From 3cac2097dc9781c53dcf48bb1f4f4ae86e088195 Mon Sep 17 00:00:00 2001
From: Alexey Milovidov <milovidov@clickhouse.com>
Date: Fri, 13 Mar 2026 14:46:03 -0700
Subject: [PATCH 1/4] Use userspace page cache instead of filesystem cache for
 datalake benchmarks

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 clickhouse-datalake-partitioned/benchmark.sh | 5 +----
 clickhouse-datalake-partitioned/run.sh       | 2 +-
 clickhouse-datalake/benchmark.sh             | 5 +----
 clickhouse-datalake/run.sh                   | 2 +-
 4 files changed, 4 insertions(+), 10 deletions(-)

diff --git a/clickhouse-datalake-partitioned/benchmark.sh b/clickhouse-datalake-partitioned/benchmark.sh
index 015f8d7fb..60f3aa158 100755
--- a/clickhouse-datalake-partitioned/benchmark.sh
+++ b/clickhouse-datalake-partitioned/benchmark.sh
@@ -7,10 +7,7 @@ curl https://clickhouse.com/ | sh
 # Configure
 
 > clickhouse-local.yaml echo "
-filesystem_caches:
-    cache:
-        path: '/dev/shm/clickhouse/'
-        max_size_ratio_to_total_space: 0.9
+page_cache_size: auto
 "
 
 # Run the queries
diff --git a/clickhouse-datalake-partitioned/run.sh b/clickhouse-datalake-partitioned/run.sh
index 4b5cf99f4..2d291d4d3 100755
--- a/clickhouse-datalake-partitioned/run.sh
+++ b/clickhouse-datalake-partitioned/run.sh
@@ -9,7 +9,7 @@ cat queries.sql | while read -r query; do
 
     echo -n "["
     for i in $(seq 1 $TRIES); do
-        RES=$(./clickhouse local --path . --time --format Null --filesystem_cache_name cache --query="$query" 2>&1) # (*)
+        RES=$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query="$query" 2>&1) # (*)
         [[ "$?" == "0" ]] && echo -n "${RES}" || echo -n "null"
         [[ "$i" != $TRIES ]] && echo -n ", "
 
diff --git a/clickhouse-datalake/benchmark.sh b/clickhouse-datalake/benchmark.sh
index 0d8cf4905..f8093a0b5 100755
--- a/clickhouse-datalake/benchmark.sh
+++ b/clickhouse-datalake/benchmark.sh
@@ -7,10 +7,7 @@ curl https://clickhouse.com/ | sh
 # Configure
 
 > clickhouse-local.yaml echo "
-filesystem_caches:
-    cache:
-        path: '/dev/shm/clickhouse/'
-        max_size_ratio_to_total_space: 0.9
+page_cache_size: auto
 "
 
 # Run the queries
diff --git a/clickhouse-datalake/run.sh b/clickhouse-datalake/run.sh
index 4b5cf99f4..2d291d4d3 100755
--- a/clickhouse-datalake/run.sh
+++ b/clickhouse-datalake/run.sh
@@ -9,7 +9,7 @@ cat queries.sql | while read -r query; do
 
     echo -n "["
     for i in $(seq 1 $TRIES); do
-        RES=$(./clickhouse local --path . --time --format Null --filesystem_cache_name cache --query="$query" 2>&1) # (*)
+        RES=$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query="$query" 2>&1) # (*)
         [[ "$?" == "0" ]] && echo -n "${RES}" || echo -n "null"
         [[ "$i" != $TRIES ]] && echo -n ", "
 

From 5dcb9bcaf4d1a494de65f98ed4850787b8975086 Mon Sep 17 00:00:00 2001
From: Alexey Milovidov <milovidov@clickhouse.com>
Date: Fri, 13 Mar 2026 23:12:44 +0000
Subject: [PATCH 2/4] Update results

---
 .../results/c6a.2xlarge.json                  | 86 +++++++++---------
 .../results/c6a.4xlarge.json                  | 88 +++++++++----------
 .../results/c6a.large.json                    | 82 ++++++++---------
 .../results/c6a.metal.json                    | 88 +++++++++----------
 .../results/c6a.xlarge.json                   | 82 ++++++++---------
 .../results/c7a.metal-48xl.json               | 88 +++++++++----------
 .../results/c8g.4xlarge.json                  | 88 +++++++++----------
 .../results/c8g.metal-48xl.json               | 88 +++++++++----------
 .../results/t3a.small.json                    | 82 ++++++++---------
 clickhouse-datalake/results/c6a.2xlarge.json  | 86 +++++++++---------
 clickhouse-datalake/results/c6a.4xlarge.json  | 88 +++++++++----------
 clickhouse-datalake/results/c6a.large.json    | 82 ++++++++---------
 clickhouse-datalake/results/c6a.metal.json    | 88 +++++++++----------
 clickhouse-datalake/results/c6a.xlarge.json   | 82 ++++++++---------
 .../results/c7a.metal-48xl.json               | 88 +++++++++----------
 clickhouse-datalake/results/c8g.4xlarge.json  | 88 +++++++++----------
 .../results/c8g.metal-48xl.json               | 88 +++++++++----------
 clickhouse-datalake/results/t3a.small.json    | 88 +++++++++----------
 18 files changed, 775 insertions(+), 775 deletions(-)

diff --git a/clickhouse-datalake-partitioned/results/c6a.2xlarge.json b/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
index 4f32b92ad..b1a96cc1d 100644
--- a/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [4.273, 0.137, 0.137],
-        [9.326, 0.174, 0.171],
-        [7.737, 0.236, 0.234],
-        [8.711, 0.217, 0.221],
-        [0.865, 0.769, 0.762],
-        [4.648, 1.391, 1.389],
-        [3.884, 0.174, 0.178],
-        [0.943, 0.168, 0.174],
-        [1.324, 0.873, 0.855],
-        [3.122, 1.030, 1.021],
-        [0.483, 0.367, 0.361],
-        [0.525, 0.386, 0.390],
-        [1.172, 1.071, 1.093],
-        [1.707, 1.574, 1.571],
-        [1.342, 1.247, 1.231],
-        [1.004, 0.886, 0.924],
-        [3.123, 3.052, 3.042],
-        [2.335, 2.248, 2.248],
-        [8.940, 7.644, 5.360],
-        [0.340, 0.214, 0.213],
-        [14.149, 3.702, 1.326],
-        [6.947, 1.471, 1.488],
-        [24.421, 21.538, 21.078],
-        [45.143, 50.120, 48.793],
-        [10.843, 2.190, 1.793],
-        [0.549, 0.433, 0.440],
-        [0.759, 0.626, 0.635],
-        [10.803, 5.302, 2.767],
-        [22.159, 20.778, 19.376],
-        [2.248, 2.107, 0.210],
-        [7.736, 4.334, 2.585],
-        [12.398, 9.136, 7.310],
+        [0.415, 0.402, 0.394],
+        [1.294, 1.217, 1.232],
+        [1.698, 1.564, 1.551],
+        [1.507, 1.411, 1.382],
+        [1.832, 1.8, 1.779],
+        [2.142, 2.024, 2.086],
+        [1.439, 1.353, 1.366],
+        [1.356, 1.206, 1.208],
+        [1.884, 1.777, 1.818],
+        [2.61, 2.489, 2.584],
+        [2.482, 2.293, 2.375],
+        [2.458, 2.351, 2.343],
+        [2.193, 2.068, 2.039],
+        [3.277, 3.182, 3.168],
+        [2.159, 1.981, 2.025],
+        [1.98, 1.886, 1.898],
+        [3.853, 3.781, 3.75],
+        [3.05, 2.901, 2.963],
+        [5.928, 5.931, 5.889],
+        [1.328, 1.239, 1.231],
+        [4.888, 4.765, 4.669],
+        [6.04, 5.894, 5.909],
+        [10.749, 10.565, 10.385],
+        [19.783, 19.321, 19.966],
+        [2.987, 2.768, 2.752],
+        [1.802, 1.642, 1.671],
+        [2.964, 2.865, 2.804],
+        [5.312, 5.395, 5.301],
+        [19.902, 19.691, 19.895],
+        [1.489, 1.38, 1.368],
+        [2.979, 2.822, 2.875],
+        [4.21, 4.056, 4.039],
         [null, null, null],
-        [13.980, 6.157, 5.892],
-        [4.867, null, 5.643],
-        [3.937, 1.928, 0.870],
-        [2.503, 0.246, 0.231],
-        [1.616, 1.188, 1.348],
-        [1.334, 0.176, 0.178],
-        [1.888, 0.329, 0.326],
-        [1.744, 0.166, 0.161],
-        [0.291, 0.161, 0.170],
-        [0.293, 0.160, 0.159]
+        [6.95, 6.671, 6.809],
+        [7.006, 6.548, 6.841],
+        [1.754, 1.683, 1.69],
+        [0.647, 0.492, 0.491],
+        [0.611, 0.479, 0.489],
+        [0.599, 0.511, 0.478],
+        [0.843, 0.715, 0.702],
+        [0.566, 0.421, 0.421],
+        [0.552, 0.441, 0.43],
+        [0.561, 0.409, 0.408]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
index 2cf2ac77f..2595150f6 100644
--- a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [2.606, 0.143, 0.145],
-        [5.938, 0.161, 0.171],
-        [4.838, 0.203, 0.208],
-        [6.602, 0.205, 0.216],
-        [0.627, 0.534, 0.545],
-        [2.892, 0.830, 0.877],
-        [3.535, 0.173, 0.168],
-        [0.332, 0.166, 0.168],
-        [0.739, 0.652, 0.632],
-        [0.888, 0.767, 0.761],
-        [0.447, 0.366, 0.339],
-        [0.468, 0.341, 0.337],
-        [0.874, 0.786, 0.794],
-        [1.226, 1.118, 1.121],
-        [0.982, 0.909, 0.909],
-        [0.720, 0.621, 0.630],
-        [2.021, 1.919, 2.094],
-        [1.392, 1.554, 1.351],
-        [6.087, 3.855, 3.764],
-        [0.316, 0.208, 0.202],
-        [8.831, 1.240, 1.207],
-        [1.455, 1.367, 1.350],
-        [8.704, 1.727, 1.742],
-        [17.773, 3.028, 3.051],
-        [0.591, 0.491, 0.497],
-        [0.481, 0.375, 0.382],
-        [0.587, 0.476, 0.482],
-        [2.223, 1.208, 1.219],
-        [10.077, 9.774, 9.796],
-        [0.384, 0.190, 0.196],
-        [0.878, 0.733, 0.759],
-        [1.325, 3.144, 1.203],
-        [4.728, 4.608, 4.647],
-        [3.822, 3.186, 3.213],
-        [3.261, 3.196, 3.226],
-        [0.630, 0.478, 0.470],
-        [0.378, 0.236, 0.232],
-        [0.329, 0.181, 0.190],
-        [0.313, 0.180, 0.195],
-        [0.446, 0.317, 0.303],
-        [0.300, 0.162, 0.159],
-        [0.302, 0.170, 0.163],
-        [0.295, 0.168, 0.165]
+        [0.704, 0.405, 0.26],
+        [1.767, 1.192, 0.67],
+        [1.314, 0.96, 0.9],
+        [1.741, 1.109, 0.8],
+        [1.094, 1.008, 1.007],
+        [1.317, 1.218, 1.156],
+        [0.87, 0.769, 0.754],
+        [0.795, 0.721, 0.685],
+        [1.141, 1.05, 1.041],
+        [1.719, 1.601, 1.586],
+        [1.42, 1.291, 1.365],
+        [1.407, 1.336, 1.302],
+        [1.282, 1.112, 1.158],
+        [1.895, 1.716, 1.771],
+        [1.371, 1.153, 1.225],
+        [1.209, 1.09, 1.066],
+        [2.414, 2.445, 2.341],
+        [1.741, 1.68, 1.675],
+        [4.352, 4.25, 4.164],
+        [0.769, 0.686, 0.663],
+        [3.251, 2.954, 2.815],
+        [3.598, 3.279, 3.327],
+        [5.406, 5.88, 5.376],
+        [11.113, 11.164, 10.727],
+        [1.646, 1.545, 1.493],
+        [0.983, 0.913, 0.916],
+        [1.672, 1.514, 1.501],
+        [3.044, 2.958, 3.109],
+        [10.398, 10.567, 10.297],
+        [0.882, 0.775, 0.8],
+        [1.761, 1.635, 1.648],
+        [2.652, 2.513, 2.526],
+        [5.371, 5.183, 5.217],
+        [4.617, 4.675, 4.19],
+        [4.395, 4.236, 4.303],
+        [1.054, 0.93, 0.905],
+        [0.59, 0.446, 0.45],
+        [0.527, 0.373, 0.372],
+        [0.526, 0.388, 0.38],
+        [0.75, 0.602, 0.605],
+        [0.446, 0.305, 0.295],
+        [0.455, 0.326, 0.317],
+        [0.396, 0.254, 0.267]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.large.json b/clickhouse-datalake-partitioned/results/c6a.large.json
index 780e60a16..8c287b24c 100644
--- a/clickhouse-datalake-partitioned/results/c6a.large.json
+++ b/clickhouse-datalake-partitioned/results/c6a.large.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [8.452, 0.161, 0.165],
-        [20.035, 17.635, 16.450],
-        [31.105, 29.899, 30.359],
-        [29.100, 26.927, 26.965],
-        [26.719, 27.197, 26.298],
-        [31.497, 30.333, 29.426],
-        [18.529, 17.769, 16.962],
-        [17.896, 15.616, 10.877],
-        [28.765, 27.047, 26.520],
-        [36.830, 35.943, 34.973],
-        [39.224, 39.161, 39.104],
-        [38.421, 37.915, 37.727],
-        [24.954, 23.657, 21.667],
-        [43.533, 71.761, 44.434],
-        [27.562, 22.645, 25.129],
-        [28.775, 27.331, 26.650],
-        [39.507, 98.389, 39.958],
-        [50.210, 37.239, 35.793],
-        [57.942, 74.690, null],
-        [23.417, 19.099, 16.442],
-        [59.534, 57.474, 57.478],
-        [85.196, 84.302, 84.240],
-        [141.481, 137.377, 135.052],
-        [215.887, 213.934, 218.009],
-        [67.973, 61.885, 62.202],
-        [31.945, 31.242, 31.415],
-        [55.749, 54.613, 54.880],
-        [66.010, 63.194, 63.682],
-        [103.272, 99.935, 99.498],
-        [27.211, 27.255, 25.429],
-        [44.217, 43.467, 44.803],
-        [57.210, 55.755, 53.430],
+        [1.363, 1.308, 1.296],
+        [3.646, 3.513, 3.448],
+        [6.092, 5.883, 5.829],
+        [5.537, 5.508, 5.473],
+        [6.634, 6.52, 6.289],
+        [7.97, 7.861, 7.85],
+        [3.982, 3.898, 3.835],
+        [3.601, 3.623, 3.596],
+        [6.756, 6.719, 6.619],
+        [8.304, 8.045, 7.941],
+        [8.872, 8.731, 8.559],
+        [8.903, 8.776, 8.666],
+        [7.781, 7.745, 7.668],
+        [14.411, 14.643, 14.681],
+        [9.967, 8.154, 8.227],
+        [7.113, 6.692, 6.907],
+        [15.811, 15.534, 15.719],
+        [12.882, 12.737, 12.816],
+        [26.062, 26.068, 26.075],
+        [4.761, 4.617, 4.725],
+        [17.176, 16.869, 16.839],
+        [22.259, 22.095, 22.03],
+        [39.796, 39.603, 39.624],
+        [69.804, 69.946, 70.775],
+        [10.907, 10.587, 10.675],
+        [6.501, 6.408, 6.48],
+        [11, 10.775, 10.493],
+        [18.519, 18.231, 18.253],
+        [81.285, 80.685, 80.725],
+        [4.792, 4.303, 4.655],
+        [9.171, 9.016, 9.154],
+        [12.761, 12.572, 12.72],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [30.776, 27.251, 25.289],
-        [6.369, 0.331, 0.331],
-        [1.959, 0.238, 0.237],
-        [2.531, 0.226, 0.256],
-        [2.430, 0.958, 0.488],
-        [1.897, 0.208, 0.209],
-        [0.478, 0.201, 0.201],
-        [0.342, 0.188, 0.186]
+        [6.243, 6.179, 6.261],
+        [1.943, 1.804, 1.762],
+        [1.721, 1.585, 1.557],
+        [1.811, 1.701, 1.643],
+        [2.197, 2.053, 2.073],
+        [1.685, 1.517, 1.497],
+        [1.611, 1.505, 1.546],
+        [1.617, 1.413, 1.424]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.metal.json b/clickhouse-datalake-partitioned/results/c6a.metal.json
index 93e0c84ae..dde68ecdb 100644
--- a/clickhouse-datalake-partitioned/results/c6a.metal.json
+++ b/clickhouse-datalake-partitioned/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [2.069, 0.193, 0.198],
-        [7.286, 0.220, 0.223],
-        [3.367, 0.258, 0.272],
-        [7.453, 0.260, 0.256],
-        [0.456, 0.423, 0.401],
-        [2.239, 0.448, 0.441],
-        [2.828, 0.238, 0.232],
-        [0.372, 0.242, 0.220],
-        [0.665, 0.578, 0.531],
-        [1.493, 0.589, 0.603],
-        [0.477, 0.370, 0.358],
-        [0.433, 0.345, 0.347],
-        [0.488, 0.416, 0.445],
-        [0.585, 0.456, 0.504],
-        [0.507, 0.424, 0.427],
-        [0.426, 0.356, 0.362],
-        [0.747, 0.632, 0.685],
-        [0.659, 0.537, 0.541],
-        [3.179, 1.076, 1.076],
-        [0.314, 0.245, 0.235],
-        [6.244, 0.620, 0.639],
-        [0.760, 0.611, 0.638],
-        [4.190, 0.774, 0.801],
-        [7.600, 1.346, 1.409],
-        [0.432, 0.349, 0.347],
-        [0.404, 0.298, 0.318],
-        [0.428, 0.341, 0.367],
-        [0.778, 0.636, 0.653],
-        [2.944, 2.535, 2.791],
-        [0.355, 0.263, 0.255],
-        [0.524, 0.439, 0.439],
-        [0.635, 0.602, 0.537],
-        [1.699, 1.493, 1.588],
-        [1.191, 1.070, 1.038],
-        [1.188, 1.119, 1.078],
-        [0.424, 0.301, 0.305],
-        [0.384, 0.282, 0.266],
-        [0.349, 0.253, 0.247],
-        [0.362, 0.244, 0.224],
-        [0.456, 0.325, 0.338],
-        [0.329, 0.223, 0.220],
-        [0.344, 0.222, 0.218],
-        [0.318, 0.209, 0.225]
+        [0.222, 0.184, 0.175],
+        [0.406, 0.316, 0.324],
+        [0.482, 0.394, 0.417],
+        [0.423, 0.388, 0.376],
+        [0.676, 0.584, 0.562],
+        [0.695, 0.595, 0.592],
+        [0.41, 0.347, 0.348],
+        [0.418, 0.316, 0.33],
+        [0.751, 0.655, 0.659],
+        [0.96, 0.837, 0.879],
+        [0.715, 0.615, 0.623],
+        [0.675, 0.624, 0.577],
+        [0.649, 0.564, 0.565],
+        [0.876, 0.852, 0.813],
+        [0.676, 0.636, 0.611],
+        [0.539, 0.455, 0.509],
+        [0.984, 0.921, 0.925],
+        [0.84, 0.866, 0.757],
+        [1.313, 1.298, 1.254],
+        [0.415, 0.346, 0.329],
+        [2.023, 1.622, 1.801],
+        [1.888, 1.955, 2.13],
+        [2.475, 2.406, 2.271],
+        [4.405, 4.2, 4.146],
+        [0.711, 0.61, 0.639],
+        [0.507, 0.447, 0.482],
+        [0.748, 0.597, 0.586],
+        [1.775, 1.656, 1.888],
+        [2.905, 3.012, 2.943],
+        [0.467, 0.36, 0.385],
+        [0.86, 0.847, 0.791],
+        [1.171, 1.098, 1.088],
+        [1.827, 1.881, 1.856],
+        [2.222, 2.103, 2.182],
+        [2.162, 1.968, 2.082],
+        [0.53, 0.406, 0.403],
+        [0.602, 0.504, 0.486],
+        [0.413, 0.325, 0.414],
+        [0.545, 0.473, 0.423],
+        [0.768, 0.635, 0.611],
+        [0.461, 0.323, 0.29],
+        [0.424, 0.318, 0.335],
+        [0.408, 0.245, 0.263]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.xlarge.json b/clickhouse-datalake-partitioned/results/c6a.xlarge.json
index 530f7bd3d..d3edc9ffc 100644
--- a/clickhouse-datalake-partitioned/results/c6a.xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [4.721, 0.143, 0.146],
-        [14.052, 0.202, 0.197],
-        [10.759, 0.309, 0.307],
-        [14.995, 4.024, 0.267],
-        [1.175, 1.072, 1.081],
-        [12.397, 2.433, 2.485],
-        [10.982, 0.211, 0.206],
-        [5.209, 0.197, 0.199],
-        [5.154, 1.402, 1.389],
-        [12.190, 9.632, 10.020],
-        [4.686, 1.562, 1.350],
-        [0.723, 1.462, 0.575],
-        [4.998, 2.865, 1.737],
-        [6.001, 4.568, 4.515],
-        [3.554, 1.949, 1.941],
-        [2.295, 1.217, 1.233],
-        [8.477, 7.457, 7.853],
-        [5.693, 7.035, 6.825],
-        [31.501, 24.615, 23.675],
-        [2.632, 0.262, 0.250],
-        [25.565, 25.616, 24.115],
-        [30.784, 30.774, 30.818],
-        [59.249, 59.556, 61.949],
-        [114.692, 108.514, 109.347],
-        [25.585, 24.111, 22.841],
-        [10.080, 3.078, 2.296],
-        [20.286, 19.511, 19.144],
-        [29.850, 27.853, 28.430],
-        [46.091, 46.990, 46.713],
-        [10.373, 2.664, 1.505],
-        [19.322, 18.581, 17.422],
-        [26.967, 25.141, 24.754],
+        [0.723, 0.671, 0.665],
+        [2.4, 2.311, 2.328],
+        [3.099, 3.13, 3.063],
+        [2.84, 2.712, 2.79],
+        [3.337, 3.376, 3.403],
+        [4.018, 3.854, 3.982],
+        [2.686, 2.59, 2.603],
+        [2.502, 2.344, 2.312],
+        [3.508, 3.369, 3.423],
+        [4.33, 4.285, 4.229],
+        [4.792, 4.632, 4.523],
+        [4.836, 4.612, 4.574],
+        [4.062, 3.842, 3.977],
+        [6.13, 6.057, 6.05],
+        [4.191, 3.853, 3.945],
+        [3.618, 3.549, 3.551],
+        [6.392, 9.76, 9.986],
+        [5.122, 4.978, 4.989],
+        [14.041, 13.781, 14.044],
+        [2.461, 2.493, 2.344],
+        [8.745, 8.666, 8.931],
+        [11.314, 11.201, 11.192],
+        [20.422, 20.203, 20.187],
+        [36.921, 36.631, 36.867],
+        [5.64, 5.458, 5.637],
+        [3.393, 3.247, 3.238],
+        [5.506, 5.483, 5.395],
+        [9.717, 9.592, 9.747],
+        [39.45, 39.075, 39.035],
+        [2.79, 2.651, 2.707],
+        [4.955, 5.01, 4.865],
+        [7.176, 6.888, 6.751],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [12.657, 2.475, 2.948],
-        [3.274, 1.463, 0.263],
-        [1.793, 0.194, 1.191],
-        [1.526, 0.187, 0.182],
-        [2.225, 0.350, 0.359],
-        [1.746, 0.171, 0.171],
-        [0.425, 0.167, 0.172],
-        [0.297, 0.164, 0.162]
+        [3.371, 3.275, 3.217],
+        [1.048, 0.923, 0.907],
+        [0.943, 0.798, 0.769],
+        [0.996, 0.832, 0.845],
+        [1.224, 1.073, 1.057],
+        [0.909, 0.781, 0.801],
+        [0.935, 0.778, 0.797],
+        [0.886, 0.738, 0.714]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
index fbc94fb38..0a8e5a461 100644
--- a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.609, 0.199, 0.218],
-        [5.296, 0.239, 0.230],
-        [3.393, 0.263, 0.272],
-        [5.858, 0.248, 0.252],
-        [0.650, 0.585, 0.596],
-        [2.531, 0.609, 0.615],
-        [2.764, 0.246, 0.229],
-        [0.326, 0.222, 0.248],
-        [0.614, 0.542, 0.524],
-        [1.996, 0.604, 0.588],
-        [0.487, 0.362, 0.369],
-        [0.445, 0.371, 0.353],
-        [0.467, 0.380, 0.396],
-        [0.530, 0.455, 0.461],
-        [0.463, 0.376, 0.380],
-        [0.397, 0.340, 0.331],
-        [0.604, 0.533, 0.514],
-        [0.530, 0.446, 0.483],
-        [2.696, 0.843, 0.966],
-        [0.301, 0.241, 0.241],
-        [5.509, 0.636, 0.663],
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-        [0.438, 0.345, 0.345],
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-        [2.271, 2.001, 2.100],
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-        [0.529, 0.434, 0.437],
-        [0.677, 0.523, 0.506],
-        [1.090, 1.018, 0.959],
-        [1.105, 0.966, 1.057],
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-        [0.393, 0.312, 0.311],
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-        [0.359, 0.227, 0.233],
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-        [0.354, 0.238, 0.226],
-        [0.353, 0.219, 0.226],
-        [0.332, 0.226, 0.214]
+        [0.261, 0.193, 0.213],
+        [0.394, 0.283, 0.255],
+        [0.465, 0.346, 0.382],
+        [0.417, 0.335, 0.318],
+        [0.739, 0.656, 0.715],
+        [0.857, 0.736, 0.721],
+        [0.408, 0.303, 0.312],
+        [0.405, 0.311, 0.296],
+        [0.725, 0.607, 0.62],
+        [0.913, 0.777, 0.751],
+        [0.612, 0.512, 0.512],
+        [0.68, 0.502, 0.508],
+        [0.589, 0.459, 0.471],
+        [0.76, 0.686, 0.58],
+        [0.574, 0.665, 0.583],
+        [0.475, 0.38, 0.417],
+        [0.841, 0.688, 0.659],
+        [0.725, 0.619, 0.63],
+        [1.005, 0.914, 0.836],
+        [0.383, 0.297, 0.287],
+        [1.74, 1.413, 1.641],
+        [1.82, 1.851, 1.816],
+        [2.077, 2.38, 2.229],
+        [3.909, 4.363, 4.045],
+        [0.762, 0.781, 0.61],
+        [0.507, 0.406, 0.432],
+        [0.692, 0.495, 0.561],
+        [1.686, 1.606, 1.929],
+        [2.227, 2.475, 2.124],
+        [0.459, 0.356, 0.359],
+        [0.705, 0.613, 0.676],
+        [1.03, 0.804, 0.816],
+        [1.291, 1.138, 1.207],
+        [1.977, 1.62, 1.586],
+        [1.709, 1.75, 1.998],
+        [0.473, 0.421, 0.342],
+        [0.638, 0.508, 0.5],
+        [0.489, 0.351, 0.339],
+        [0.61, 0.458, 0.417],
+        [0.751, 0.659, 0.639],
+        [0.497, 0.408, 0.38],
+        [0.484, 0.331, 0.358],
+        [0.428, 0.287, 0.269]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
index 51bfccea2..979650ed1 100644
--- a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [2.297, 0.137, 0.133],
-        [5.038, 0.152, 0.156],
-        [4.338, 0.187, 0.175],
-        [6.432, 0.172, 0.175],
-        [0.394, 0.326, 0.327],
-        [2.386, 0.470, 0.462],
-        [3.223, 0.157, 0.155],
-        [0.256, 0.148, 0.151],
-        [0.480, 0.410, 0.402],
-        [0.544, 0.460, 0.454],
-        [0.337, 0.263, 0.272],
-        [0.357, 0.262, 0.267],
-        [0.566, 0.451, 0.488],
-        [0.667, 0.621, 0.607],
-        [0.597, 0.511, 0.486],
-        [0.426, 0.366, 0.348],
-        [0.930, 0.925, 1.001],
-        [0.874, 0.794, 0.839],
-        [4.569, 1.580, 1.636],
-        [0.245, 0.167, 0.161],
-        [8.399, 0.606, 0.617],
-        [0.769, 0.707, 0.659],
-        [8.323, 0.900, 0.913],
-        [17.624, 1.686, 1.598],
-        [0.401, 0.337, 0.336],
-        [0.325, 0.259, 0.259],
-        [0.406, 0.335, 0.322],
-        [0.652, 0.568, 0.568],
-        [5.706, 5.690, 5.328],
-        [0.257, 0.176, 0.182],
-        [0.513, 0.442, 0.440],
-        [0.644, 0.556, 0.570],
-        [1.838, 1.800, 1.795],
-        [1.472, 1.415, 1.505],
-        [1.448, 1.434, 1.428],
-        [0.389, 0.318, 0.314],
-        [0.279, 0.190, 0.195],
-        [0.249, 0.171, 0.175],
-        [0.252, 0.159, 0.174],
-        [0.346, 0.252, 0.255],
-        [0.251, 0.158, 0.157],
-        [0.248, 0.155, 0.159],
-        [0.234, 0.147, 0.153]
+        [0.249, 0.214, 0.214],
+        [0.689, 0.663, 0.667],
+        [0.889, 0.87, 0.835],
+        [0.79, 0.767, 0.762],
+        [0.961, 0.916, 0.927],
+        [1.007, 1.016, 0.987],
+        [0.719, 0.665, 0.678],
+        [0.683, 0.65, 0.673],
+        [0.959, 0.96, 0.948],
+        [1.53, 1.482, 1.408],
+        [1.379, 1.286, 1.283],
+        [1.356, 1.281, 1.299],
+        [1.1, 0.991, 1.043],
+        [1.579, 1.565, 1.561],
+        [1.089, 0.998, 0.959],
+        [0.985, 0.918, 0.932],
+        [1.742, 1.838, 1.708],
+        [1.537, 1.559, 1.553],
+        [2.463, 2.335, 2.36],
+        [0.663, 0.632, 0.634],
+        [3.021, 2.927, 2.776],
+        [3.682, 3.413, 3.385],
+        [5.486, 5.469, 5.603],
+        [10.182, 10.205, 10.11],
+        [1.539, 1.483, 1.544],
+        [0.892, 0.87, 0.843],
+        [1.506, 1.45, 1.454],
+        [3.086, 2.871, 2.846],
+        [6.272, 6.214, 6.122],
+        [0.752, 0.703, 0.692],
+        [1.658, 1.62, 1.568],
+        [2.36, 2.279, 2.298],
+        [3.07, 3.005, 2.987],
+        [3.313, 3.274, 3.178],
+        [3.067, 3.122, 3.258],
+        [0.908, 0.863, 0.878],
+        [0.515, 0.448, 0.459],
+        [0.409, 0.333, 0.363],
+        [0.441, 0.379, 0.384],
+        [0.649, 0.572, 0.589],
+        [0.368, 0.288, 0.28],
+        [0.385, 0.335, 0.319],
+        [0.318, 0.255, 0.258]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
index 2a02cff0c..59ceff234 100644
--- a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [2.012, 0.194, 0.202],
-        [6.597, 0.238, 0.235],
-        [3.504, 0.227, 0.238],
-        [6.988, 0.221, 0.226],
-        [0.472, 0.446, 0.452],
-        [2.100, 0.553, 0.490],
-        [2.545, 0.227, 0.218],
-        [0.281, 0.223, 0.221],
-        [0.460, 0.415, 0.414],
-        [1.463, 0.466, 0.471],
-        [0.362, 0.297, 0.301],
-        [0.339, 0.295, 0.287],
-        [0.372, 0.343, 0.323],
-        [0.431, 0.375, 0.381],
-        [0.393, 0.328, 0.348],
-        [0.328, 0.289, 0.307],
-        [0.488, 0.495, 0.483],
-        [0.489, 0.458, 0.474],
-        [2.438, 0.850, 0.800],
-        [0.243, 0.199, 0.199],
-        [6.522, 0.503, 0.495],
-        [0.597, 0.560, 0.523],
-        [4.289, 0.653, 0.637],
-        [7.581, 1.345, 1.302],
-        [0.332, 0.294, 0.295],
-        [0.310, 0.259, 0.269],
-        [0.334, 0.301, 0.285],
-        [0.580, 0.527, 0.525],
-        [2.638, 2.522, 2.395],
-        [0.341, 0.294, 0.285],
-        [0.389, 0.340, 0.356],
-        [0.469, 0.405, 0.407],
-        [1.042, 0.963, 1.010],
-        [0.800, 0.734, 0.779],
-        [0.826, 0.739, 0.756],
-        [0.321, 0.280, 0.278],
-        [0.311, 0.241, 0.239],
-        [0.291, 0.227, 0.219],
-        [0.297, 0.236, 0.232],
-        [0.350, 0.273, 0.284],
-        [0.286, 0.219, 0.207],
-        [0.280, 0.214, 0.219],
-        [0.284, 0.215, 0.207]
+        [0.209, 0.159, 0.167],
+        [0.359, 0.3, 0.335],
+        [0.481, 0.369, 0.379],
+        [0.363, 0.35, 0.336],
+        [0.493, 0.465, 0.472],
+        [0.536, 0.505, 0.504],
+        [0.349, 0.317, 0.308],
+        [0.352, 0.315, 0.314],
+        [0.549, 0.51, 0.557],
+        [0.751, 0.688, 0.693],
+        [0.562, 0.545, 0.518],
+        [0.596, 0.47, 0.502],
+        [0.468, 0.448, 0.414],
+        [0.599, 0.655, 0.606],
+        [0.505, 0.447, 0.405],
+        [0.429, 0.374, 0.376],
+        [0.681, 0.666, 0.653],
+        [0.71, 0.629, 0.623],
+        [0.995, 0.941, 0.97],
+        [0.373, 0.315, 0.312],
+        [1.258, 1.601, 1.275],
+        [1.916, 1.797, 1.834],
+        [2.524, 2.313, 2.398],
+        [4.446, 4.202, 4.466],
+        [0.584, 0.565, 0.568],
+        [0.403, 0.391, 0.439],
+        [0.581, 0.596, 0.546],
+        [1.538, 1.816, 1.467],
+        [2.474, 2.431, 2.967],
+        [0.45, 0.416, 0.406],
+        [0.704, 0.598, 0.67],
+        [1.073, 0.889, 0.942],
+        [1.249, 1.176, 1.193],
+        [1.504, 1.863, 1.923],
+        [1.719, 1.562, 1.502],
+        [0.419, 0.362, 0.355],
+        [0.53, 0.49, 0.484],
+        [0.402, 0.343, 0.347],
+        [0.5, 0.439, 0.444],
+        [0.645, 0.604, 0.611],
+        [0.43, 0.333, 0.331],
+        [0.391, 0.35, 0.338],
+        [0.357, 0.324, 0.278]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/t3a.small.json b/clickhouse-datalake-partitioned/results/t3a.small.json
index 597352721..a75af3dab 100644
--- a/clickhouse-datalake-partitioned/results/t3a.small.json
+++ b/clickhouse-datalake-partitioned/results/t3a.small.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-09",
+    "date": "2026-03-13",
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [1.404, 1.306, 1.323],
-        [3.834, 3.592, 3.656],
-        [6.57, 6.252, 6.302],
-        [5.86, 5.877, 5.727],
-        [7.978, 7.39, 7.653],
-        [11.534, 11.46, 11.677],
-        [4.208, 3.959, 3.982],
-        [3.973, 3.608, 3.617],
-        [8.25, 7.999, 8.066],
-        [10.235, 9.942, 10.054],
-        [9.557, 9.612, 9.356],
-        [9.631, 9.484, 9.646],
-        [12.345, 12.037, 12.059],
-        [19.453, 19.319, 19.352],
-        [13.308, 13.536, 13.538],
-        [9.02, 9.113, 9.082],
-        [25.997, 25.595, 25.676],
-        [18.989, 18.95, 19.243],
-        [45.87, 44.549, 45.181],
-        [5.064, 5.126, 5.128],
-        [19.868, 18.878, 19.021],
-        [24.948, 24.752, 24.725],
-        [43.085, 42.953, 43.03],
-        [76.733, 76.249, 77.455],
-        [12.477, 12.35, 12.551],
-        [6.963, 7.014, 7.149],
-        [12.126, 12.634, 12.207],
-        [20.394, 20.661, 20.594],
-        [130.881, 131.088, 130.274],
-        [5, 4.729, 4.828],
-        [12.506, 11.816, 11.761],
-        [19.008, 18.426, 18.495],
+        [1.379, 1.318, 1.328],
+        [3.784, 3.63, 3.614],
+        [6.295, 6.296, 6.151],
+        [5.832, 5.713, 5.863],
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+        [4.074, 3.887, 3.958],
+        [3.852, 3.552, 3.645],
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+        [9.957, 9.674, 9.854],
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+        [9.649, 9.793, 9.377],
+        [11.978, 11.986, 12.28],
+        [20.716, 18.966, 18.761],
+        [13.128, 13.076, 13.319],
+        [9.414, 8.897, 8.514],
+        [24.125, 24.886, 24.961],
+        [18.7, 18.625, 18.042],
+        [44.71, 46.551, 43.144],
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+        [19.527, 18.853, 18.899],
+        [24.202, 24.294, 24.007],
+        [43.25, 43.221, 43.695],
+        [76.951, 76.823, 77.158],
+        [12.088, 11.709, 11.735],
+        [7.134, 6.842, 6.961],
+        [11.825, 11.883, 11.804],
+        [20.752, 20.429, 20.66],
+        [131.474, 131.371, 130.469],
+        [5.036, 4.641, 4.877],
+        [11.59, 11.575, 11.547],
+        [17.622, 17.517, 17.241],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [7.032, 6.812, 6.935],
-        [2.134, 1.901, 1.92],
-        [1.818, 1.626, 1.602],
-        [2.075, 1.799, 1.788],
-        [2.454, 2.283, 2.233],
-        [1.753, 1.549, 1.646],
-        [1.747, 1.532, 1.534],
-        [1.688, 1.527, 1.54]
+        [6.985, 7.324, 7.206],
+        [2.033, 1.927, 1.882],
+        [1.843, 1.683, 1.639],
+        [1.902, 1.716, 1.708],
+        [2.41, 2.255, 2.236],
+        [1.798, 1.556, 1.561],
+        [1.834, 1.586, 1.59],
+        [1.625, 1.509, 1.493]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.2xlarge.json b/clickhouse-datalake/results/c6a.2xlarge.json
index 32f4761b7..ab0a1b2ca 100644
--- a/clickhouse-datalake/results/c6a.2xlarge.json
+++ b/clickhouse-datalake/results/c6a.2xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.2xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.781, 0.416, 0.418],
-        [8.213, 0.385, 0.386],
-        [10.792, 0.490, 0.485],
-        [11.725, 0.460, 0.459],
-        [2.558, 2.370, 2.380],
-        [6.188, 4.993, 5.000],
-        [7.156, 0.382, 0.384],
-        [0.672, 0.405, 0.385],
-        [3.213, 3.045, 3.039],
-        [3.750, 3.510, 3.572],
-        [0.861, 0.638, 0.625],
-        [0.902, 0.690, 0.687],
-        [3.267, 3.128, 3.081],
-        [4.616, 4.413, 4.455],
-        [3.564, 3.395, 3.362],
-        [2.757, 2.627, 2.605],
-        [11.361, 11.132, 11.164],
-        [9.726, 9.438, 9.321],
-        [37.477, 36.279, 36.863],
-        [0.657, 0.435, 0.434],
-        [23.103, 4.667, 2.119],
-        [13.644, 2.462, 2.490],
-        [29.568, 27.942, 25.458],
-        [62.802, 64.904, 67.779],
-        [13.293, 3.134, 1.182],
-        [0.995, 0.803, 0.802],
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-        [29.168, 3.950, 3.643],
-        [84.521, 83.288, 82.214],
-        [5.152, 0.447, 0.447],
-        [24.749, 6.490, 1.808],
-        [32.393, 26.699, 19.979],
+        [0.298, 0.222, 0.217],
+        [1.033, 0.854, 0.836],
+        [2.096, 1.951, 1.896],
+        [1.308, 1.11, 1.053],
+        [2.705, 2.568, 2.641],
+        [5.186, 5.064, 4.994],
+        [1.051, 0.933, 0.932],
+        [1.017, 0.82, 0.785],
+        [4.745, 4.33, 4.453],
+        [6.838, 6.603, 6.441],
+        [2.183, 1.971, 1.918],
+        [2.142, 1.913, 1.958],
+        [3.555, 3.387, 3.347],
+        [5.331, 5.341, 5.085],
+        [3.83, 3.624, 3.595],
+        [3.033, 2.973, 2.796],
+        [11.635, 11.347, 11.29],
+        [10.33, 9.447, 9.604],
+        [37.626, 37.39, 36.622],
+        [1.229, 0.933, 0.963],
+        [7.331, 7.224, 7.402],
+        [7.233, 6.991, 7.171],
+        [11.584, 11.499, 11.386],
+        [25.182, 25.611, 25.289],
+        [2.827, 2.723, 2.639],
+        [1.959, 1.711, 1.71],
+        [2.819, 2.678, 2.664],
+        [15.616, 15.431, 15.27],
+        [84.051, 83.407, 83.563],
+        [1.139, 0.919, 0.938],
+        [9.376, 9.283, 9.036],
+        [11.394, 11.172, 11],
         [null, null, null],
-        [26.933, 14.601, 14.574],
-        [15.515, 14.837, 15.044],
-        [7.717, 1.924, 1.804],
-        [2.486, 0.522, 0.495],
-        [2.201, 0.418, 0.399],
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-        [2.672, 0.674, 0.662],
-        [2.250, 0.400, 0.386],
-        [0.589, 0.376, 0.373],
-        [0.585, 0.372, 0.370]
+        [16.465, 16.931, 16.582],
+        [16.866, 17.488, 16.597],
+        [2.31, 2.025, 2.159],
+        [0.789, 0.591, 0.593],
+        [0.653, 0.416, 0.435],
+        [0.784, 0.506, 0.504],
+        [1.125, 0.862, 0.83],
+        [0.568, 0.355, 0.322],
+        [0.585, 0.349, 0.346],
+        [0.476, 0.274, 0.275]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.4xlarge.json b/clickhouse-datalake/results/c6a.4xlarge.json
index 030bfa0ee..0bcf16f6d 100644
--- a/clickhouse-datalake/results/c6a.4xlarge.json
+++ b/clickhouse-datalake/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.613, 0.419, 0.419],
-        [7.168, 0.402, 0.375],
-        [9.028, 0.462, 0.445],
-        [7.432, 0.437, 0.413],
-        [2.518, 2.318, 2.315],
-        [5.764, 4.954, 5.027],
-        [5.463, 0.389, 0.385],
-        [0.620, 0.411, 0.403],
-        [3.175, 3.020, 2.962],
-        [3.646, 3.505, 3.491],
-        [0.781, 0.568, 0.568],
-        [0.849, 0.637, 0.628],
-        [3.287, 2.986, 3.059],
-        [4.490, 4.339, 4.349],
-        [3.480, 3.278, 3.279],
-        [2.705, 2.558, 2.538],
-        [11.251, 11.024, 10.924],
-        [9.244, 9.160, 9.203],
-        [21.704, 20.181, 20.008],
-        [0.626, 0.442, 0.431],
-        [14.639, 1.428, 1.420],
-        [1.857, 1.599, 1.599],
-        [12.829, 2.274, 2.222],
-        [33.357, 4.761, 4.325],
-        [0.977, 0.777, 0.783],
-        [0.874, 0.705, 0.703],
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-        [1.735, 1.498, 1.523],
-        [80.985, 80.930, 81.086],
-        [0.611, 0.413, 0.402],
-        [2.010, 1.752, 1.771],
-        [3.343, 3.193, 3.168],
-        [26.574, 26.026, 26.184],
-        [14.509, 14.416, 14.229],
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-        [1.973, 1.800, 1.759],
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-        [0.636, 0.426, 0.415],
-        [0.617, 0.393, 0.400],
-        [0.889, 0.649, 0.642],
-        [0.620, 0.385, 0.387],
-        [0.604, 0.382, 0.389],
-        [0.601, 0.366, 0.367]
+        [0.348, 0.192, 0.209],
+        [1.044, 0.615, 0.507],
+        [1.673, 1.255, 1.239],
+        [0.84, 0.682, 0.608],
+        [2.429, 2.226, 2.28],
+        [5.167, 4.891, 4.84],
+        [0.797, 0.534, 0.606],
+        [0.74, 0.559, 0.515],
+        [3.027, 2.85, 2.866],
+        [4.271, 4.173, 4.16],
+        [1.304, 1.016, 0.988],
+        [1.362, 1.258, 1.108],
+        [3.071, 2.92, 2.965],
+        [4.52, 4.302, 4.207],
+        [3.429, 3.166, 3.176],
+        [2.665, 2.482, 2.422],
+        [11.074, 10.796, 10.735],
+        [9.098, 9.168, 9.196],
+        [20.351, 19.875, 20.309],
+        [0.715, 0.573, 0.558],
+        [3.988, 3.98, 4.099],
+        [4.48, 4.322, 4.407],
+        [6.733, 6.636, 6.568],
+        [17.559, 17.132, 17.121],
+        [1.561, 1.497, 1.394],
+        [1.095, 0.923, 0.883],
+        [1.636, 1.441, 1.507],
+        [5.592, 5.534, 5.216],
+        [82.918, 82.292, 81.044],
+        [0.775, 0.575, 0.589],
+        [5.806, 5.689, 5.545],
+        [7.528, 7.324, 7.148],
+        [26.339, 26.162, 26.265],
+        [14.779, 14.556, 14.096],
+        [14.551, 14.374, 14.646],
+        [1.873, 1.641, 1.634],
+        [0.748, 0.546, 0.564],
+        [0.555, 0.32, 0.341],
+        [0.646, 0.435, 0.446],
+        [0.997, 0.767, 0.753],
+        [0.523, 0.275, 0.298],
+        [0.519, 0.311, 0.317],
+        [0.478, 0.248, 0.237]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.large.json b/clickhouse-datalake/results/c6a.large.json
index 867919049..55c72c2d9 100644
--- a/clickhouse-datalake/results/c6a.large.json
+++ b/clickhouse-datalake/results/c6a.large.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-09",
+    "date": "2026-03-13",
     "machine": "c6a.large",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.29, 0.198, 0.204],
-        [2.356, 2.156, 2.165],
-        [3.795, 3.384, 3.521],
-        [4.67, 4.527, 4.759],
-        [6.594, 6.622, 6.31],
-        [8.695, 8.406, 8.487],
-        [2.458, 2.084, 2.308],
-        [2.371, 2.166, 2.183],
-        [7.106, 6.67, 6.732],
-        [8.5, 8.678, 8.512],
-        [6.225, 5.961, 5.971],
-        [6.551, 6.246, 6.257],
-        [8.763, 8.867, 8.656],
-        [12.622, 12.392, 12.171],
-        [6.34, 6.031, 6.093],
-        [7.296, 6.746, 6.703],
-        [19.512, 19.486, 19.012],
-        [13.444, 13.079, 13.042],
-        [31.368, 32.069, 31.707],
-        [3.66, 4.669, 4.591],
-        [22.248, 22.427, 22.198],
-        [25.406, 25.274, 28.515],
-        [44.454, 45.337, 44.793],
-        [71.614, 72.056, 71.772],
-        [9.231, 8.515, 8.621],
-        [6.555, 7.764, 6.776],
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-        [23.075, 22.606, 23.836],
-        [107.223, 106.801, 106.208],
-        [2.722, 2.515, 2.501],
-        [9.199, 9.306, 9.376],
-        [13.721, 14.169, 14.087],
+        [0.322, 0.202, 0.195],
+        [2.368, 2.174, 2.324],
+        [3.808, 3.505, 3.462],
+        [5.217, 5.616, 5.19],
+        [6.227, 6.004, 6.344],
+        [8.749, 8.735, 8.739],
+        [2.323, 2.124, 2.288],
+        [2.317, 2.111, 2.124],
+        [6.901, 6.699, 6.69],
+        [8.323, 8.055, 8.536],
+        [6.291, 6.114, 6.236],
+        [6.371, 6.221, 6.128],
+        [8.541, 8.838, 8.712],
+        [12.558, 12.256, 12.099],
+        [6.203, 6.349, 5.926],
+        [6.673, 6.556, 6.646],
+        [20.339, 19.539, 20.186],
+        [13.241, 13.091, 12.768],
+        [31.75, 31.182, 30.872],
+        [5.086, 5.026, 5.415],
+        [22.175, 30.023, 22.247],
+        [25.111, 27.63, 24.762],
+        [42.745, 41.221, 44.687],
+        [72.096, 71.106, 71.909],
+        [8.61, 8.173, 8.211],
+        [7.833, 6.455, 6.802],
+        [8.496, 8.473, 8.264],
+        [23.361, 23.497, 23.813],
+        [108.277, 107.872, 109.56],
+        [2.756, 2.524, 2.523],
+        [9.66, 9.366, 9.437],
+        [13.326, 13.16, 13.375],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [3.704, 3.636, 3.555],
-        [1.295, 0.958, 1.007],
-        [0.75, 0.525, 0.563],
-        [0.998, 0.802, 0.793],
-        [1.567, 1.358, 1.352],
-        [0.712, 0.474, 0.459],
-        [0.667, 0.475, 0.539],
-        [0.575, 0.328, 0.303]
+        [3.778, 3.525, 3.558],
+        [1.282, 0.963, 0.977],
+        [0.745, 0.531, 0.538],
+        [1.07, 0.859, 0.841],
+        [1.554, 1.353, 1.381],
+        [0.705, 0.473, 0.481],
+        [0.649, 0.463, 0.456],
+        [0.578, 0.333, 0.346]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.metal.json b/clickhouse-datalake/results/c6a.metal.json
index feee7584d..8a7486b3b 100644
--- a/clickhouse-datalake/results/c6a.metal.json
+++ b/clickhouse-datalake/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.762, 0.421, 0.414],
-        [4.673, 0.434, 0.435],
-        [3.019, 0.464, 0.467],
-        [4.612, 0.471, 0.479],
-        [2.486, 2.319, 2.320],
-        [4.837, 4.721, 4.918],
-        [3.079, 0.411, 0.412],
-        [0.635, 0.428, 0.444],
-        [3.155, 2.977, 2.968],
-        [3.581, 3.390, 3.414],
-        [0.777, 0.572, 0.591],
-        [0.826, 0.653, 0.641],
-        [3.191, 3.010, 3.008],
-        [4.358, 4.173, 4.185],
-        [3.457, 3.201, 3.296],
-        [3.250, 3.084, 2.845],
-        [11.386, 11.478, 11.137],
-        [9.437, 9.334, 9.172],
-        [21.682, 21.352, 21.504],
-        [0.635, 0.477, 0.489],
-        [7.463, 1.216, 1.223],
-        [1.866, 1.620, 1.179],
-        [7.943, 1.727, 1.764],
-        [30.534, 6.656, 6.488],
-        [0.678, 0.513, 0.506],
-        [0.867, 0.705, 0.715],
-        [0.675, 0.523, 0.503],
-        [1.107, 0.912, 0.945],
-        [78.700, 78.323, 78.266],
-        [0.641, 0.453, 0.445],
-        [1.959, 1.810, 1.788],
-        [3.344, 3.045, 3.050],
-        [30.502, 30.421, 30.447],
-        [15.533, 15.116, 14.972],
-        [15.598, 14.912, 15.279],
-        [2.096, 2.095, 1.978],
-        [0.694, 0.507, 0.491],
-        [0.615, 0.401, 0.411],
-        [0.626, 0.409, 0.403],
-        [0.911, 0.687, 0.669],
-        [0.606, 0.393, 0.390],
-        [0.608, 0.373, 0.384],
-        [0.602, 0.386, 0.379]
+        [0.337, 0.209, 0.203],
+        [0.456, 0.278, 0.278],
+        [0.535, 0.348, 0.373],
+        [0.501, 0.344, 0.364],
+        [2.444, 2.167, 2.163],
+        [4.738, 4.507, 4.554],
+        [0.479, 0.291, 0.275],
+        [0.469, 0.286, 0.247],
+        [2.937, 2.834, 2.785],
+        [3.362, 3.204, 3.233],
+        [0.641, 0.434, 0.447],
+        [0.708, 0.47, 0.531],
+        [2.941, 2.915, 2.848],
+        [4.274, 4.321, 4.058],
+        [3.294, 3.08, 3.076],
+        [2.766, 2.848, 2.59],
+        [10.952, 10.726, 11.007],
+        [9.452, 9.014, 8.943],
+        [21.631, 20.702, 21.875],
+        [0.486, 0.291, 0.287],
+        [2.158, 1.842, 1.957],
+        [2.541, 2.313, 2.091],
+        [4.237, 4.071, 4.291],
+        [14.226, 14.156, 13.655],
+        [0.705, 0.553, 0.523],
+        [0.701, 0.539, 0.506],
+        [0.699, 0.521, 0.539],
+        [2.099, 1.951, 1.949],
+        [79.327, 78.365, 78.135],
+        [0.492, 0.344, 0.29],
+        [1.887, 1.657, 1.763],
+        [3.08, 3.123, 2.854],
+        [30.683, 29.655, 29.794],
+        [14.809, 14.814, 14.743],
+        [14.988, 16.237, 14.528],
+        [1.858, 1.82, 1.923],
+        [0.731, 0.531, 0.544],
+        [0.555, 0.314, 0.33],
+        [0.659, 0.469, 0.415],
+        [1.009, 0.784, 0.841],
+        [0.533, 0.288, 0.281],
+        [0.505, 0.286, 0.268],
+        [0.438, 0.301, 0.241]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.xlarge.json b/clickhouse-datalake/results/c6a.xlarge.json
index 9790e2033..54c6b41bb 100644
--- a/clickhouse-datalake/results/c6a.xlarge.json
+++ b/clickhouse-datalake/results/c6a.xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-09",
+    "date": "2026-03-13",
     "machine": "c6a.xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.26, 0.2, 0.176],
-        [1.436, 1.305, 1.295],
-        [2.263, 2.155, 2.103],
-        [5.825, 5.767, 4.943],
-        [6.928, 6.925, 6.91],
-        [8.721, 8.286, 8.179],
-        [1.606, 1.393, 1.341],
-        [1.564, 1.242, 1.32],
-        [7.483, 7.133, 7.042],
-        [8.65, 8.592, 8.473],
-        [3.4, 3.168, 3.266],
-        [3.503, 3.341, 3.396],
-        [9.099, 8.676, 8.975],
-        [6.831, 6.377, 6.375],
-        [4.452, 4.249, 4.263],
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-        [1.812, 1.624, 1.587],
-        [9.716, 9.413, 9.472],
-        [14.68, 13.811, 13.464],
+        [0.313, 0.215, 0.222],
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+        [2.201, 2.116, 2.091],
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+        [3.467, 3.262, 3.221],
+        [3.573, 3.5, 3.381],
+        [8.711, 8.584, 8.714],
+        [6.713, 6.617, 6.51],
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+        [18.026, 17.767, 18.286],
+        [14.049, 14.108, 14.512],
+        [34.008, 34.109, 33.916],
+        [5.293, 5.048, 5.045],
+        [21.283, 21.414, 21.634],
+        [21.264, 19.047, 19.593],
+        [28.682, 27.366, 27.414],
+        [42.206, 43.654, 42.578],
+        [4.559, 4.49, 4.493],
+        [6.419, 6.743, 6.887],
+        [4.66, 4.38, 4.612],
+        [23.484, 23.959, 23.097],
+        [85.136, 87.307, 84.163],
+        [1.787, 1.602, 1.549],
+        [9.672, 9.149, 9.483],
+        [13.93, 13.663, 13.638],
         [null, null, null],
         [null, null, null],
         [null, null, null],
-        [2.935, 2.688, 2.604],
-        [1.168, 0.915, 0.937],
-        [0.744, 0.523, 0.53],
-        [1.047, 0.811, 0.809],
-        [1.51, 1.261, 1.294],
-        [0.656, 0.472, 0.499],
-        [0.722, 0.473, 0.452],
-        [0.554, 0.346, 0.284]
+        [2.898, 2.84, 2.741],
+        [1.186, 0.97, 0.974],
+        [0.78, 0.523, 0.522],
+        [1.071, 0.853, 0.843],
+        [1.584, 1.313, 1.328],
+        [0.726, 0.504, 0.519],
+        [0.692, 0.475, 0.486],
+        [0.559, 0.342, 0.356]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c7a.metal-48xl.json b/clickhouse-datalake/results/c7a.metal-48xl.json
index 8ced09079..9326b21c0 100644
--- a/clickhouse-datalake/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake/results/c7a.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.720, 0.403, 0.403],
-        [4.868, 0.421, 0.418],
-        [3.305, 0.452, 0.438],
-        [5.126, 0.465, 0.464],
-        [2.526, 2.379, 2.389],
-        [5.075, 4.902, 4.877],
-        [1.904, 0.422, 0.419],
-        [0.652, 0.424, 0.416],
-        [3.127, 2.963, 2.937],
-        [3.550, 3.353, 3.345],
-        [0.755, 0.553, 0.562],
-        [0.784, 0.625, 0.621],
-        [2.924, 2.744, 2.803],
-        [4.228, 4.088, 4.051],
-        [2.959, 2.841, 2.714],
-        [3.110, 2.933, 2.965],
-        [10.451, 10.184, 9.847],
-        [8.182, 7.992, 7.935],
-        [20.758, 20.330, 19.809],
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-        [6.729, 0.909, 0.872],
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-        [1.076, 0.849, 0.825],
-        [65.284, 64.964, 66.166],
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-        [2.100, 1.836, 1.855],
-        [3.411, 3.000, 3.055],
-        [27.179, 27.097, 27.294],
-        [15.491, 15.213, 15.312],
-        [15.394, 15.158, 15.390],
-        [2.081, 1.954, 1.944],
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-        [0.636, 0.413, 0.421],
-        [0.598, 0.407, 0.422],
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-        [0.615, 0.388, 0.386],
-        [0.610, 0.407, 0.411],
-        [0.589, 0.402, 0.394]
+        [0.33, 0.183, 0.161],
+        [0.462, 0.246, 0.239],
+        [0.502, 0.321, 0.335],
+        [0.466, 0.289, 0.27],
+        [2.374, 2.231, 2.223],
+        [4.846, 4.691, 4.662],
+        [0.429, 0.264, 0.289],
+        [0.449, 0.238, 0.251],
+        [2.989, 2.78, 2.81],
+        [3.397, 3.227, 3.198],
+        [0.613, 0.43, 0.424],
+        [0.64, 0.469, 0.475],
+        [2.761, 2.619, 2.667],
+        [4.184, 3.898, 3.972],
+        [2.853, 2.7, 2.59],
+        [2.773, 2.716, 2.612],
+        [10.392, 9.948, 9.768],
+        [7.947, 7.833, 7.866],
+        [20.023, 19.857, 19.773],
+        [0.424, 0.267, 0.269],
+        [1.687, 1.567, 1.517],
+        [2.4, 2.311, 2.285],
+        [4.644, 4.262, 4.273],
+        [17.226, 17.999, 18.347],
+        [0.619, 0.462, 0.486],
+        [0.68, 0.49, 0.496],
+        [0.738, 0.546, 0.44],
+        [1.928, 1.98, 1.7],
+        [65.296, 65.363, 64.959],
+        [0.483, 0.326, 0.323],
+        [1.989, 1.743, 1.724],
+        [3.06, 3.027, 3.124],
+        [26.618, 26.505, 26.76],
+        [15.182, 14.877, 14.838],
+        [17.522, 15.136, 15.105],
+        [1.878, 1.665, 1.8],
+        [0.696, 0.512, 0.571],
+        [0.524, 0.333, 0.33],
+        [0.678, 0.484, 0.435],
+        [1.033, 0.855, 0.872],
+        [0.472, 0.306, 0.324],
+        [0.546, 0.322, 0.312],
+        [0.442, 0.278, 0.254]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c8g.4xlarge.json b/clickhouse-datalake/results/c8g.4xlarge.json
index 04da55d79..7316924f7 100644
--- a/clickhouse-datalake/results/c8g.4xlarge.json
+++ b/clickhouse-datalake/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
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-        [0.682, 0.556, 0.548],
-        [2.854, 2.637, 2.420],
-        [3.303, 3.234, 3.238],
-        [2.399, 2.698, 2.625],
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-        [12.853, 1.905, 1.902],
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-        [11.457, 12.224, 12.435],
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-        [0.511, 0.371, 0.361],
-        [0.506, 0.371, 0.369],
-        [0.485, 0.354, 0.346]
+        [0.26, 0.161, 0.159],
+        [0.659, 0.584, 0.496],
+        [1.26, 1.238, 1.144],
+        [0.749, 0.614, 0.626],
+        [1.828, 1.728, 1.744],
+        [2.95, 2.862, 2.9],
+        [0.651, 0.559, 0.542],
+        [0.623, 0.525, 0.488],
+        [2.432, 2.312, 2.236],
+        [4.084, 4.082, 4.064],
+        [1.141, 1.015, 1.06],
+        [1.137, 1.179, 1.162],
+        [2.5, 2.376, 2.401],
+        [3.571, 3.402, 3.372],
+        [2.424, 2.42, 2.36],
+        [1.867, 1.782, 1.83],
+        [8.376, 8.228, 8.293],
+        [6.769, 6.585, 6.702],
+        [16.124, 15.607, 15.79],
+        [0.625, 0.555, 0.546],
+        [4.013, 3.853, 3.738],
+        [4.454, 4.411, 4.245],
+        [6.532, 6.382, 6.365],
+        [16.881, 16.519, 16.809],
+        [1.394, 1.383, 1.27],
+        [0.947, 0.858, 0.884],
+        [1.439, 1.302, 1.376],
+        [5.275, 5.115, 5.549],
+        [73.424, 73.384, 73.378],
+        [0.676, 0.558, 0.555],
+        [5.544, 5.549, 5.523],
+        [7.203, 6.994, 6.91],
+        [20.345, 20.326, 20.33],
+        [12.583, 12.384, 12.595],
+        [12.712, 12.48, 12.731],
+        [1.376, 1.273, 1.34],
+        [0.588, 0.469, 0.469],
+        [0.429, 0.335, 0.34],
+        [0.558, 0.44, 0.393],
+        [0.808, 0.693, 0.679],
+        [0.39, 0.278, 0.262],
+        [0.429, 0.278, 0.273],
+        [0.355, 0.25, 0.224]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c8g.metal-48xl.json b/clickhouse-datalake/results/c8g.metal-48xl.json
index 8f0f7480d..848ffd3f8 100644
--- a/clickhouse-datalake/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake/results/c8g.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.410, 0.379, 0.375],
-        [4.571, 0.442, 0.419],
-        [3.219, 0.437, 0.411],
-        [5.175, 0.435, 0.424],
-        [1.937, 1.866, 1.843],
-        [3.051, 2.920, 2.918],
-        [2.019, 0.426, 0.415],
-        [0.603, 0.413, 0.424],
-        [2.397, 2.309, 2.345],
-        [2.892, 2.800, 2.819],
-        [0.639, 0.517, 0.541],
-        [0.722, 0.583, 0.603],
-        [2.461, 2.397, 2.365],
-        [3.314, 3.149, 3.217],
-        [2.386, 2.299, 2.267],
-        [2.066, 1.993, 1.961],
-        [7.662, 7.661, 7.647],
-        [6.514, 6.340, 6.355],
-        [13.678, 13.179, 13.036],
-        [0.542, 0.426, 0.415],
-        [5.416, 1.964, 1.976],
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-        [7.406, 1.763, 1.626],
-        [40.814, 5.034, 5.034],
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-        [0.989, 0.859, 0.859],
-        [75.380, 75.217, 75.066],
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-        [1.565, 1.430, 1.459],
-        [2.490, 2.371, 2.370],
-        [16.743, 16.673, 16.650],
-        [10.930, 10.685, 10.734],
-        [11.099, 10.825, 10.718],
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-        [0.530, 0.417, 0.392],
-        [0.692, 0.574, 0.566],
-        [0.540, 0.377, 0.380],
-        [0.533, 0.409, 0.390],
-        [0.528, 0.396, 0.423]
+        [0.211, 0.173, 0.17],
+        [0.392, 0.279, 0.278],
+        [0.42, 0.373, 0.332],
+        [0.346, 0.313, 0.267],
+        [1.808, 1.662, 1.679],
+        [2.827, 2.75, 2.73],
+        [0.385, 0.277, 0.253],
+        [0.41, 0.239, 0.272],
+        [2.206, 2.093, 2.16],
+        [2.748, 2.683, 2.657],
+        [0.525, 0.409, 0.406],
+        [0.61, 0.458, 0.475],
+        [2.276, 2.219, 2.211],
+        [3.155, 3.052, 3.025],
+        [2.203, 2.161, 2.116],
+        [1.849, 1.762, 1.74],
+        [7.616, 7.476, 7.407],
+        [6.351, 6.301, 6.232],
+        [13.298, 13.077, 12.958],
+        [0.376, 0.286, 0.261],
+        [2.221, 2.011, 2.069],
+        [2.264, 2.297, 2.582],
+        [4.394, 4.477, 4.339],
+        [15.36, 16.191, 14.679],
+        [0.508, 0.417, 0.407],
+        [0.596, 0.482, 0.487],
+        [0.511, 0.374, 0.448],
+        [1.766, 1.664, 1.789],
+        [75.272, 75.039, 76.615],
+        [0.445, 0.314, 0.344],
+        [1.393, 1.323, 1.35],
+        [2.38, 2.21, 2.247],
+        [16.818, 16.59, 16.472],
+        [10.785, 10.822, 10.831],
+        [10.762, 10.756, 10.734],
+        [1.311, 1.165, 1.231],
+        [0.666, 0.515, 0.509],
+        [0.443, 0.32, 0.345],
+        [0.593, 0.468, 0.448],
+        [0.828, 0.665, 0.681],
+        [0.381, 0.288, 0.265],
+        [0.454, 0.299, 0.37],
+        [0.41, 0.312, 0.282]
 ]
 }
 
diff --git a/clickhouse-datalake/results/t3a.small.json b/clickhouse-datalake/results/t3a.small.json
index 0a3f0e15e..9e4db19e0 100644
--- a/clickhouse-datalake/results/t3a.small.json
+++ b/clickhouse-datalake/results/t3a.small.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-12",
+    "date": "2026-03-13",
     "machine": "t3a.small",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [1.807, 0.500, 0.496],
-        [20.495, 21.317, 22.227],
-        [54.073, 49.606, 49.109],
-        [47.456, 56.427, 50.096],
-        [65.673, 51.589, 63.734],
-        [72.966, 67.717, 71.280],
-        [24.955, 26.000, 25.596],
-        [23.274, 22.584, 21.841],
-        [68.080, 61.137, 74.466],
-        [114.759, 105.055, 120.660],
-        [71.343, 70.823, 69.602],
-        [66.374, 77.270, 70.906],
-        [70.327, 55.578, 71.647],
-        [85.566, 79.358, 91.648],
-        [40.837, 43.704, 40.582],
-        [57.534, 56.529, 63.862],
-        [119.824, 118.723, 121.130],
-        [117.491, 107.894, 112.024],
-        [133.192, 159.155, 154.359],
-        [54.122, 53.641, 45.816],
-        [174.108, 166.870, 183.397],
-        [169.402, 168.014, 156.094],
-        [282.270, 266.100, 277.091],
-        [null, null, null],
-        [71.157, 77.523, 78.314],
-        [58.271, 66.879, 58.355],
-        [70.826, 88.424, 86.442],
-        [191.131, 202.758, 175.393],
-        [null, null, null],
-        [20.838, 24.370, 23.596],
-        [112.549, 108.871, 116.090],
-        [null, null, null],
-        [null, null, null],
-        [null, null, null],
-        [null, null, null],
-        [37.126, 33.656, 44.379],
-        [4.445, 0.721, 0.706],
-        [2.586, 0.525, 0.537],
-        [2.347, 0.524, 0.518],
-        [2.845, 1.021, 0.991],
-        [4.477, 0.487, 0.473],
-        [0.682, 0.469, 0.495],
-        [0.676, 0.444, 0.435]
+        [0.465, 0.303, 0.302],
+        [2.469, 2.173, 2.237],
+        [3.974, 3.916, 3.699],
+        [5.326, 5.339, 5.58],
+        [7.523, 7.313, 7.464],
+        [null, null, null],
+        [2.574, 2.37, 2.4],
+        [2.42, 2.341, 2.392],
+        [8.312, 8.145, 7.838],
+        [9.913, 9.587, 9.486],
+        [7.227, 7.054, 7.573],
+        [7.388, 7.146, 7.114],
+        [null, null, null],
+        [19.824, 19.563, 19.694],
+        [14.226, 14.17, 13.627],
+        [9.429, 9.175, 9.195],
+        [null, null, null],
+        [null, null, null],
+        [null, null, null],
+        [4.428, 4.979, 4.791],
+        [27.212, 28.044, 27.835],
+        [33.916, 32.275, 33.552],
+        [50.814, 46.353, 51.239],
+        [null, 80.241, 78.379],
+        [9.962, 9.748, 9.671],
+        [7.728, 7.512, 8.147],
+        [10.051, 9.402, 9.761],
+        [29.562, 27.653, 27.561],
+        [null, null, null],
+        [2.959, 2.769, 2.725],
+        [11.602, 11.21, 12.316],
+        [null, null, null],
+        [null, null, null],
+        [null, null, null],
+        [null, null, null],
+        [4.905, 4.744, 4.63],
+        [1.456, 1.12, 1.119],
+        [0.867, 0.638, 0.672],
+        [1.169, 0.922, 0.96],
+        [1.891, 1.62, 1.616],
+        [0.823, 0.603, 0.531],
+        [0.793, 0.545, 0.582],
+        [0.657, 0.427, 0.418]
 ]
 }
 

From e1ce97faee0adb93600fb9e442ea48ea5f602bec Mon Sep 17 00:00:00 2001
From: Alexey Milovidov <milovidov@clickhouse.com>
Date: Fri, 13 Mar 2026 20:10:57 -0700
Subject: [PATCH 3/4] Run all 3 tries per query in a single clickhouse-local
 process

This ensures the userspace page cache persists across tries.
A fresh process per query group means try 1 is naturally cold
(empty page cache) and tries 2-3 are hot, without needing drop_caches.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 clickhouse-datalake-partitioned/run.sh | 18 +++++++-----------
 clickhouse-datalake/run.sh             | 18 +++++++-----------
 2 files changed, 14 insertions(+), 22 deletions(-)

diff --git a/clickhouse-datalake-partitioned/run.sh b/clickhouse-datalake-partitioned/run.sh
index 2d291d4d3..5e0d4ac11 100755
--- a/clickhouse-datalake-partitioned/run.sh
+++ b/clickhouse-datalake-partitioned/run.sh
@@ -5,20 +5,16 @@ QUERY_NUM=1
 
 ./clickhouse local --path . --query="$(cat create.sql)"
 cat queries.sql | while read -r query; do
-    sync && echo 3 | sudo tee /proc/sys/vm/drop_caches > /dev/null
-
     echo -n "["
-    for i in $(seq 1 $TRIES); do
-        RES=$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query="$query" 2>&1) # (*)
-        [[ "$?" == "0" ]] && echo -n "${RES}" || echo -n "null"
-        [[ "$i" != $TRIES ]] && echo -n ", "
-
-        echo "${QUERY_NUM},${i},${RES}" >> result.csv
-    done
+    i=0
+    while read -r RES; do
+        [[ "$i" -gt 0 ]] && echo -n ", "
+        [[ "$RES" =~ ^[0-9] ]] && echo -n "${RES}" || echo -n "null"
+        echo "${QUERY_NUM},$((i+1)),${RES}" >> result.csv
+        i=$((i+1))
+    done <<< "$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query "$query; $query; $query" 2>&1)"
     echo "],"
 
-    # (*) --format=Null is client-side formatting. The query result is still sent back to the client.
-
     QUERY_NUM=$((QUERY_NUM + 1))
 done
 ./clickhouse local --path . --query="DROP TABLE hits"
diff --git a/clickhouse-datalake/run.sh b/clickhouse-datalake/run.sh
index 2d291d4d3..5e0d4ac11 100755
--- a/clickhouse-datalake/run.sh
+++ b/clickhouse-datalake/run.sh
@@ -5,20 +5,16 @@ QUERY_NUM=1
 
 ./clickhouse local --path . --query="$(cat create.sql)"
 cat queries.sql | while read -r query; do
-    sync && echo 3 | sudo tee /proc/sys/vm/drop_caches > /dev/null
-
     echo -n "["
-    for i in $(seq 1 $TRIES); do
-        RES=$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query="$query" 2>&1) # (*)
-        [[ "$?" == "0" ]] && echo -n "${RES}" || echo -n "null"
-        [[ "$i" != $TRIES ]] && echo -n ", "
-
-        echo "${QUERY_NUM},${i},${RES}" >> result.csv
-    done
+    i=0
+    while read -r RES; do
+        [[ "$i" -gt 0 ]] && echo -n ", "
+        [[ "$RES" =~ ^[0-9] ]] && echo -n "${RES}" || echo -n "null"
+        echo "${QUERY_NUM},$((i+1)),${RES}" >> result.csv
+        i=$((i+1))
+    done <<< "$(./clickhouse local --path . --time --format Null --use_page_cache_for_object_storage 1 --query "$query; $query; $query" 2>&1)"
     echo "],"
 
-    # (*) --format=Null is client-side formatting. The query result is still sent back to the client.
-
     QUERY_NUM=$((QUERY_NUM + 1))
 done
 ./clickhouse local --path . --query="DROP TABLE hits"

From 64c71aa1a16190a3b7ac1e90aa009407938a0dd8 Mon Sep 17 00:00:00 2001
From: Alexey Milovidov <milovidov@clickhouse.com>
Date: Sat, 14 Mar 2026 04:14:08 +0000
Subject: [PATCH 4/4] Update results

---
 .../results/c6a.4xlarge.json                  | 88 +++++++++----------
 .../results/c6a.metal.json                    | 88 +++++++++----------
 .../results/c7a.metal-48xl.json               | 88 +++++++++----------
 .../results/c8g.4xlarge.json                  | 88 +++++++++----------
 .../results/c8g.metal-48xl.json               | 88 +++++++++----------
 clickhouse-datalake/results/c6a.4xlarge.json  | 88 +++++++++----------
 clickhouse-datalake/results/c6a.metal.json    | 88 +++++++++----------
 .../results/c7a.metal-48xl.json               | 88 +++++++++----------
 clickhouse-datalake/results/c8g.4xlarge.json  | 88 +++++++++----------
 .../results/c8g.metal-48xl.json               | 88 +++++++++----------
 10 files changed, 440 insertions(+), 440 deletions(-)

diff --git a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
index 2595150f6..8be1fe78f 100644
--- a/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.704, 0.405, 0.26],
-        [1.767, 1.192, 0.67],
-        [1.314, 0.96, 0.9],
-        [1.741, 1.109, 0.8],
-        [1.094, 1.008, 1.007],
-        [1.317, 1.218, 1.156],
-        [0.87, 0.769, 0.754],
-        [0.795, 0.721, 0.685],
-        [1.141, 1.05, 1.041],
-        [1.719, 1.601, 1.586],
-        [1.42, 1.291, 1.365],
-        [1.407, 1.336, 1.302],
-        [1.282, 1.112, 1.158],
-        [1.895, 1.716, 1.771],
-        [1.371, 1.153, 1.225],
-        [1.209, 1.09, 1.066],
-        [2.414, 2.445, 2.341],
-        [1.741, 1.68, 1.675],
-        [4.352, 4.25, 4.164],
-        [0.769, 0.686, 0.663],
-        [3.251, 2.954, 2.815],
-        [3.598, 3.279, 3.327],
-        [5.406, 5.88, 5.376],
-        [11.113, 11.164, 10.727],
-        [1.646, 1.545, 1.493],
-        [0.983, 0.913, 0.916],
-        [1.672, 1.514, 1.501],
-        [3.044, 2.958, 3.109],
-        [10.398, 10.567, 10.297],
-        [0.882, 0.775, 0.8],
-        [1.761, 1.635, 1.648],
-        [2.652, 2.513, 2.526],
-        [5.371, 5.183, 5.217],
-        [4.617, 4.675, 4.19],
-        [4.395, 4.236, 4.303],
-        [1.054, 0.93, 0.905],
-        [0.59, 0.446, 0.45],
-        [0.527, 0.373, 0.372],
-        [0.526, 0.388, 0.38],
-        [0.75, 0.602, 0.605],
-        [0.446, 0.305, 0.295],
-        [0.455, 0.326, 0.317],
-        [0.396, 0.254, 0.267]
+        [0.572, 0.024, 0.027],
+        [1.882, 1.024, 0.609],
+        [1.183, 0.818, 0.734],
+        [1.752, 1.065, 0.679],
+        [1.05, 0.806, 0.8],
+        [1.244, 0.956, 0.921],
+        [0.748, 0.604, 0.546],
+        [0.681, 0.522, 0.52],
+        [1.043, 0.852, 0.868],
+        [1.608, 1.419, 1.417],
+        [1.312, 1.187, 1.166],
+        [1.321, 1.148, 1.165],
+        [1.166, 0.976, 0.935],
+        [1.798, 1.61, 1.622],
+        [1.229, 1.039, 1.028],
+        [1.111, 0.884, 0.863],
+        [2.559, 2.121, 2.138],
+        [1.705, 1.55, 1.474],
+        [4.203, 3.465, 3.469],
+        [0.665, 0.512, 0.498],
+        [2.772, 2.79, 2.586],
+        [3.188, 3.126, 3.308],
+        [5.617, 5.605, 5.326],
+        [10.633, 10.546, 10.605],
+        [1.511, 1.358, 1.349],
+        [0.942, 0.768, 0.74],
+        [1.534, 1.417, 1.405],
+        [3.064, 2.911, 2.993],
+        [10.385, 10.325, 10.026],
+        [0.791, 0.606, 0.602],
+        [1.614, 1.528, 1.519],
+        [2.566, 2.336, 2.367],
+        [5.282, 4.879, 4.967],
+        [4.292, 4.043, 4.209],
+        [4.424, 4.236, 3.976],
+        [0.982, 0.74, 0.738],
+        [0.438, 0.354, 0.381],
+        [0.378, 0.212, 0.226],
+        [0.391, 0.327, 0.319],
+        [0.592, 0.541, 0.522],
+        [0.293, 0.205, 0.197],
+        [0.326, 0.213, 0.209],
+        [0.27, 0.173, 0.173]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c6a.metal.json b/clickhouse-datalake-partitioned/results/c6a.metal.json
index dde68ecdb..366c5356e 100644
--- a/clickhouse-datalake-partitioned/results/c6a.metal.json
+++ b/clickhouse-datalake-partitioned/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.222, 0.184, 0.175],
-        [0.406, 0.316, 0.324],
-        [0.482, 0.394, 0.417],
-        [0.423, 0.388, 0.376],
-        [0.676, 0.584, 0.562],
-        [0.695, 0.595, 0.592],
-        [0.41, 0.347, 0.348],
-        [0.418, 0.316, 0.33],
-        [0.751, 0.655, 0.659],
-        [0.96, 0.837, 0.879],
-        [0.715, 0.615, 0.623],
-        [0.675, 0.624, 0.577],
-        [0.649, 0.564, 0.565],
-        [0.876, 0.852, 0.813],
-        [0.676, 0.636, 0.611],
-        [0.539, 0.455, 0.509],
-        [0.984, 0.921, 0.925],
-        [0.84, 0.866, 0.757],
-        [1.313, 1.298, 1.254],
-        [0.415, 0.346, 0.329],
-        [2.023, 1.622, 1.801],
-        [1.888, 1.955, 2.13],
-        [2.475, 2.406, 2.271],
-        [4.405, 4.2, 4.146],
-        [0.711, 0.61, 0.639],
-        [0.507, 0.447, 0.482],
-        [0.748, 0.597, 0.586],
-        [1.775, 1.656, 1.888],
-        [2.905, 3.012, 2.943],
-        [0.467, 0.36, 0.385],
-        [0.86, 0.847, 0.791],
-        [1.171, 1.098, 1.088],
-        [1.827, 1.881, 1.856],
-        [2.222, 2.103, 2.182],
-        [2.162, 1.968, 2.082],
-        [0.53, 0.406, 0.403],
-        [0.602, 0.504, 0.486],
-        [0.413, 0.325, 0.414],
-        [0.545, 0.473, 0.423],
-        [0.768, 0.635, 0.611],
-        [0.461, 0.323, 0.29],
-        [0.424, 0.318, 0.335],
-        [0.408, 0.245, 0.263]
+        [0.196, 0.033, 0.031],
+        [0.328, 0.21, 0.19],
+        [0.408, 0.301, 0.298],
+        [0.388, 0.228, 0.249],
+        [0.562, 0.382, 0.417],
+        [0.682, 0.429, 0.438],
+        [0.319, 0.213, 0.223],
+        [0.36, 0.204, 0.205],
+        [0.654, 0.548, 0.497],
+        [0.837, 0.773, 0.757],
+        [0.634, 0.492, 0.518],
+        [0.622, 0.473, 0.479],
+        [0.531, 0.492, 0.408],
+        [0.763, 0.718, 0.759],
+        [0.625, 0.466, 0.459],
+        [0.479, 0.336, 0.332],
+        [0.892, 0.893, 0.704],
+        [0.862, 0.73, 0.626],
+        [1.337, 1.352, 1.184],
+        [0.335, 0.223, 0.236],
+        [1.847, 1.428, 1.473],
+        [1.747, 1.973, 1.806],
+        [2.331, 2.253, 2.357],
+        [4.128, 4.656, 4.04],
+        [0.665, 0.569, 0.562],
+        [0.475, 0.323, 0.323],
+        [0.608, 0.587, 0.516],
+        [1.591, 1.76, 1.53],
+        [2.791, 2.862, 2.653],
+        [0.385, 0.275, 0.259],
+        [0.816, 0.601, 0.597],
+        [1.019, 0.96, 0.956],
+        [1.796, 1.518, 1.581],
+        [2.047, 2, 2.204],
+        [2.111, 1.988, 2.319],
+        [0.446, 0.297, 0.299],
+        [0.471, 0.401, 0.401],
+        [0.37, 0.23, 0.235],
+        [0.409, 0.343, 0.342],
+        [0.651, 0.518, 0.524],
+        [0.315, 0.229, 0.219],
+        [0.323, 0.237, 0.263],
+        [0.266, 0.178, 0.171]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
index 0a8e5a461..9e5a0ea47 100644
--- a/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c7a.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.261, 0.193, 0.213],
-        [0.394, 0.283, 0.255],
-        [0.465, 0.346, 0.382],
-        [0.417, 0.335, 0.318],
-        [0.739, 0.656, 0.715],
-        [0.857, 0.736, 0.721],
-        [0.408, 0.303, 0.312],
-        [0.405, 0.311, 0.296],
-        [0.725, 0.607, 0.62],
-        [0.913, 0.777, 0.751],
-        [0.612, 0.512, 0.512],
-        [0.68, 0.502, 0.508],
-        [0.589, 0.459, 0.471],
-        [0.76, 0.686, 0.58],
-        [0.574, 0.665, 0.583],
-        [0.475, 0.38, 0.417],
-        [0.841, 0.688, 0.659],
-        [0.725, 0.619, 0.63],
-        [1.005, 0.914, 0.836],
-        [0.383, 0.297, 0.287],
-        [1.74, 1.413, 1.641],
-        [1.82, 1.851, 1.816],
-        [2.077, 2.38, 2.229],
-        [3.909, 4.363, 4.045],
-        [0.762, 0.781, 0.61],
-        [0.507, 0.406, 0.432],
-        [0.692, 0.495, 0.561],
-        [1.686, 1.606, 1.929],
-        [2.227, 2.475, 2.124],
-        [0.459, 0.356, 0.359],
-        [0.705, 0.613, 0.676],
-        [1.03, 0.804, 0.816],
-        [1.291, 1.138, 1.207],
-        [1.977, 1.62, 1.586],
-        [1.709, 1.75, 1.998],
-        [0.473, 0.421, 0.342],
-        [0.638, 0.508, 0.5],
-        [0.489, 0.351, 0.339],
-        [0.61, 0.458, 0.417],
-        [0.751, 0.659, 0.639],
-        [0.497, 0.408, 0.38],
-        [0.484, 0.331, 0.358],
-        [0.428, 0.287, 0.269]
+        [0.19, 0.04, 0.044],
+        [0.292, 0.182, 0.172],
+        [0.366, 0.258, 0.299],
+        [0.331, 0.226, 0.214],
+        [0.685, 0.556, 0.573],
+        [0.826, 0.62, 0.695],
+        [0.308, 0.197, 0.191],
+        [0.329, 0.189, 0.194],
+        [0.629, 0.487, 0.503],
+        [0.756, 0.704, 0.657],
+        [0.518, 0.442, 0.45],
+        [0.541, 0.43, 0.397],
+        [0.456, 0.365, 0.39],
+        [0.591, 0.569, 0.606],
+        [0.462, 0.403, 0.505],
+        [0.408, 0.275, 0.28],
+        [0.728, 0.595, 0.591],
+        [0.731, 0.559, 0.498],
+        [0.948, 0.831, 0.752],
+        [0.295, 0.217, 0.195],
+        [1.647, 1.48, 1.548],
+        [1.687, 1.641, 1.576],
+        [2.011, 2.18, 2.187],
+        [4.202, 3.648, 3.675],
+        [0.598, 0.515, 0.472],
+        [0.456, 0.35, 0.328],
+        [0.529, 0.481, 0.447],
+        [1.632, 1.53, 1.673],
+        [1.944, 2.465, 2.387],
+        [0.364, 0.253, 0.24],
+        [0.679, 0.581, 0.612],
+        [0.85, 0.881, 0.806],
+        [1.157, 1.321, 1.103],
+        [2.031, 1.624, 1.491],
+        [1.558, 1.816, 1.913],
+        [0.366, 0.274, 0.294],
+        [0.488, 0.394, 0.388],
+        [0.335, 0.242, 0.247],
+        [0.445, 0.336, 0.331],
+        [0.607, 0.492, 0.521],
+        [0.337, 0.227, 0.229],
+        [0.354, 0.219, 0.213],
+        [0.318, 0.189, 0.167]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
index 979650ed1..b63d3a8f6 100644
--- a/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
+++ b/clickhouse-datalake-partitioned/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.249, 0.214, 0.214],
-        [0.689, 0.663, 0.667],
-        [0.889, 0.87, 0.835],
-        [0.79, 0.767, 0.762],
-        [0.961, 0.916, 0.927],
-        [1.007, 1.016, 0.987],
-        [0.719, 0.665, 0.678],
-        [0.683, 0.65, 0.673],
-        [0.959, 0.96, 0.948],
-        [1.53, 1.482, 1.408],
-        [1.379, 1.286, 1.283],
-        [1.356, 1.281, 1.299],
-        [1.1, 0.991, 1.043],
-        [1.579, 1.565, 1.561],
-        [1.089, 0.998, 0.959],
-        [0.985, 0.918, 0.932],
-        [1.742, 1.838, 1.708],
-        [1.537, 1.559, 1.553],
-        [2.463, 2.335, 2.36],
-        [0.663, 0.632, 0.634],
-        [3.021, 2.927, 2.776],
-        [3.682, 3.413, 3.385],
-        [5.486, 5.469, 5.603],
-        [10.182, 10.205, 10.11],
-        [1.539, 1.483, 1.544],
-        [0.892, 0.87, 0.843],
-        [1.506, 1.45, 1.454],
-        [3.086, 2.871, 2.846],
-        [6.272, 6.214, 6.122],
-        [0.752, 0.703, 0.692],
-        [1.658, 1.62, 1.568],
-        [2.36, 2.279, 2.298],
-        [3.07, 3.005, 2.987],
-        [3.313, 3.274, 3.178],
-        [3.067, 3.122, 3.258],
-        [0.908, 0.863, 0.878],
-        [0.515, 0.448, 0.459],
-        [0.409, 0.333, 0.363],
-        [0.441, 0.379, 0.384],
-        [0.649, 0.572, 0.589],
-        [0.368, 0.288, 0.28],
-        [0.385, 0.335, 0.319],
-        [0.318, 0.255, 0.258]
+        [0.221, 0.022, 0.021],
+        [0.651, 0.489, 0.487],
+        [0.843, 0.689, 0.713],
+        [0.759, 0.587, 0.611],
+        [0.853, 0.694, 0.708],
+        [0.98, 0.847, 0.763],
+        [0.678, 0.547, 0.549],
+        [0.663, 0.491, 0.485],
+        [0.921, 0.76, 0.728],
+        [1.484, 1.364, 1.335],
+        [1.274, 1.16, 1.159],
+        [1.363, 1.178, 1.162],
+        [1.016, 0.82, 0.798],
+        [1.541, 1.355, 1.338],
+        [0.989, 0.87, 0.854],
+        [0.941, 0.729, 0.692],
+        [1.741, 1.41, 1.43],
+        [1.462, 1.279, 1.217],
+        [2.219, 1.937, 1.908],
+        [0.633, 0.481, 0.507],
+        [2.694, 2.515, 2.48],
+        [3.383, 3.551, 3.412],
+        [5.436, 5.312, 5.344],
+        [10.098, 10.177, 10.424],
+        [1.488, 1.374, 1.383],
+        [0.871, 0.702, 0.713],
+        [1.5, 1.343, 1.346],
+        [2.789, 2.902, 2.656],
+        [6.104, 5.953, 5.838],
+        [0.691, 0.588, 0.608],
+        [1.62, 1.477, 1.475],
+        [2.307, 2.131, 2.139],
+        [2.832, 2.603, 2.56],
+        [3.183, 2.796, 2.977],
+        [3.281, 2.935, 2.925],
+        [0.864, 0.657, 0.689],
+        [0.428, 0.359, 0.363],
+        [0.339, 0.208, 0.215],
+        [0.374, 0.315, 0.318],
+        [0.571, 0.46, 0.472],
+        [0.296, 0.21, 0.21],
+        [0.314, 0.209, 0.22],
+        [0.256, 0.163, 0.178]
 ]
 }
 
diff --git a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
index 59ceff234..f6d786dac 100644
--- a/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake-partitioned/results/c8g.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, partitioned)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14737666736,
     "result": [
-        [0.209, 0.159, 0.167],
-        [0.359, 0.3, 0.335],
-        [0.481, 0.369, 0.379],
-        [0.363, 0.35, 0.336],
-        [0.493, 0.465, 0.472],
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-        [0.349, 0.317, 0.308],
-        [0.352, 0.315, 0.314],
-        [0.549, 0.51, 0.557],
-        [0.751, 0.688, 0.693],
-        [0.562, 0.545, 0.518],
-        [0.596, 0.47, 0.502],
-        [0.468, 0.448, 0.414],
-        [0.599, 0.655, 0.606],
-        [0.505, 0.447, 0.405],
-        [0.429, 0.374, 0.376],
-        [0.681, 0.666, 0.653],
-        [0.71, 0.629, 0.623],
-        [0.995, 0.941, 0.97],
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-        [1.073, 0.889, 0.942],
-        [1.249, 1.176, 1.193],
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-        [0.43, 0.333, 0.331],
-        [0.391, 0.35, 0.338],
-        [0.357, 0.324, 0.278]
+        [0.204, 0.027, 0.029],
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+        [0.548, 0.384, 0.376],
+        [0.676, 0.727, 0.538],
+        [0.516, 0.361, 0.38],
+        [0.461, 0.355, 0.35],
+        [0.495, 0.297, 0.304],
+        [0.667, 0.451, 0.415],
+        [0.451, 0.305, 0.321],
+        [0.412, 0.255, 0.204],
+        [0.74, 0.518, 0.459],
+        [0.659, 0.422, 0.431],
+        [0.916, 0.702, 0.609],
+        [0.305, 0.161, 0.145],
+        [1.67, 1.198, 1.458],
+        [1.876, 1.573, 1.485],
+        [2.131, 2.087, 1.79],
+        [4.422, 4.08, 3.819],
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+        [0.389, 0.238, 0.243],
+        [0.575, 0.396, 0.361],
+        [1.747, 1.605, 1.475],
+        [2.637, 2.074, 2.091],
+        [0.362, 0.226, 0.228],
+        [0.677, 0.467, 0.447],
+        [0.833, 0.683, 0.646],
+        [1.078, 0.975, 0.887],
+        [1.969, 1.421, 1.411],
+        [1.512, 1.364, 1.57],
+        [0.381, 0.236, 0.182],
+        [0.487, 0.373, 0.351],
+        [0.369, 0.217, 0.221],
+        [0.468, 0.332, 0.344],
+        [0.612, 0.513, 0.488],
+        [0.337, 0.213, 0.219],
+        [0.362, 0.222, 0.226],
+        [0.311, 0.2, 0.164]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.4xlarge.json b/clickhouse-datalake/results/c6a.4xlarge.json
index 0bcf16f6d..1fbf8f593 100644
--- a/clickhouse-datalake/results/c6a.4xlarge.json
+++ b/clickhouse-datalake/results/c6a.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c6a.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.348, 0.192, 0.209],
-        [1.044, 0.615, 0.507],
-        [1.673, 1.255, 1.239],
-        [0.84, 0.682, 0.608],
-        [2.429, 2.226, 2.28],
-        [5.167, 4.891, 4.84],
-        [0.797, 0.534, 0.606],
-        [0.74, 0.559, 0.515],
-        [3.027, 2.85, 2.866],
-        [4.271, 4.173, 4.16],
-        [1.304, 1.016, 0.988],
-        [1.362, 1.258, 1.108],
-        [3.071, 2.92, 2.965],
-        [4.52, 4.302, 4.207],
-        [3.429, 3.166, 3.176],
-        [2.665, 2.482, 2.422],
-        [11.074, 10.796, 10.735],
-        [9.098, 9.168, 9.196],
-        [20.351, 19.875, 20.309],
-        [0.715, 0.573, 0.558],
-        [3.988, 3.98, 4.099],
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-        [5.592, 5.534, 5.216],
-        [82.918, 82.292, 81.044],
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-        [5.806, 5.689, 5.545],
-        [7.528, 7.324, 7.148],
-        [26.339, 26.162, 26.265],
-        [14.779, 14.556, 14.096],
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-        [0.523, 0.275, 0.298],
-        [0.519, 0.311, 0.317],
-        [0.478, 0.248, 0.237]
+        [0.201, 0.028, 0.021],
+        [0.556, 0.417, 0.372],
+        [1.352, 1.135, 1.019],
+        [0.706, 0.515, 0.51],
+        [2.215, 2.103, 2.141],
+        [4.856, 4.677, 4.681],
+        [0.569, 0.434, 0.412],
+        [0.535, 0.438, 0.386],
+        [2.897, 2.701, 2.716],
+        [4.209, 4.195, 4.06],
+        [1.096, 0.916, 0.886],
+        [1.174, 1.045, 0.997],
+        [2.962, 2.744, 2.769],
+        [4.317, 4.16, 3.836],
+        [3.246, 2.95, 3.003],
+        [2.436, 1.688, 1.75],
+        [10.589, 9.48, 9.353],
+        [9.052, 7.709, 7.609],
+        [20.006, 17.892, 17.913],
+        [0.53, 0.45, 0.458],
+        [3.889, 3.75, 3.68],
+        [4.366, 4.213, 4.22],
+        [6.342, 6.28, 6.465],
+        [17.035, 16.245, 16.921],
+        [1.431, 1.276, 1.268],
+        [0.933, 0.787, 0.795],
+        [1.382, 1.262, 1.26],
+        [5.989, 5.172, 5.451],
+        [82.254, 80.463, 82.164],
+        [0.567, 0.419, 0.457],
+        [5.609, 5.455, 5.531],
+        [7.123, 7.132, 7.048],
+        [26.355, 24.278, 24.256],
+        [14.599, 14.734, 14.486],
+        [14.329, 14.25, 14.745],
+        [1.647, 1.303, 1.262],
+        [0.499, 0.391, 0.385],
+        [0.322, 0.218, 0.208],
+        [0.425, 0.309, 0.316],
+        [0.749, 0.621, 0.639],
+        [0.261, 0.165, 0.161],
+        [0.269, 0.171, 0.172],
+        [0.248, 0.114, 0.114]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c6a.metal.json b/clickhouse-datalake/results/c6a.metal.json
index 8a7486b3b..c7fb28318 100644
--- a/clickhouse-datalake/results/c6a.metal.json
+++ b/clickhouse-datalake/results/c6a.metal.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c6a.metal",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.337, 0.209, 0.203],
-        [0.456, 0.278, 0.278],
-        [0.535, 0.348, 0.373],
-        [0.501, 0.344, 0.364],
-        [2.444, 2.167, 2.163],
-        [4.738, 4.507, 4.554],
-        [0.479, 0.291, 0.275],
-        [0.469, 0.286, 0.247],
-        [2.937, 2.834, 2.785],
-        [3.362, 3.204, 3.233],
-        [0.641, 0.434, 0.447],
-        [0.708, 0.47, 0.531],
-        [2.941, 2.915, 2.848],
-        [4.274, 4.321, 4.058],
-        [3.294, 3.08, 3.076],
-        [2.766, 2.848, 2.59],
-        [10.952, 10.726, 11.007],
-        [9.452, 9.014, 8.943],
-        [21.631, 20.702, 21.875],
-        [0.486, 0.291, 0.287],
-        [2.158, 1.842, 1.957],
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-        [4.237, 4.071, 4.291],
-        [14.226, 14.156, 13.655],
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-        [0.699, 0.521, 0.539],
-        [2.099, 1.951, 1.949],
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-        [30.683, 29.655, 29.794],
-        [14.809, 14.814, 14.743],
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-        [0.555, 0.314, 0.33],
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-        [1.009, 0.784, 0.841],
-        [0.533, 0.288, 0.281],
-        [0.505, 0.286, 0.268],
-        [0.438, 0.301, 0.241]
+        [0.205, 0.036, 0.019],
+        [0.275, 0.154, 0.134],
+        [0.393, 0.254, 0.247],
+        [0.333, 0.196, 0.196],
+        [2.152, 2.022, 2.059],
+        [4.495, 4.503, 4.467],
+        [0.337, 0.146, 0.169],
+        [0.288, 0.155, 0.153],
+        [2.804, 2.74, 2.691],
+        [3.234, 3.212, 3.253],
+        [0.476, 0.319, 0.319],
+        [0.537, 0.405, 0.387],
+        [2.858, 2.644, 2.735],
+        [4.072, 3.968, 4.216],
+        [3.138, 2.853, 2.863],
+        [2.979, 2.009, 1.813],
+        [11.363, 9.324, 9.439],
+        [9.412, 8.041, 8.055],
+        [21.741, 20.256, 19.456],
+        [0.321, 0.193, 0.188],
+        [2.018, 1.782, 1.693],
+        [2.132, 2.039, 2.009],
+        [4.164, 4.101, 4.155],
+        [13.733, 15.094, 14.784],
+        [0.558, 0.436, 0.391],
+        [0.574, 0.424, 0.419],
+        [0.597, 0.395, 0.411],
+        [2.006, 1.828, 1.801],
+        [78.078, 78.277, 78.788],
+        [0.307, 0.192, 0.172],
+        [1.63, 1.512, 1.534],
+        [3.283, 3.085, 3.256],
+        [31.032, 32.005, 37.684],
+        [16.727, 14.574, 15.402],
+        [14.968, 15.175, 14.816],
+        [2.021, 1.317, 1.223],
+        [0.527, 0.404, 0.395],
+        [0.372, 0.228, 0.237],
+        [0.434, 0.332, 0.323],
+        [0.795, 0.664, 0.697],
+        [0.287, 0.162, 0.16],
+        [0.32, 0.169, 0.172],
+        [0.259, 0.115, 0.132]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c7a.metal-48xl.json b/clickhouse-datalake/results/c7a.metal-48xl.json
index 9326b21c0..b794adea3 100644
--- a/clickhouse-datalake/results/c7a.metal-48xl.json
+++ b/clickhouse-datalake/results/c7a.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c7a.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.33, 0.183, 0.161],
-        [0.462, 0.246, 0.239],
-        [0.502, 0.321, 0.335],
-        [0.466, 0.289, 0.27],
-        [2.374, 2.231, 2.223],
-        [4.846, 4.691, 4.662],
-        [0.429, 0.264, 0.289],
-        [0.449, 0.238, 0.251],
-        [2.989, 2.78, 2.81],
-        [3.397, 3.227, 3.198],
-        [0.613, 0.43, 0.424],
-        [0.64, 0.469, 0.475],
-        [2.761, 2.619, 2.667],
-        [4.184, 3.898, 3.972],
-        [2.853, 2.7, 2.59],
-        [2.773, 2.716, 2.612],
-        [10.392, 9.948, 9.768],
-        [7.947, 7.833, 7.866],
-        [20.023, 19.857, 19.773],
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-        [1.687, 1.567, 1.517],
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-        [65.296, 65.363, 64.959],
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-        [1.989, 1.743, 1.724],
-        [3.06, 3.027, 3.124],
-        [26.618, 26.505, 26.76],
-        [15.182, 14.877, 14.838],
-        [17.522, 15.136, 15.105],
-        [1.878, 1.665, 1.8],
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-        [0.524, 0.333, 0.33],
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-        [1.033, 0.855, 0.872],
-        [0.472, 0.306, 0.324],
-        [0.546, 0.322, 0.312],
-        [0.442, 0.278, 0.254]
+        [0.176, 0.024, 0.018],
+        [0.272, 0.14, 0.116],
+        [0.328, 0.224, 0.212],
+        [0.28, 0.153, 0.154],
+        [2.181, 2.058, 2.063],
+        [4.677, 4.621, 4.633],
+        [0.263, 0.144, 0.127],
+        [0.258, 0.138, 0.138],
+        [2.731, 2.636, 2.669],
+        [3.227, 3.044, 3.133],
+        [0.453, 0.289, 0.277],
+        [0.472, 0.327, 0.341],
+        [2.677, 2.514, 2.507],
+        [3.976, 3.837, 3.884],
+        [2.649, 2.431, 2.371],
+        [2.747, 1.812, 1.816],
+        [10.084, 8.595, 8.734],
+        [7.877, 6.773, 6.826],
+        [19.9, 17.554, 17.691],
+        [0.336, 0.158, 0.296],
+        [1.63, 1.485, 1.338],
+        [2.155, 1.879, 2.119],
+        [4.637, 3.978, 3.975],
+        [17.406, 18.31, 15.902],
+        [0.6, 0.341, 0.417],
+        [0.507, 0.377, 0.354],
+        [0.504, 0.443, 0.343],
+        [1.752, 1.585, 1.596],
+        [67.208, 66.14, 65.07],
+        [0.328, 0.176, 0.173],
+        [1.665, 1.448, 1.51],
+        [3.082, 2.58, 2.555],
+        [26.41, 25.348, 25.335],
+        [14.972, 15.019, 15.821],
+        [15.086, 14.878, 14.899],
+        [1.777, 1.287, 1.412],
+        [0.514, 0.371, 0.394],
+        [0.349, 0.234, 0.221],
+        [0.438, 0.327, 0.356],
+        [0.861, 0.69, 0.692],
+        [0.29, 0.172, 0.171],
+        [0.35, 0.189, 0.177],
+        [0.293, 0.123, 0.146]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c8g.4xlarge.json b/clickhouse-datalake/results/c8g.4xlarge.json
index 7316924f7..e1d7aa18f 100644
--- a/clickhouse-datalake/results/c8g.4xlarge.json
+++ b/clickhouse-datalake/results/c8g.4xlarge.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c8g.4xlarge",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.26, 0.161, 0.159],
-        [0.659, 0.584, 0.496],
-        [1.26, 1.238, 1.144],
-        [0.749, 0.614, 0.626],
-        [1.828, 1.728, 1.744],
-        [2.95, 2.862, 2.9],
-        [0.651, 0.559, 0.542],
-        [0.623, 0.525, 0.488],
-        [2.432, 2.312, 2.236],
-        [4.084, 4.082, 4.064],
-        [1.141, 1.015, 1.06],
-        [1.137, 1.179, 1.162],
-        [2.5, 2.376, 2.401],
-        [3.571, 3.402, 3.372],
-        [2.424, 2.42, 2.36],
-        [1.867, 1.782, 1.83],
-        [8.376, 8.228, 8.293],
-        [6.769, 6.585, 6.702],
-        [16.124, 15.607, 15.79],
-        [0.625, 0.555, 0.546],
-        [4.013, 3.853, 3.738],
-        [4.454, 4.411, 4.245],
-        [6.532, 6.382, 6.365],
-        [16.881, 16.519, 16.809],
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-        [5.275, 5.115, 5.549],
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-        [0.676, 0.558, 0.555],
-        [5.544, 5.549, 5.523],
-        [7.203, 6.994, 6.91],
-        [20.345, 20.326, 20.33],
-        [12.583, 12.384, 12.595],
-        [12.712, 12.48, 12.731],
-        [1.376, 1.273, 1.34],
-        [0.588, 0.469, 0.469],
-        [0.429, 0.335, 0.34],
-        [0.558, 0.44, 0.393],
-        [0.808, 0.693, 0.679],
-        [0.39, 0.278, 0.262],
-        [0.429, 0.278, 0.273],
-        [0.355, 0.25, 0.224]
+        [0.148, 0.026, 0.026],
+        [0.554, 0.396, 0.371],
+        [1.181, 1.043, 1.042],
+        [0.614, 0.511, 0.513],
+        [1.678, 1.573, 1.585],
+        [2.857, 2.704, 2.795],
+        [0.578, 0.398, 0.433],
+        [0.527, 0.385, 0.368],
+        [2.333, 2.159, 2.226],
+        [4.011, 3.947, 3.922],
+        [1.047, 0.936, 0.963],
+        [1.11, 0.937, 0.975],
+        [2.413, 2.294, 2.347],
+        [3.44, 3.354, 3.278],
+        [2.308, 2.134, 2.151],
+        [1.803, 1.31, 1.317],
+        [8.095, 7.291, 7.717],
+        [6.783, 5.922, 5.796],
+        [15.538, 13.731, 13.369],
+        [0.573, 0.444, 0.426],
+        [3.93, 3.864, 3.709],
+        [4.324, 4.24, 4.204],
+        [6.403, 6.372, 6.252],
+        [17.663, 17.153, 16.604],
+        [1.301, 1.194, 1.139],
+        [0.885, 0.737, 0.766],
+        [1.288, 1.206, 1.246],
+        [5.313, 5.366, 4.765],
+        [73.549, 73.784, 73.536],
+        [0.571, 0.415, 0.451],
+        [5.512, 5.463, 5.388],
+        [6.92, 6.819, 6.903],
+        [20.648, 18.287, 18.641],
+        [12.633, 12.516, 12.651],
+        [12.655, 12.325, 12.487],
+        [1.298, 1.004, 0.972],
+        [0.481, 0.362, 0.368],
+        [0.337, 0.214, 0.221],
+        [0.422, 0.313, 0.31],
+        [0.67, 0.576, 0.559],
+        [0.271, 0.157, 0.153],
+        [0.257, 0.189, 0.181],
+        [0.258, 0.114, 0.12]
 ]
 }
 
diff --git a/clickhouse-datalake/results/c8g.metal-48xl.json b/clickhouse-datalake/results/c8g.metal-48xl.json
index 848ffd3f8..a4acdd77f 100644
--- a/clickhouse-datalake/results/c8g.metal-48xl.json
+++ b/clickhouse-datalake/results/c8g.metal-48xl.json
@@ -1,6 +1,6 @@
 {
     "system": "ClickHouse (data lake, single)",
-    "date": "2026-03-13",
+    "date": "2026-03-14",
     "machine": "c8g.metal-48xl",
     "cluster_size": 1,
     "proprietary": "no",
@@ -10,49 +10,49 @@
     "load_time": 0,
     "data_size": 14779976446,
     "result": [
-        [0.211, 0.173, 0.17],
-        [0.392, 0.279, 0.278],
-        [0.42, 0.373, 0.332],
-        [0.346, 0.313, 0.267],
-        [1.808, 1.662, 1.679],
-        [2.827, 2.75, 2.73],
-        [0.385, 0.277, 0.253],
-        [0.41, 0.239, 0.272],
-        [2.206, 2.093, 2.16],
-        [2.748, 2.683, 2.657],
-        [0.525, 0.409, 0.406],
-        [0.61, 0.458, 0.475],
-        [2.276, 2.219, 2.211],
-        [3.155, 3.052, 3.025],
-        [2.203, 2.161, 2.116],
-        [1.849, 1.762, 1.74],
-        [7.616, 7.476, 7.407],
-        [6.351, 6.301, 6.232],
-        [13.298, 13.077, 12.958],
-        [0.376, 0.286, 0.261],
-        [2.221, 2.011, 2.069],
-        [2.264, 2.297, 2.582],
-        [4.394, 4.477, 4.339],
-        [15.36, 16.191, 14.679],
-        [0.508, 0.417, 0.407],
-        [0.596, 0.482, 0.487],
-        [0.511, 0.374, 0.448],
-        [1.766, 1.664, 1.789],
-        [75.272, 75.039, 76.615],
-        [0.445, 0.314, 0.344],
-        [1.393, 1.323, 1.35],
-        [2.38, 2.21, 2.247],
-        [16.818, 16.59, 16.472],
-        [10.785, 10.822, 10.831],
-        [10.762, 10.756, 10.734],
-        [1.311, 1.165, 1.231],
-        [0.666, 0.515, 0.509],
-        [0.443, 0.32, 0.345],
-        [0.593, 0.468, 0.448],
-        [0.828, 0.665, 0.681],
-        [0.381, 0.288, 0.265],
-        [0.454, 0.299, 0.37],
-        [0.41, 0.312, 0.282]
+        [0.195, 0.027, 0.028],
+        [0.274, 0.12, 0.119],
+        [0.333, 0.191, 0.192],
+        [0.291, 0.293, 0.326],
+        [1.642, 1.511, 1.511],
+        [2.781, 2.625, 2.585],
+        [0.325, 0.179, 0.124],
+        [0.252, 0.144, 0.126],
+        [2.109, 1.973, 2.032],
+        [2.653, 2.484, 2.481],
+        [0.427, 0.259, 0.248],
+        [0.471, 0.312, 0.316],
+        [2.174, 2.125, 2.104],
+        [3.014, 2.83, 2.833],
+        [2.156, 1.883, 1.904],
+        [1.787, 1.158, 1.186],
+        [7.353, 6.58, 6.527],
+        [6.285, 5.418, 5.436],
+        [13.133, 11.335, 11.392],
+        [0.27, 0.131, 0.155],
+        [2.066, 1.841, 1.831],
+        [2.07, 1.891, 1.871],
+        [4.363, 3.993, 4.31],
+        [17.405, 14.35, 14.813],
+        [0.438, 0.291, 0.306],
+        [0.517, 0.387, 0.384],
+        [0.42, 0.309, 0.289],
+        [1.693, 1.692, 1.551],
+        [75.293, 75.542, 75.168],
+        [0.352, 0.211, 0.179],
+        [1.612, 1.112, 1.128],
+        [2.203, 1.898, 1.931],
+        [16.432, 14.318, 14.986],
+        [10.487, 10.343, 10.78],
+        [13.52, 10.7, 10.682],
+        [1.197, 0.84, 0.834],
+        [0.506, 0.379, 0.375],
+        [0.329, 0.215, 0.213],
+        [0.451, 0.319, 0.328],
+        [0.709, 0.57, 0.567],
+        [0.305, 0.166, 0.169],
+        [0.3, 0.164, 0.166],
+        [0.247, 0.119, 0.12]
 ]
 }