],
+        [2.188, 0.242, 0.241],
+        [5.141, 0.375, 0.377],
+        [5.129, 0.314, 0.337],
+        [9.094, 0.561, 0.589],
+        [0.997, 0.12, 0.126],
+        [15.561, 0.493, 0.513],
+        [17.01, 0.698, 0.667],
+        [17.872, 0.827, 0.776],
+        [42.37, 5.083, 5.436],
+        [6.311, 0.229, 0.223],
+        [2.831, 0.228, 0.221],
+        [6.328, 0.213, 0.256],
+        [15.965, 0.498, 0.519],
+        [13.624, 0.523, 0.548],
+        [1.038, 0.259, 0.263],
+        [5.759, 0.446, 0.439],
+        [9.34, 0.374, 0.404],
+        [7.523, 0.89, 0.875],
+        [15.695, 0.645, 0.772],
+        [15.839, 0.648, 0.765],
+        [1.876, 0.235, 0.239],
+        [0.967, 0.146, 0.145],
+        [0.954, 0.127, 0.126],
+        [0.976, 0.14, 0.146],
+        [1.062, 0.16, 0.16],
+        [1.076, 0.118, 0.117],
+        [1.051, 0.121, 0.117],
+        [0.973, 0.131, 0.131]
 ]
 }
 
diff --git a/umbra/results/c6a.2xlarge.json b/umbra/results/c6a.2xlarge.json
new file mode 100644
index 000000000..b40abad83
--- /dev/null
+++ b/umbra/results/c6a.2xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "Umbra",
+    "date": "2025-10-26",
+    "machine": "c6a.2xlarge",
+    "cluster_size": 1,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 209,
+    "data_size": 13789269075,
+    "result": [
+        [0.006, 0.001, 0.001],
+        [0.005, 0.001, 0.001],
+        [0.003, 0.001, 0.001],
+        [0.002, 0.001, 0.001],
+        [0.033, 0.008, 0.008],
+        [0.019, 0.004, 0.004],
+        [0.002, 0.001, 0.001],
+        [0.017, 0.001, 0.001],
+        [0.065, 0.019, 0.018],
+        [0.072, 0.019, 0.019],
+        [0.03, 0.004, 0.004],
+        [0.027, 0.004, 0.004],
+        [0.025, 0.004, 0.004],
+        [0.052, 0.009, 0.008],
+        [0.029, 0.006, 0.005],
+        [0.029, 0.008, 0.008],
+        [0.07, 0.018, 0.018],
+        [0.069, 0.018, 0.018],
+        [0.103, 0.019, 0.018],
+        [0.006, 0.001, 0.001],
+        [0.012, 0.001, 0.001],
+        [0.014, 0.002, 0.001],
+        [0.003, 0.002, 0.002],
+        [0.003, 0.002, 0.002],
+        [0.003, 0.001, 0.001],
+        [0.002, 0.001, 0.001],
+        [0.003, 0.001, 0.001],
+        [0.012, 0.001, 0.001],
+        [0.048, 0.008, 0.008],
+        [0.007, 0.003, 0.003],
+        [0.039, 0.006, 0.006],
+        [0.029, 0.006, 0.005],
+        [0.097, 0.019, 0.018],
+        [0.038, 0.008, 0.008],
+        [0.038, 0.008, 0.008],
+        [0.026, 0.006, 0.005],
+        [0.017, 0.002, 0.002],
+        [0.009, 0.002, 0.002],
+        [0.002, 0.001, 0.001],
+        [0.012, 0.002, 0.002],
+        [0.005, 0.002, 0.001],
+        [0.004, 0.001, 0.001],
+        [0.006, 0.001, 0.001]
+]
+}
+
diff --git a/umbra/results/c6a.4xlarge.json b/umbra/results/c6a.4xlarge.json
index 3975db836..24598af3f 100644
--- a/umbra/results/c6a.4xlarge.json
+++ b/umbra/results/c6a.4xlarge.json
@@ -1,56 +1,57 @@
 {
-    "system":  "Umbra",
-    "date": "2025-07-10",
+    "system": "Umbra",
+    "date": "2025-10-26",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
-    "proprietary":  "yes",
-    "tuned":  "no",
-    "tags":  ["C++","column-oriented","PostgreSQL compatible"],
-    "load_time": 732,
-    "data_size": 36781349827,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 736,
+    "data_size": 36476161458,
     "result": [
-        [0.037, 0.008, 0.008],
-        [0.087, 0.004, 0.004],
-        [0.215, 0.027, 0.026],
-        [0.064, 0.026, 0.026],
-        [0.137, 0.132, 0.131],
-        [1.531, 0.214, 0.214],
-        [0.042, 0.023, 0.024],
-        [0.025, 0.005, 0.004],
-        [0.199, 0.16, 0.16],
-        [0.229, 0.224, 0.225],
-        [0.16, 0.025, 0.025],
-        [0.114, 0.028, 0.028],
-        [0.185, 0.172, 0.173],
-        [0.308, 0.307, 0.305],
-        [0.208, 0.178, 0.178],
-        [0.173, 0.171, 0.169],
-        [0.361, 0.361, 0.359],
-        [0.22, 0.219, 0.218],
-        [0.977, 0.789, 0.791],
-        [0.002, 0.001, 0.001],
-        [14.795, 2.53, 0.919],
-        [4.372, 0.918, 0.134],
-        [21.121, 9.65, 4.31],
-        [135.234, 156.173, 153.125],
-        [3.977, 0.009, 0.008],
-        [0.011, 0.01, 0.01],
-        [0.009, 0.009, 0.008],
-        [13.981, 2.151, 0.314],
-        [11.296, 3.743, 3.7],
-        [0.112, 0.028, 0.027],
-        [3.476, 0.094, 0.09],
-        [2.771, 0.144, 0.141],
-        [1.365, 1.393, 1.39],
-        [9.47, 1.14, 1.12],
-        [1.119, 1.103, 1.134],
-        [0.174, 0.13, 0.131],
-        [0.03, 0.01, 0.009],
-        [0.668, 0.005, 0.005],
-        [0.032, 0.004, 0.003],
-        [0.474, 0.024, 0.023],
-        [0.141, 0.004, 0.004],
-        [0.031, 0.004, 0.004],
-        [0.04, 0.004, 0.004]
+        [0.018, 0.012, 0.008],
+        [0.202, 0.004, 0.004],
+        [0.442, 0.026, 0.026],
+        [0.651, 0.026, 0.025],
+        [0.752, 0.133, 0.132],
+        [2.05, 0.219, 0.215],
+        [0.172, 0.024, 0.024],
+        [0.153, 0.005, 0.004],
+        [1.568, 0.161, 0.161],
+        [2.726, 0.229, 0.228],
+        [1.08, 0.026, 0.026],
+        [1.455, 0.028, 0.028],
+        [2.064, 0.18, 0.172],
+        [3.871, 0.309, 0.308],
+        [2.446, 0.181, 0.18],
+        [0.779, 0.173, 0.174],
+        [3.784, 0.361, 0.36],
+        [3.713, 0.217, 0.218],
+        [7.155, 0.8, 0.79],
+        [0.652, 0.002, 0.001],
+        [17.89, 0.274, 0.274],
+        [20.855, 0.086, 0.086],
+        [34.644, 0.161, 0.161],
+        [121.887, 145.743, 149.666],
+        [4.992, 0.008, 0.008],
+        [1.972, 0.01, 0.01],
+        [4.993, 0.008, 0.008],
+        [18.279, 0.286, 0.285],
+        [13.128, 3.715, 3.72],
+        [0.263, 0.029, 0.028],
+        [4.724, 0.085, 0.083],
+        [7.396, 0.127, 0.129],
+        [5.41, 1.253, 1.246],
+        [18.356, 1.042, 1.036],
+        [18.354, 1.038, 1.04],
+        [0.489, 0.127, 0.126],
+        [0.803, 0.009, 0.009],
+        [0.781, 0.005, 0.005],
+        [0.812, 0.003, 0.003],
+        [2.788, 0.026, 0.024],
+        [0.156, 0.004, 0.003],
+        [0.113, 0.004, 0.003],
+        [0.098, 0.004, 0.004]
 ]
-}
\ No newline at end of file
+}
+
diff --git a/umbra/results/c6a.metal.json b/umbra/results/c6a.metal.json
index 84ed378e4..744d7f0a8 100644
--- a/umbra/results/c6a.metal.json
+++ b/umbra/results/c6a.metal.json
@@ -1,56 +1,57 @@
 {
     "system": "Umbra",
-    "date": "2025-06-30",
+    "date": "2025-10-26",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "yes",
     "tuned": "no",
-    "tags": ["C++", "column-oriented", "PostgreSQL compatible"],
-    "load_time": 753.013,
-    "data_size": 38785898243,
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 441,
+    "data_size": 36125908371,
     "result": [
-[0.016,0.004,0.003],
-[0.009,0.006,0.003],
-[0.009,0.013,0.009],
-[0.009,0.009,0.011],
-[0.058,0.054,0.055],
-[0.093,0.080,0.075],
-[0.008,0.009,0.009],
-[0.011,0.003,0.003],
-[0.072,0.073,0.073],
-[0.095,0.097,0.095],
-[0.015,0.015,0.019],
-[0.021,0.020,0.017],
-[0.071,0.072,0.070],
-[0.135,0.132,0.132],
-[0.073,0.071,0.070],
-[0.075,0.075,0.075],
-[0.132,0.134,0.132],
-[0.050,0.051,0.050],
-[0.360,0.339,0.339],
-[0.002,0.001,0.001],
-[0.172,0.062,0.062],
-[0.025,0.024,0.025],
-[0.136,0.046,0.044],
-[0.111,0.070,0.063],
-[0.007,0.010,0.009],
-[0.006,0.004,0.004],
-[0.010,0.010,0.009],
-[0.070,0.069,0.067],
-[0.768,0.730,0.733],
-[0.010,0.009,0.010],
-[0.039,0.034,0.034],
-[0.060,0.049,0.052],
-[0.495,0.477,0.478],
-[0.429,0.414,0.397],
-[0.399,0.409,0.395],
-[0.051,0.053,0.052],
-[0.015,0.011,0.011],
-[0.010,0.008,0.008],
-[0.009,0.008,0.008],
-[0.020,0.019,0.019],
-[0.012,0.009,0.009],
-[0.009,0.008,0.008],
-[0.011,0.008,0.008]
-    ]
+        [0.101, 0.003, 0.003],
+        [0.292, 0.003, 0.003],
+        [0.911, 0.01, 0.011],
+        [1.395, 0.008, 0.008],
+        [1.489, 0.059, 0.06],
+        [2.816, 0.077, 0.074],
+        [0.373, 0.008, 0.008],
+        [0.3, 0.004, 0.004],
+        [2.351, 0.082, 0.096],
+        [3.448, 0.118, 0.117],
+        [1.802, 0.02, 0.019],
+        [2.179, 0.016, 0.02],
+        [2.745, 0.074, 0.071],
+        [4.46, 0.124, 0.125],
+        [3.129, 0.084, 0.068],
+        [1.55, 0.095, 0.095],
+        [4.481, 0.178, 0.162],
+        [4.449, 0.052, 0.052],
+        [7.621, 0.351, 0.317],
+        [1.384, 0.003, 0.003],
+        [18.092, 0.062, 0.061],
+        [20.572, 0.026, 0.025],
+        [33.423, 0.045, 0.042],
+        [119.051, 0.04, 0.039],
+        [4.957, 0.006, 0.006],
+        [1.938, 0.005, 0.006],
+        [4.955, 0.006, 0.005],
+        [17.765, 0.067, 0.068],
+        [13.004, 0.74, 0.74],
+        [0.138, 0.01, 0.01],
+        [4.621, 0.038, 0.039],
+        [7.301, 0.071, 0.059],
+        [4.817, 0.49, 0.488],
+        [17.642, 0.415, 0.392],
+        [17.624, 0.476, 0.401],
+        [0.291, 0.071, 0.068],
+        [2.045, 0.013, 0.019],
+        [2.43, 0.011, 0.01],
+        [2.106, 0.013, 0.011],
+        [4.939, 0.023, 0.02],
+        [0.416, 0.01, 0.01],
+        [0.455, 0.009, 0.009],
+        [0.454, 0.01, 0.009]
+]
 }
+
diff --git a/umbra/results/c6a.xlarge.json b/umbra/results/c6a.xlarge.json
new file mode 100644
index 000000000..4e4665f76
--- /dev/null
+++ b/umbra/results/c6a.xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "Umbra",
+    "date": "2025-10-26",
+    "machine": "c6a.xlarge",
+    "cluster_size": 1,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 227,
+    "data_size": 13196503297,
+    "result": [
+        [0.008, 0.001, 0.001],
+        [0.004, 0.001, 0.001],
+        [0.003, 0.001, 0.001],
+        [0.002, 0.001, 0.001],
+        [0.035, 0.008, 0.007],
+        [0.019, 0.004, 0.004],
+        [0.003, 0.001, 0.001],
+        [0.017, 0.001, 0.001],
+        [0.064, 0.018, 0.018],
+        [0.08, 0.018, 0.018],
+        [0.031, 0.004, 0.004],
+        [0.027, 0.004, 0.004],
+        [0.026, 0.004, 0.004],
+        [0.052, 0.009, 0.008],
+        [0.03, 0.005, 0.005],
+        [0.031, 0.008, 0.008],
+        [0.071, 0.019, 0.019],
+        [0.07, 0.019, 0.018],
+        [0.103, 0.019, 0.018],
+        [0.006, 0.001, 0.001],
+        [0.01, 0.001, 0.001],
+        [0.013, 0.002, 0.001],
+        [0.002, 0.002, 0.002],
+        [0.002, 0.002, 0.002],
+        [0.002, 0.001, 0.001],
+        [0.001, 0.001, 0.001],
+        [0.003, 0.001, 0.001],
+        [0.013, 0.001, 0.001],
+        [0.048, 0.008, 0.008],
+        [0.005, 0.003, 0.003],
+        [0.042, 0.006, 0.005],
+        [0.03, 0.006, 0.005],
+        [0.094, 0.018, 0.019],
+        [0.039, 0.008, 0.008],
+        [0.039, 0.009, 0.008],
+        [0.027, 0.005, 0.005],
+        [0.024, 0.002, 0.002],
+        [0.017, 0.002, 0.002],
+        [0.003, 0.001, 0.001],
+        [0.025, 0.003, 0.003],
+        [0.006, 0.002, 0.002],
+        [0.004, 0.001, 0.001],
+        [0.005, 0.001, 0.001]
+]
+}
+
diff --git a/umbra/results/c7a.metal-48xl.json b/umbra/results/c7a.metal-48xl.json
new file mode 100644
index 000000000..579e8f95f
--- /dev/null
+++ b/umbra/results/c7a.metal-48xl.json
@@ -0,0 +1,57 @@
+{
+    "system": "Umbra",
+    "date": "2025-10-26",
+    "machine": "c7a.metal-48xl",
+    "cluster_size": 1,
+    "proprietary": "yes",
+    "tuned": "no",
+    "tags": ["C++","column-oriented","PostgreSQL compatible"],
+    "load_time": 435,
+    "data_size": 36098085107,
+    "result": [
+        [0.089, 0.003, 0.003],
+        [0.144, 0.005, 0.002],
+        [0.679, 0.007, 0.007],
+        [1.173, 0.01, 0.009],
+        [1.223, 0.024, 0.025],
+        [2.552, 0.045, 0.044],
+        [0.131, 0.005, 0.007],
+        [0.152, 0.003, 0.003],
+        [2.062, 0.033, 0.032],
+        [3.154, 0.043, 0.043],
+        [1.581, 0.015, 0.015],
+        [1.957, 0.016, 0.015],
+        [2.505, 0.048, 0.05],
+        [4.177, 0.066, 0.066],
+        [2.881, 0.046, 0.044],
+        [1.249, 0.037, 0.037],
+        [4.173, 0.066, 0.06],
+        [4.184, 0.04, 0.042],
+        [7.234, 0.117, 0.117],
+        [1.15, 0.002, 0.002],
+        [17.909, 0.04, 0.039],
+        [20.365, 0.013, 0.013],
+        [33.445, 0.022, 0.021],
+        [119.26, 0.02, 0.021],
+        [4.956, 0.003, 0.003],
+        [1.937, 0.004, 0.004],
+        [4.964, 0.004, 0.004],
+        [17.79, 0.045, 0.045],
+        [12.903, 0.462, 0.462],
+        [0.13, 0.009, 0.01],
+        [4.625, 0.027, 0.027],
+        [7.284, 0.027, 0.027],
+        [4.558, 0.174, 0.171],
+        [17.518, 0.222, 0.208],
+        [17.514, 0.221, 0.206],
+        [0.239, 0.028, 0.029],
+        [2.02, 0.011, 0.011],
+        [2.406, 0.01, 0.008],
+        [2.084, 0.007, 0.006],
+        [4.954, 0.018, 0.017],
+        [0.397, 0.006, 0.006],
+        [0.383, 0.006, 0.006],
+        [0.383, 0.008, 0.008]
+]
+}
+
diff --git a/umbra/run.sh b/umbra/run.sh
index 46c2ffd46..0c03a4c4d 100755
--- a/umbra/run.sh
+++ b/umbra/run.sh
@@ -5,10 +5,11 @@ TRIES=3
 cat queries.sql | while read -r query; do
     sync
     echo 3 | sudo tee /proc/sys/vm/drop_caches
+    docker restart $(docker ps -a -q)
 
     retry_count=0
     while [ $retry_count -lt 120 ]; do
-        if nc -z localhost 5432; then
+        if PGPASSWORD=postgres psql -p 5432 -h 127.0.0.1 -U postgres -c "SELECT 'Ok';"; then
             break
         fi