diff --git a/datafusion-partitioned/benchmark.sh b/datafusion-partitioned/benchmark.sh
index 34b1130a1..762db107c 100755
--- a/datafusion-partitioned/benchmark.sh
+++ b/datafusion-partitioned/benchmark.sh
@@ -30,7 +30,7 @@ sudo apt-get install -y gcc
 echo "Install DataFusion main branch"
 git clone https://github.com/apache/arrow-datafusion.git
 cd arrow-datafusion/
-git checkout 52.2.0
+git checkout 53.1.0
 CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" cargo build --release --package datafusion-cli --bin datafusion-cli
 export PATH="`pwd`/target/release:$PATH"
 cd ..
@@ -39,7 +39,7 @@ echo "Download benchmark target data, partitioned"
 mkdir -p partitioned
 seq 0 99 | xargs -P100 -I{} bash -c 'wget --directory-prefix partitioned --continue --progress=dot:giga https://datasets.clickhouse.com/hits_compatible/athena_partitioned/hits_{}.parquet'
 
-echo "Run benchmarks for single parquet and partitioned"
+echo "Run benchmarks for partitioned"
 ./run.sh
 
 echo "Load time: 0"
diff --git a/datafusion-partitioned/results/c6a.2xlarge.json b/datafusion-partitioned/results/c6a.2xlarge.json
index eb8b6c144..e8365a82f 100644
--- a/datafusion-partitioned/results/c6a.2xlarge.json
+++ b/datafusion-partitioned/results/c6a.2xlarge.json
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.057, 0.002, 0.002],
-        [0.137, 0.040, 0.038],
-        [0.286, 0.116, 0.113],
-        [0.422, 0.104, 0.101],
-        [1.310, 1.088, 1.006],
-        [1.431, 1.209, 1.054],
-        [0.074, 0.007, 0.006],
-        [0.142, 0.043, 0.045],
-        [1.496, 1.274, 1.276],
-        [1.825, 1.396, 1.499],
-        [0.562, 0.272, 0.257],
-        [0.602, 0.289, 0.289],
-        [1.397, 0.968, 0.966],
-        [2.879, 1.500, 1.594],
-        [1.382, 0.916, 0.913],
-        [1.476, 1.236, 1.148],
-        [2.853, 2.145, 2.138],
-        [2.790, 1.996, 2.181],
-        [5.880, 4.131, 4.104],
-        [0.312, 0.090, 0.096],
-        [9.914, 1.289, 1.279],
-        [11.375, 1.494, 1.544],
-        [22.194, 2.608, 2.630],
-        [52.658, 47.923, 46.877],
-        [0.771, 0.166, 0.173],
-        [1.117, 0.342, 0.329],
-        [0.334, 0.160, 0.156],
-        [10.021, 1.690, 1.712],
-        [16.706, 15.954, 15.987],
-        [0.886, 0.772, 0.776],
-        [3.102, 0.956, 0.961],
-        [6.780, 1.056, 1.057],
-        [5.159, 3.807, 3.836],
-        [10.246, 4.093, 4.128],
-        [10.268, 4.180, 4.167],
-        [1.775, 1.486, 1.473],
-        [0.324, 0.161, 0.171],
-        [0.168, 0.055, 0.066],
-        [0.267, 0.108, 0.086],
-        [0.523, 0.317, 0.239],
-        [0.154, 0.032, 0.035],
-        [0.145, 0.032, 0.029],
-        [0.139, 0.025, 0.025]
+        [0.052, 0.002, 0.002],
+        [0.128, 0.036, 0.037],
+        [0.309, 0.147, 0.147],
+        [0.433, 0.118, 0.114],
+        [1.263, 1.102, 0.996],
+        [1.299, 1.066, 1.072],
+        [0.072, 0.006, 0.006],
+        [0.147, 0.037, 0.038],
+        [1.516, 1.220, 1.323],
+        [1.857, 1.541, 1.496],
+        [0.544, 0.243, 0.242],
+        [0.691, 0.279, 0.279],
+        [1.318, 0.945, 1.046],
+        [2.886, 1.590, 1.516],
+        [1.296, 1.002, 0.938],
+        [1.365, 1.200, 1.162],
+        [2.841, 2.022, 2.172],
+        [2.805, 2.122, 2.137],
+        [5.982, 4.238, 4.232],
+        [0.327, 0.091, 0.091],
+        [10.022, 1.251, 1.272],
+        [11.381, 1.441, 1.529],
+        [22.209, 2.571, 2.553],
+        [53.334, 48.835, 45.093],
+        [0.758, 0.152, 0.145],
+        [1.246, 0.305, 0.313],
+        [0.333, 0.149, 0.156],
+        [10.180, 1.667, 1.678],
+        [17.014, 15.877, 15.981],
+        [1.020, 0.911, 0.901],
+        [3.085, 0.969, 0.939],
+        [6.792, 1.024, 1.064],
+        [4.851, 3.858, 3.723],
+        [10.273, 4.188, 4.174],
+        [10.282, 4.199, 4.188],
+        [1.824, 1.528, 1.543],
+        [0.344, 0.164, 0.130],
+        [0.167, 0.052, 0.052],
+        [0.266, 0.081, 0.082],
+        [0.546, 0.301, 0.302],
+        [0.158, 0.028, 0.027],
+        [0.143, 0.029, 0.025],
+        [0.136, 0.022, 0.026]
     ]
 }
diff --git a/datafusion-partitioned/results/c6a.4xlarge.json b/datafusion-partitioned/results/c6a.4xlarge.json
index 414f2616b..6634e8b33 100644
--- a/datafusion-partitioned/results/c6a.4xlarge.json
+++ b/datafusion-partitioned/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, partitioned)",
-    "date": "2026-03-05",
+    "date": "2026-05-01",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.064, 0.002, 0.002],
-        [0.117, 0.023, 0.024],
-        [0.231, 0.065, 0.068],
-        [0.405, 0.072, 0.074],
-        [1.033, 0.713, 0.734],
-        [0.951, 0.729, 0.728],
-        [0.087, 0.007, 0.006],
-        [0.134, 0.026, 0.025],
-        [1.023, 0.840, 0.855],
-        [1.591, 0.939, 0.945],
-        [0.525, 0.197, 0.189],
-        [0.738, 0.222, 0.213],
-        [1.054, 0.775, 0.756],
-        [2.516, 1.257, 1.260],
-        [1.109, 0.747, 0.764],
-        [0.985, 0.825, 0.832],
-        [2.552, 1.612, 1.595],
-        [2.512, 1.564, 1.559],
-        [5.359, 3.218, 3.237],
-        [0.286, 0.068, 0.065],
-        [9.987, 0.935, 0.972],
-        [11.406, 1.135, 1.149],
-        [22.186, 2.219, 2.290],
-        [53.930, 8.329, 8.244],
-        [0.284, 0.115, 0.122],
-        [1.023, 0.213, 0.211],
-        [0.338, 0.112, 0.122],
-        [10.229, 1.228, 1.279],
-        [9.411, 8.712, 8.889],
-        [0.510, 0.397, 0.420],
-        [3.044, 0.734, 0.723],
-        [6.775, 0.881, 0.884],
-        [4.920, 3.360, 3.374],
-        [10.101, 3.375, 3.373],
-        [10.019, 3.363, 3.369],
-        [1.262, 1.139, 1.090],
-        [0.364, 0.134, 0.173],
-        [0.194, 0.054, 0.059],
-        [0.297, 0.102, 0.102],
-        [0.583, 0.322, 0.316],
-        [0.183, 0.029, 0.033],
-        [0.162, 0.034, 0.032],
-        [0.148, 0.023, 0.024]
+        [0.053,0.002,0.002],
+        [0.112,0.022,0.021],
+        [0.213,0.082,0.078],
+        [0.459,0.072,0.073],
+        [1.119,0.668,0.672],
+        [0.983,0.658,0.655],
+        [0.067,0.007,0.006],
+        [0.117,0.024,0.023],
+        [0.936,0.826,0.793],
+        [1.586,0.919,0.952],
+        [0.552,0.165,0.174],
+        [0.889,0.187,0.192],
+        [1.191,0.687,0.707],
+        [2.540,1.106,1.206],
+        [1.093,0.692,0.696],
+        [0.877,0.766,0.775],
+        [2.547,1.453,1.459],
+        [2.533,1.436,1.448],
+        [5.298,2.977,2.975],
+        [0.267,0.066,0.063],
+        [10.110,0.903,0.853],
+        [11.407,1.068,1.045],
+        [22.194,2.124,2.130],
+        [52.622,7.951,7.842],
+        [0.267,0.109,0.118],
+        [1.220,0.206,0.197],
+        [0.429,0.118,0.110],
+        [10.442,1.262,1.243],
+        [9.429,9.016,8.677],
+        [0.593,0.485,0.475],
+        [3.042,0.661,0.648],
+        [6.791,0.812,0.786],
+        [4.912,2.960,2.949],
+        [10.133,3.179,3.161],
+        [10.140,3.198,3.196],
+        [1.152,1.006,1.043],
+        [0.347,0.167,0.169],
+        [0.170,0.052,0.062],
+        [0.261,0.095,0.095],
+        [0.549,0.304,0.304],
+        [0.153,0.027,0.031],
+        [0.134,0.024,0.024],
+        [0.133,0.021,0.021]
     ]
-}
+}
\ No newline at end of file
diff --git a/datafusion-partitioned/results/c6a.xlarge.json b/datafusion-partitioned/results/c6a.xlarge.json
index ae989df5c..50351d2fe 100644
--- a/datafusion-partitioned/results/c6a.xlarge.json
+++ b/datafusion-partitioned/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, partitioned)",
-    "date": "2026-03-05",
+    "date": "2026-05-01",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.048, 0.002, 0.002],
-        [0.174, 0.071, 0.068],
-        [0.507, 0.219, 0.211],
-        [0.674, 0.184, 0.182],
-        [2.292, 1.748, 1.753],
-        [2.494, 1.798, 1.784],
-        [0.064, 0.008, 0.009],
-        [0.175, 0.074, 0.072],
-        [2.680, 2.102, 2.110],
-        [3.289, 2.454, 2.500],
-        [1.043, 0.475, 0.478],
-        [1.075, 0.539, 0.540],
-        [2.141, 1.486, 1.490],
-        [2.926, 2.062, 2.092],
-        [2.076, 1.441, 1.444],
-        [2.508, 1.947, 2.487],
-        [4.195, 3.535, 3.489],
-        [4.278, 3.485, 3.423],
-        [15.543, 16.084, 36.539],
-        [0.526, 0.156, 0.154],
-        [9.610, 2.176, 2.193],
-        [11.348, 2.647, 2.654],
-        [22.209, 17.166, 16.068],
-        [55.292, 50.368, 48.475],
-        [0.523, 0.200, 0.200],
-        [1.045, 0.548, 0.545],
-        [0.436, 0.211, 0.218],
-        [9.845, 2.909, 2.933],
-        [31.534, 29.998, 30.049],
-        [1.654, 1.486, 1.452],
-        [3.339, 1.639, 1.614],
-        [6.824, 1.572, 1.536],
-        [34.367, 84.716, 12.340],
-        [22.665, 23.858, 23.707],
-        [31.883, 29.284, 24.567],
-        [3.208, 2.523, 2.517],
-        [0.332, 0.194, 0.144],
-        [0.146, 0.064, 0.058],
-        [0.241, 0.094, 0.089],
-        [0.579, 0.244, 0.247],
-        [0.140, 0.038, 0.037],
-        [0.122, 0.036, 0.033],
-        [0.118, 0.028, 0.028]
+        [0.045,0.002,0.002],
+        [0.170,0.064,0.062],
+        [0.542,0.277,0.273],
+        [0.711,0.202,0.204],
+        [2.295,1.757,1.779],
+        [2.216,1.610,1.599],
+        [0.067,0.005,0.009],
+        [0.192,0.068,0.069],
+        [2.735,2.181,2.178],
+        [3.434,2.919,2.652],
+        [0.999,0.444,0.441],
+        [1.069,0.518,0.510],
+        [2.012,1.440,1.429],
+        [2.952,2.020,2.041],
+        [2.058,1.426,1.429],
+        [2.521,1.963,1.935],
+        [4.192,3.491,3.695],
+        [4.167,3.638,3.474],
+        [12.121,23.126,28.416],
+        [0.537,0.146,0.147],
+        [9.618,2.151,2.181],
+        [11.376,2.547,2.566],
+        [22.207,17.242,15.875],
+        [54.945,50.119,47.951],
+        [0.547,0.191,0.191],
+        [1.077,0.511,0.509],
+        [0.405,0.200,0.199],
+        [9.861,2.938,3.006],
+        [32.061,30.696,30.842],
+        [1.930,1.766,1.755],
+        [3.252,1.526,1.536],
+        [6.810,1.508,1.533],
+        [89.564,46.509,44.037],
+        [29.473,24.452,30.372],
+        [42.222,26.501,29.804],
+        [3.301,2.662,2.653],
+        [0.316,0.142,0.145],
+        [0.165,0.059,0.054],
+        [0.233,0.087,0.087],
+        [0.501,0.251,0.251],
+        [0.142,0.028,0.026],
+        [0.130,0.025,0.029],
+        [0.123,0.026,0.025]
     ]
-}
+}
\ No newline at end of file
diff --git a/datafusion-partitioned/results/c8g.4xlarge.json b/datafusion-partitioned/results/c8g.4xlarge.json
index 7d4010b87..013c2e320 100644
--- a/datafusion-partitioned/results/c8g.4xlarge.json
+++ b/datafusion-partitioned/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, partitioned)",
-    "date": "2026-03-05",
+    "date": "2026-05-01",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.045, 0.002, 0.002],
-        [0.090, 0.017, 0.016],
-        [0.200, 0.047, 0.048],
-        [0.439, 0.040, 0.039],
-        [1.017, 0.272, 0.284],
-        [0.888, 0.418, 0.406],
-        [0.057, 0.006, 0.006],
-        [0.101, 0.017, 0.016],
-        [0.771, 0.404, 0.356],
-        [1.485, 0.588, 0.591],
-        [0.513, 0.111, 0.111],
-        [0.923, 0.126, 0.120],
-        [1.169, 0.389, 0.390],
-        [2.292, 0.499, 0.553],
-        [0.978, 0.372, 0.357],
-        [0.514, 0.340, 0.301],
-        [2.402, 0.638, 0.601],
-        [2.284, 0.596, 0.590],
-        [4.552, 1.144, 1.126],
-        [0.288, 0.037, 0.039],
-        [10.105, 0.644, 0.598],
-        [11.434, 0.644, 0.644],
-        [22.177, 1.065, 1.036],
-        [53.900, 2.757, 2.755],
-        [0.251, 0.086, 0.083],
-        [1.221, 0.154, 0.143],
-        [0.455, 0.089, 0.086],
-        [10.416, 0.711, 0.715],
-        [8.959, 6.710, 6.667],
-        [0.461, 0.351, 0.345],
-        [3.018, 0.335, 0.338],
-        [6.753, 0.426, 0.330],
-        [4.791, 0.928, 0.928],
-        [9.914, 1.267, 1.375],
-        [9.889, 1.304, 1.331],
-        [0.688, 0.494, 0.515],
-        [0.314, 0.141, 0.143],
-        [0.149, 0.051, 0.052],
-        [0.266, 0.089, 0.088],
-        [0.520, 0.259, 0.257],
-        [0.134, 0.023, 0.028],
-        [0.119, 0.022, 0.022],
-        [0.118, 0.022, 0.021]
+        [0.036,0.002,0.002],
+        [0.074,0.014,0.014],
+        [0.176,0.053,0.052],
+        [0.671,0.045,0.047],
+        [1.152,0.276,0.267],
+        [0.992,0.393,0.397],
+        [0.047,0.005,0.005],
+        [0.084,0.016,0.016],
+        [0.787,0.383,0.357],
+        [1.545,0.640,0.616],
+        [0.548,0.103,0.097],
+        [1.128,0.104,0.112],
+        [1.389,0.389,0.398],
+        [2.364,0.486,0.498],
+        [1.024,0.375,0.375],
+        [0.540,0.294,0.303],
+        [2.313,0.578,0.584],
+        [2.330,0.573,0.588],
+        [4.597,1.136,1.164],
+        [0.236,0.039,0.037],
+        [10.310,0.613,0.596],
+        [11.423,0.672,0.664],
+        [22.233,1.048,1.049],
+        [52.695,2.520,2.500],
+        [0.250,0.083,0.081],
+        [1.418,0.146,0.137],
+        [0.625,0.079,0.076],
+        [10.548,0.718,0.731],
+        [8.953,6.700,6.752],
+        [0.441,0.348,0.349],
+        [3.049,0.334,0.330],
+        [6.806,0.374,0.336],
+        [4.827,0.964,0.894],
+        [9.900,1.291,1.302],
+        [9.899,1.298,1.287],
+        [0.648,0.532,0.538],
+        [0.271,0.141,0.142],
+        [0.129,0.052,0.053],
+        [0.227,0.083,0.085],
+        [0.469,0.268,0.271],
+        [0.117,0.023,0.024],
+        [0.100,0.021,0.022],
+        [0.094,0.021,0.021]
     ]
-}
+}
\ No newline at end of file
diff --git a/datafusion/README.md b/datafusion/README.md
index 6b110ba16..b7f6b5dd4 100644
--- a/datafusion/README.md
+++ b/datafusion/README.md
@@ -28,7 +28,7 @@ All with no EBS optimization and no instance store.
 5. `vi benchmark.sh` and modify the following line to target the DataFusion version
 
     ```bash
-    git checkout 47.0.0
+    git checkout 53.1.0
     ```
 
 6. `bash benchmark.sh`
diff --git a/datafusion/benchmark.sh b/datafusion/benchmark.sh
index f777b51aa..cd97a0aff 100755
--- a/datafusion/benchmark.sh
+++ b/datafusion/benchmark.sh
@@ -31,7 +31,7 @@ sudo apt-get install -y gcc
 echo "Install DataFusion main branch"
 git clone https://github.com/apache/arrow-datafusion.git
 cd arrow-datafusion/
-git checkout 52.2.0
+git checkout 53.1.0
 CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" cargo build --release --package datafusion-cli --bin datafusion-cli
 export PATH="`pwd`/target/release:$PATH"
 cd ..
diff --git a/datafusion/results/c6a.2xlarge.json b/datafusion/results/c6a.2xlarge.json
index c7c37e3a5..700da7e5d 100644
--- a/datafusion/results/c6a.2xlarge.json
+++ b/datafusion/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2026-03-06",
+    "date": "2026-05-01",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.046, 0.001, 0.001],
-        [0.158, 0.042, 0.043],
-        [0.293, 0.114, 0.113],
-        [0.388, 0.100, 0.102],
-        [1.307, 1.058, 1.049],
-        [1.400, 1.150, 1.151],
-        [0.126, 0.032, 0.034],
-        [0.166, 0.042, 0.046],
-        [1.544, 1.239, 1.229],
-        [1.843, 1.483, 1.474],
-        [0.591, 0.265, 0.272],
-        [0.633, 0.316, 0.295],
-        [1.311, 1.021, 1.016],
-        [2.706, 1.676, 1.613],
-        [1.291, 0.997, 0.982],
-        [1.431, 1.153, 1.165],
-        [2.785, 2.119, 2.138],
-        [2.748, 2.127, 2.095],
-        [5.079, 3.835, 3.845],
-        [0.322, 0.092, 0.092],
-        [9.765, 1.389, 1.400],
-        [11.281, 1.760, 1.786],
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+        [9.840, 1.380, 1.376],
+        [11.273, 1.796, 1.729],
+        [22.264, 5.298, 5.256],
+        [55.881, 50.519, 47.677],
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+        [2.650, 0.619, 0.632],
+        [9.774, 1.709, 1.725],
+        [18.609, 17.735, 17.836],
+        [1.012, 0.897, 0.909],
+        [2.854, 1.115, 1.115],
+        [6.246, 1.177, 1.151],
+        [4.502, 3.749, 3.745],
+        [10.428, 4.293, 4.338],
+        [10.451, 4.242, 4.271],
+        [1.799, 1.596, 1.584],
+        [0.317, 0.149, 0.154],
+        [0.243, 0.108, 0.095],
+        [0.323, 0.101, 0.102],
+        [0.581, 0.277, 0.273],
+        [0.195, 0.037, 0.034],
+        [0.172, 0.029, 0.035],
+        [0.168, 0.029, 0.030]
     ]
 }
diff --git a/datafusion/results/c6a.4xlarge.json b/datafusion/results/c6a.4xlarge.json
index 6e338346e..2bee11de2 100644
--- a/datafusion/results/c6a.4xlarge.json
+++ b/datafusion/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2026-03-04",
+    "date": "2026-05-01",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
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-        [0.200, 0.043, 0.043],
-        [0.184, 0.042, 0.042],
-        [0.186, 0.039, 0.040]
+        [0.066,0.001,0.001],
+        [0.142,0.036,0.035],
+        [0.193,0.060,0.059],
+        [0.348,0.065,0.065],
+        [1.043,0.684,0.677],
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+        [0.099,0.006,0.005],
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+        [1.322,0.902,0.937],
+        [0.475,0.181,0.182],
+        [0.702,0.199,0.194],
+        [0.967,0.740,0.749],
+        [2.447,1.088,1.111],
+        [0.957,0.729,0.738],
+        [0.917,0.773,0.780],
+        [2.519,1.506,1.506],
+        [2.478,1.501,1.484],
+        [4.924,2.952,2.956],
+        [0.245,0.076,0.075],
+        [9.990,0.973,0.957],
+        [11.297,1.202,1.188],
+        [22.273,2.918,2.941],
+        [55.806,9.488,9.449],
+        [2.643,0.409,0.414],
+        [0.802,0.315,0.317],
+        [2.640,0.427,0.424],
+        [9.786,1.182,1.187],
+        [10.121,9.220,9.332],
+        [0.568,0.461,0.447],
+        [2.796,0.742,0.736],
+        [6.238,0.872,0.871],
+        [4.481,2.973,2.938],
+        [10.032,3.229,3.247],
+        [10.037,3.246,3.244],
+        [1.182,1.028,1.051],
+        [0.325,0.200,0.160],
+        [0.215,0.110,0.108],
+        [0.330,0.111,0.121],
+        [0.593,0.286,0.288],
+        [0.203,0.041,0.040],
+        [0.176,0.040,0.038],
+        [0.175,0.037,0.036]
     ]
-}
+}
\ No newline at end of file
diff --git a/datafusion/results/c6a.xlarge.json b/datafusion/results/c6a.xlarge.json
index 28f0dd635..0b9c8b8b0 100644
--- a/datafusion/results/c6a.xlarge.json
+++ b/datafusion/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2026-03-05",
+    "date": "2026-05-01",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
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-        [2.316, 1.831, 1.830],
-        [3.077, 2.733, 2.710],
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-        [2.344, 1.948, 1.931],
-        [4.232, 3.745, 3.717],
-        [4.199, 3.685, 3.683],
-        [24.913, 15.694, 15.903],
-        [0.529, 0.151, 0.146],
-        [9.594, 2.623, 2.618],
-        [11.289, 3.392, 3.388],
-        [22.329, 18.262, 17.043],
-        [56.526, 51.335, 49.627],
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-        [32.432, 31.302, 31.155],
-        [1.586, 1.424, 1.427],
-        [2.993, 1.954, 1.941],
-        [6.259, 1.924, 1.946],
-        [54.977, 57.043, 20.247],
-        [50.164, 40.010, 53.622],
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-        [0.189, 0.032, 0.032],
-        [0.165, 0.029, 0.031],
-        [0.167, 0.025, 0.026]
+        [0.063,0.001,0.001],
+        [0.195,0.062,0.061],
+        [0.458,0.195,0.191],
+        [0.593,0.159,0.160],
+        [2.089,1.715,1.711],
+        [2.371,1.923,1.967],
+        [0.106,0.009,0.008],
+        [0.214,0.067,0.065],
+        [2.523,2.125,2.115],
+        [2.956,2.434,2.472],
+        [0.864,0.415,0.413],
+        [0.923,0.478,0.473],
+        [2.256,1.801,1.767],
+        [3.155,2.633,2.601],
+        [2.258,1.749,1.737],
+        [2.289,1.896,1.900],
+        [4.158,3.732,3.675],
+        [4.116,3.648,3.667],
+        [26.123,17.808,17.156],
+        [0.478,0.144,0.143],
+        [9.661,2.579,2.580],
+        [11.325,3.351,3.309],
+        [22.411,17.612,17.359],
+        [56.296,51.536,49.436],
+        [2.648,1.130,1.130],
+        [1.369,0.892,0.892],
+        [2.631,1.133,1.136],
+        [9.778,3.240,3.268],
+        [33.271,31.842,31.603],
+        [1.855,1.669,1.690],
+        [2.936,1.840,1.839],
+        [6.250,1.885,1.861],
+        [49.259,39.618,26.096],
+        [48.378,65.365,45.872],
+        [44.452,52.000,56.828],
+        [2.876,2.523,2.530],
+        [0.378,0.157,0.157],
+        [0.244,0.098,0.097],
+        [0.312,0.106,0.104],
+        [0.583,0.288,0.287],
+        [0.187,0.032,0.028],
+        [0.164,0.031,0.029],
+        [0.159,0.028,0.025]
     ]
-}
+}
\ No newline at end of file
diff --git a/datafusion/results/c8g.4xlarge.json b/datafusion/results/c8g.4xlarge.json
index 94d8d9791..f207583c0 100644
--- a/datafusion/results/c8g.4xlarge.json
+++ b/datafusion/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "DataFusion (Parquet, single)",
-    "date": "2026-03-05",
+    "date": "2026-05-01",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,48 +10,48 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.039, 0.001, 0.001],
-        [0.079, 0.019, 0.019],
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-        [10.000, 0.643, 0.612],
-        [11.238, 0.703, 0.759],
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-        [55.678, 3.513, 3.528],
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-        [0.875, 0.158, 0.157],
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-        [9.855, 0.702, 0.743],
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-        [6.181, 0.378, 0.393],
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-        [0.115, 0.026, 0.027],
-        [0.102, 0.024, 0.024],
-        [0.098, 0.023, 0.023]
+        [0.037,0.001,0.001],
+        [0.081,0.018,0.016],
+        [0.141,0.041,0.044],
+        [0.313,0.039,0.037],
+        [1.062,0.283,0.297],
+        [0.800,0.347,0.354],
+        [0.055,0.004,0.013],
+        [0.077,0.018,0.017],
+        [0.670,0.364,0.382],
+        [1.206,0.645,0.659],
+        [0.398,0.096,0.099],
+        [0.960,0.121,0.112],
+        [1.245,0.362,0.357],
+        [2.156,0.434,0.444],
+        [0.895,0.348,0.347],
+        [0.485,0.310,0.309],
+        [2.124,0.591,0.617],
+        [2.108,0.624,0.602],
+        [4.225,1.123,1.106],
+        [0.232,0.038,0.039],
+        [10.117,0.610,0.604],
+        [11.238,0.709,0.669],
+        [22.143,1.183,1.228],
+        [55.736,3.052,3.063],
+        [2.583,0.204,0.203],
+        [0.933,0.152,0.152],
+        [2.939,0.203,0.194],
+        [9.947,0.727,0.708],
+        [10.223,7.085,7.087],
+        [0.437,0.348,0.355],
+        [2.673,0.348,0.339],
+        [6.182,0.386,0.355],
+        [4.382,0.876,0.963],
+        [9.731,1.324,1.333],
+        [9.740,1.331,1.320],
+        [0.651,0.511,0.546],
+        [0.259,0.129,0.129],
+        [0.139,0.060,0.060],
+        [0.216,0.086,0.086],
+        [0.476,0.241,0.242],
+        [0.128,0.024,0.024],
+        [0.109,0.023,0.023],
+        [0.106,0.023,0.023]
     ]
-}
+}
\ No newline at end of file