diff --git a/hyper/benchmark.sh b/hyper/benchmark.sh
index f61f185e4..a33527ee3 100755
--- a/hyper/benchmark.sh
+++ b/hyper/benchmark.sh
@@ -1,3 +1,3 @@
 #!/bin/bash
-export BENCH_DOWNLOAD_SCRIPT="download-hits-csv"
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
 exec ../lib/benchmark-common.sh
diff --git a/hyper/create.sql b/hyper/create.sql
index 3b376b062..267a35b71 100644
--- a/hyper/create.sql
+++ b/hyper/create.sql
@@ -1,3 +1,7 @@
+create temp external table hits_parquet
+for 'hits.parquet'
+with (format => 'parquet', binary_as_text => true, immutable => true);
+
 create table hits (
     watchid               bigint       not null,
     javaenable            smallint     not null,
@@ -106,3 +110,111 @@ create table hits (
     clid                  integer      not null,
     assumed primary key (counterid, eventdate, userid, eventtime, watchid)
 );
+
+INSERT INTO hits SELECT
+"WatchID",
+"JavaEnable",
+"Title",
+"GoodEvent",
+to_timestamp("EventTime") AS "EventTime",
+(DATE '1970-01-01' + "EventDate"::integer) AS "EventDate",
+"CounterID",
+"ClientIP",
+"RegionID",
+"UserID",
+"CounterClass",
+"OS",
+"UserAgent",
+"URL",
+"Referer",
+"IsRefresh",
+"RefererCategoryID",
+"RefererRegionID",
+"URLCategoryID",
+"URLRegionID",
+"ResolutionWidth",
+"ResolutionHeight",
+"ResolutionDepth",
+"FlashMajor",
+"FlashMinor",
+"FlashMinor2",
+"NetMajor",
+"NetMinor",
+"UserAgentMajor",
+"UserAgentMinor",
+"CookieEnable",
+"JavascriptEnable",
+"IsMobile",
+"MobilePhone",
+"MobilePhoneModel",
+"Params",
+"IPNetworkID",
+"TraficSourceID",
+"SearchEngineID",
+"SearchPhrase",
+"AdvEngineID",
+"IsArtifical",
+"WindowClientWidth",
+"WindowClientHeight",
+"ClientTimeZone",
+to_timestamp("ClientEventTime") AS "ClientEventTime",
+"SilverlightVersion1",
+"SilverlightVersion2",
+"SilverlightVersion3",
+"SilverlightVersion4",
+"PageCharset",
+"CodeVersion",
+"IsLink",
+"IsDownload",
+"IsNotBounce",
+"FUniqID",
+"OriginalURL",
+"HID",
+"IsOldCounter",
+"IsEvent",
+"IsParameter",
+"DontCountHits",
+"WithHash",
+"HitColor",
+to_timestamp("LocalEventTime") AS "LocalEventTime",
+"Age",
+"Sex",
+"Income",
+"Interests",
+"Robotness",
+"RemoteIP",
+"WindowName",
+"OpenerName",
+"HistoryLength",
+"BrowserLanguage",
+"BrowserCountry",
+"SocialNetwork",
+"SocialAction",
+"HTTPError",
+"SendTiming",
+"DNSTiming",
+"ConnectTiming",
+"ResponseStartTiming",
+"ResponseEndTiming",
+"FetchTiming",
+"SocialSourceNetworkID",
+"SocialSourcePage",
+"ParamPrice",
+"ParamOrderID",
+"ParamCurrency",
+"ParamCurrencyID",
+"OpenstatServiceName",
+"OpenstatCampaignID",
+"OpenstatAdID",
+"OpenstatSourceID",
+"UTMSource",
+"UTMMedium",
+"UTMCampaign",
+"UTMContent",
+"UTMTerm",
+"FromTag",
+"HasGCLID",
+"RefererHash",
+"URLHash",
+"CLID"
+FROM hits_parquet;
diff --git a/hyper/load b/hyper/load
index 9c34e7d83..b3cd219b1 100755
--- a/hyper/load
+++ b/hyper/load
@@ -1,8 +1,8 @@
 #!/bin/bash
-# Create hits.hyper and COPY hits.csv into it, using the PERSISTENT Hyper
+# Create hits.hyper and load hits.parquet into it, using the PERSISTENT Hyper
 # server started by ./start (descriptor in server.endpoint). Loading through
 # the already-running server avoids briefly running two hyperd instances
-# (each of which would try to claim up to 80% of RAM) during the heavy COPY.
+# (each of which would try to claim up to 80% of RAM) during the heavy load.
 set -e
 
 # shellcheck disable=SC1091
@@ -19,9 +19,11 @@ with open("server.endpoint") as f:
 
 endpoint = Endpoint(connection_descriptor=descriptor, user_agent="clickbench")
 with Connection(endpoint, 'hits.hyper', CreateMode.CREATE_AND_REPLACE) as connection:
-    connection.execute_command(open("create.sql").read())
-    connection.execute_command("copy hits from 'hits.csv' with (format csv)")
+    # The Hyper API accepts one statement per execute_command call.
+    for command in open("create.sql").read().split(";"):
+        if command.strip():
+            connection.execute_command(command)
 PY
 
-rm -f hits.csv
+rm -f hits.parquet
 sync
diff --git a/hyper/results/20260815/c6a.2xlarge.json b/hyper/results/20260815/c6a.2xlarge.json
index f50f2cc8d..5dc00423c 100644
--- a/hyper/results/20260815/c6a.2xlarge.json
+++ b/hyper/results/20260815/c6a.2xlarge.json
@@ -7,54 +7,54 @@
       "hardware": "cpu",
       "tuned": "no",
       "tags": ["C++","column-oriented"],
-      "load_time": 637,
-      "data_size": 18959040512,
-      "concurrent_qps": 0.115,
-      "concurrent_error_ratio": 0.055,
+      "load_time": 351,
+      "data_size": 19082838016,
+      "concurrent_qps": 0.122,
+      "concurrent_error_ratio": 0.052,
       "result": [
-        [0.064, 0.012, 0.011],
-        [0.165, 0.018, 0.018],
-        [0.398, 0.058, 0.058],
-        [1.067, 0.055, 0.055],
-        [1.133, 0.867, 0.854],
-        [1.998, 0.329, 0.32],
-        [0.154, 0.002, 0.002],
-        [0.177, 0.018, 0.018],
-        [2.264, 1.109, 1.135],
-        [3.588, 1.3, 1.296],
-        [1.179, 0.094, 0.094],
-        [1.195, 0.099, 0.097],
-        [2.1, 0.53, 0.534],
-        [4.94, 1.458, 1.436],
-        [2.141, 0.593, 0.606],
-        [1.62, 1.049, 1.039],
-        [4.61, 1.594, 1.594],
-        [3.943, 0.926, 0.934],
-        [8.928, 3.366, 3.36],
-        [0.189, 0.002, 0.002],
-        [14.656, 0.458, 0.456],
-        [16.059, 0.463, 0.46],
-        [16.926, 0.318, 0.322],
-        [8.965, 0.099, 0.105],
-        [1.139, 0.019, 0.023],
-        [1.879, 0.092, 0.091],
-        [1.126, 0.032, 0.017],
-        [15.058, 0.278, 0.279],
-        [16.086, 13.716, 13.887],
-        [0.271, 0.036, 0.036],
-        [4.856, 0.47, 0.494],
-        [8.491, 0.846, 0.84],
-        [9.461, 5.997, 6.003],
-        [15.357, 2.191, 2.238],
-        [15.39, 2.223, 2.247],
-        [1.217, 0.898, 0.882],
-        [0.246, 0.016, 0.016],
-        [0.19, 0.007, 0.007],
-        [0.201, 0.004, 0.004],
-        [0.313, 0.031, 0.03],
-        [0.305, 0.002, 0.002],
-        [0.302, 0.004, 0.004],
-        [0.182, 0.005, 0.005]
+        [0.063, 0.012, 0.012],
+        [0.166, 0.018, 0.018],
+        [0.398, 0.059, 0.059],
+        [1.058, 0.056, 0.055],
+        [1.142, 0.921, 0.877],
+        [2.013, 0.342, 0.343],
+        [0.152, 0.002, 0.002],
+        [0.173, 0.019, 0.019],
+        [2.258, 1.11, 1.144],
+        [3.607, 1.356, 1.298],
+        [1.185, 0.097, 0.097],
+        [1.207, 0.099, 0.098],
+        [2.125, 0.557, 0.558],
+        [4.974, 1.466, 1.46],
+        [2.148, 0.608, 0.609],
+        [1.632, 1.055, 1.02],
+        [4.645, 1.643, 1.625],
+        [3.941, 0.96, 0.956],
+        [8.976, 3.381, 3.39],
+        [0.181, 0.002, 0.002],
+        [14.73, 0.461, 0.463],
+        [16.104, 0.464, 0.465],
+        [17.223, 0.317, 0.316],
+        [6.866, 0.061, 0.057],
+        [0.954, 0.013, 0.014],
+        [1.885, 0.092, 0.092],
+        [0.964, 0.014, 0.014],
+        [15.102, 0.28, 0.282],
+        [16.016, 13.947, 13.895],
+        [0.27, 0.036, 0.036],
+        [4.876, 0.487, 0.497],
+        [8.529, 0.831, 0.851],
+        [9.495, 6.045, 6.034],
+        [15.415, 2.265, 2.241],
+        [15.392, 2.262, 2.276],
+        [1.174, 0.924, 0.915],
+        [0.243, 0.017, 0.017],
+        [0.188, 0.007, 0.007],
+        [0.193, 0.005, 0.005],
+        [0.309, 0.033, 0.031],
+        [0.299, 0.003, 0.003],
+        [0.306, 0.004, 0.004],
+        [0.181, 0.006, 0.005]
 ]
   } 
   
\ No newline at end of file
diff --git a/hyper/results/20260815/c6a.4xlarge.json b/hyper/results/20260815/c6a.4xlarge.json
index 752c99f43..7efab1697 100644
--- a/hyper/results/20260815/c6a.4xlarge.json
+++ b/hyper/results/20260815/c6a.4xlarge.json
@@ -7,54 +7,54 @@
       "hardware": "cpu",
       "tuned": "no",
       "tags": ["C++","column-oriented"],
-      "load_time": 648,
-      "data_size": 18959040512,
-      "concurrent_qps": 0.555,
-      "concurrent_error_ratio": 0.003,
+      "load_time": 267,
+      "data_size": 19080675328,
+      "concurrent_qps": 1.087,
+      "concurrent_error_ratio": 0.002,
       "result": [
-        [0.064, 0.007, 0.007],
-        [0.109, 0.01, 0.01],
-        [0.372, 0.031, 0.03],
-        [1.07, 0.031, 0.031],
-        [0.789, 0.567, 0.568],
-        [1.908, 0.156, 0.158],
-        [0.099, 0.002, 0.002],
-        [0.116, 0.01, 0.01],
-        [2.052, 0.746, 0.741],
-        [3.403, 0.842, 0.826],
-        [1.172, 0.051, 0.051],
-        [1.18, 0.055, 0.054],
-        [2.042, 0.28, 0.279],
-        [4.474, 0.752, 0.75],
-        [2.051, 0.282, 0.281],
-        [1.449, 0.682, 0.675],
-        [4.383, 1.015, 1.006],
-        [3.955, 0.617, 0.625],
-        [8.361, 2.106, 2.083],
-        [0.139, 0.002, 0.002],
-        [14.694, 0.303, 0.302],
-        [16.064, 0.303, 0.302],
-        [16.945, 0.207, 0.205],
-        [7.682, 0.055, 0.048],
-        [1.133, 0.01, 0.009],
-        [1.872, 0.05, 0.049],
-        [1.125, 0.009, 0.01],
-        [15.103, 0.146, 0.145],
-        [12.644, 6.918, 6.906],
-        [0.165, 0.021, 0.021],
-        [4.758, 0.246, 0.244],
-        [8.303, 0.435, 0.431],
-        [7.761, 3.656, 3.662],
-        [15.178, 1.353, 1.356],
-        [15.177, 1.371, 1.356],
-        [0.95, 0.602, 0.603],
-        [0.156, 0.011, 0.01],
-        [0.133, 0.005, 0.005],
-        [0.141, 0.005, 0.004],
-        [0.2, 0.02, 0.02],
-        [0.186, 0.002, 0.002],
-        [0.185, 0.003, 0.003],
-        [0.122, 0.005, 0.005]
+        [0.059, 0.007, 0.007],
+        [0.112, 0.01, 0.011],
+        [0.377, 0.031, 0.031],
+        [1.052, 0.03, 0.03],
+        [0.766, 0.577, 0.595],
+        [1.906, 0.149, 0.151],
+        [0.121, 0.002, 0.002],
+        [0.115, 0.011, 0.011],
+        [2.019, 0.727, 0.736],
+        [3.375, 0.841, 0.827],
+        [1.173, 0.051, 0.051],
+        [1.178, 0.054, 0.054],
+        [2.062, 0.289, 0.288],
+        [4.477, 0.747, 0.748],
+        [2.071, 0.291, 0.286],
+        [1.436, 0.695, 0.677],
+        [4.385, 1.002, 1.006],
+        [3.966, 0.61, 0.604],
+        [8.397, 2.077, 2.08],
+        [0.149, 0.003, 0.002],
+        [14.738, 0.3, 0.299],
+        [16.125, 0.301, 0.303],
+        [17.218, 0.207, 0.207],
+        [6.176, 0.038, 0.039],
+        [1.004, 0.009, 0.009],
+        [1.885, 0.049, 0.049],
+        [1.01, 0.009, 0.008],
+        [15.136, 0.149, 0.147],
+        [12.794, 6.92, 6.876],
+        [0.184, 0.021, 0.021],
+        [4.791, 0.242, 0.238],
+        [8.34, 0.449, 0.441],
+        [7.798, 3.661, 3.668],
+        [15.217, 1.377, 1.384],
+        [15.223, 1.376, 1.374],
+        [0.973, 0.609, 0.591],
+        [0.162, 0.011, 0.011],
+        [0.125, 0.005, 0.005],
+        [0.13, 0.004, 0.004],
+        [0.205, 0.021, 0.02],
+        [0.199, 0.002, 0.002],
+        [0.196, 0.003, 0.003],
+        [0.132, 0.005, 0.005]
 ]
   } 
   
\ No newline at end of file
diff --git a/hyper/results/20260815/c6a.large.json b/hyper/results/20260815/c6a.large.json
new file mode 100644
index 000000000..bcc779fd4
--- /dev/null
+++ b/hyper/results/20260815/c6a.large.json
@@ -0,0 +1,60 @@
+{
+      "system": "Salesforce Hyper",
+      "date": "2026-08-15",
+      "machine": "c6a.large",
+      "cluster_size": 1,
+      "proprietary": "yes",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["C++","column-oriented"],
+      "load_time": 591,
+      "data_size": 19087294464,
+      "concurrent_qps": 0.048,
+      "concurrent_error_ratio": 0.094,
+      "result": [
+        [0.089, 0.04, 0.04],
+        [0.543, 0.067, 0.067],
+        [1.475, 0.228, 0.228],
+        [2.049, 0.217, 0.216],
+        [3.366, 2.36, 2.367],
+        [3.229, 1.146, 1.106],
+        [0.49, 0.002, 0.002],
+        [0.531, 0.069, 0.069],
+        [5.121, 2.815, 3.07],
+        [6.666, 3.666, 3.496],
+        [2.775, 0.396, 0.376],
+        [2.833, 0.406, 0.392],
+        [4.783, 1.722, 1.942],
+        [9.463, 4.621, 4.696],
+        [5.09, 1.929, 1.901],
+        [4.602, 2.817, 3.072],
+        [9.582, 5.615, 5.241],
+        [7.074, 2.774, 2.759],
+        [115.022, 121.084, 118.489],
+        [0.838, 0.004, 0.004],
+        [20.466, 23.517, 23.942],
+        [21.883, 23.93, 26.784],
+        [23.854, 21.34, 20.569],
+        [12.173, 2.051, 0.191],
+        [1.866, 0.041, 0.051],
+        [3.515, 0.356, 0.356],
+        [1.884, 0.044, 0.04],
+        [20.304, 23.425, 25.234],
+        [66.134, 83.09, 56.79],
+        [0.912, 0.127, 0.128],
+        [7.039, 1.607, 1.614],
+        [10.409, 3.608, 3.164],
+        [155.132, 157.204, 157.181],
+        [461.506, 532.299, 535.264],
+        [553.007, 502.923, 523.195],
+        [3.717, 2.588, 2.689],
+        [0.788, 0.051, 0.05],
+        [0.573, 0.019, 0.02],
+        [0.592, 0.008, 0.007],
+        [1.036, 0.107, 0.107],
+        [1.014, 0.004, 0.004],
+        [1.038, 0.007, 0.007],
+        [0.543, 0.012, 0.011]
+]
+  } 
+  
\ No newline at end of file
diff --git a/hyper/results/20260815/c6a.metal.json b/hyper/results/20260815/c6a.metal.json
index 56a10b141..f56050f71 100644
--- a/hyper/results/20260815/c6a.metal.json
+++ b/hyper/results/20260815/c6a.metal.json
@@ -7,54 +7,54 @@
       "hardware": "cpu",
       "tuned": "no",
       "tags": ["C++","column-oriented"],
-      "load_time": 399,
-      "data_size": 18959040512,
-      "concurrent_qps": 12.047,
+      "load_time": 224,
+      "data_size": 19075039232,
+      "concurrent_qps": 11.903,
       "concurrent_error_ratio": 0,
       "result": [
-        [0.04, 0.006, 0.007],
-        [0.102, 0.006, 0.005],
-        [0.356, 0.009, 0.009],
-        [1.052, 0.011, 0.01],
-        [0.53, 0.111, 0.115],
-        [1.817, 0.06, 0.059],
-        [0.144, 0.003, 0.002],
-        [0.148, 0.007, 0.006],
-        [1.768, 0.182, 0.176],
-        [3.084, 0.185, 0.198],
-        [1.149, 0.022, 0.02],
-        [1.163, 0.027, 0.025],
-        [1.942, 0.076, 0.073],
-        [4.087, 0.219, 0.228],
-        [1.94, 0.101, 0.106],
-        [1.28, 0.268, 0.258],
-        [4.073, 0.265, 0.254],
-        [3.941, 0.094, 0.085],
-        [7.946, 0.643, 0.658],
-        [0.208, 0.003, 0.003],
-        [14.657, 0.096, 0.073],
-        [16.027, 0.087, 0.077],
-        [16.898, 0.061, 0.051],
-        [11.947, 0.054, 0.053],
-        [1.122, 0.038, 0.01],
-        [1.863, 0.017, 0.016],
-        [1.164, 0.039, 0.009],
-        [15.048, 0.042, 0.039],
-        [12.673, 0.714, 0.683],
-        [0.157, 0.01, 0.01],
-        [4.653, 0.075, 0.075],
-        [8.106, 0.12, 0.122],
-        [6.246, 0.836, 0.839],
-        [14.84, 0.3, 0.278],
-        [14.855, 0.291, 0.294],
-        [0.779, 0.161, 0.166],
-        [0.148, 0.013, 0.013],
-        [0.199, 0.007, 0.006],
-        [0.216, 0.007, 0.005],
-        [0.711, 0.027, 0.021],
-        [0.227, 0.003, 0.003],
-        [0.225, 0.005, 0.005],
-        [0.118, 0.007, 0.008]
+        [0.044, 0.008, 0.009],
+        [0.106, 0.007, 0.007],
+        [0.375, 0.01, 0.01],
+        [1.053, 0.009, 0.008],
+        [0.537, 0.128, 0.132],
+        [1.847, 0.054, 0.055],
+        [0.088, 0.002, 0.003],
+        [0.104, 0.008, 0.007],
+        [1.736, 0.136, 0.134],
+        [3.094, 0.174, 0.17],
+        [1.161, 0.022, 0.02],
+        [1.168, 0.028, 0.025],
+        [1.947, 0.094, 0.089],
+        [4.066, 0.204, 0.197],
+        [1.932, 0.077, 0.077],
+        [1.193, 0.151, 0.144],
+        [4.067, 0.23, 0.219],
+        [3.96, 0.125, 0.118],
+        [7.95, 0.636, 0.653],
+        [0.126, 0.003, 0.002],
+        [14.639, 0.092, 0.078],
+        [16.028, 0.089, 0.077],
+        [17.223, 0.066, 0.054],
+        [13.329, 0.255, 0.126],
+        [1.103, 0.017, 0.014],
+        [1.872, 0.016, 0.016],
+        [1.077, 0.037, 0.013],
+        [15.043, 0.038, 0.036],
+        [12.741, 0.693, 0.632],
+        [0.147, 0.01, 0.01],
+        [4.677, 0.077, 0.077],
+        [8.117, 0.124, 0.117],
+        [6.271, 0.842, 0.833],
+        [14.852, 0.291, 0.289],
+        [14.856, 0.314, 0.311],
+        [0.772, 0.128, 0.127],
+        [0.132, 0.011, 0.012],
+        [0.111, 0.006, 0.006],
+        [0.12, 0.005, 0.006],
+        [0.186, 0.022, 0.021],
+        [0.162, 0.003, 0.003],
+        [0.155, 0.005, 0.005],
+        [0.104, 0.006, 0.006]
 ]
   } 
   
\ No newline at end of file
diff --git a/hyper/results/20260815/c6a.xlarge.json b/hyper/results/20260815/c6a.xlarge.json
index 35b3b274c..f2b7dacfe 100644
--- a/hyper/results/20260815/c6a.xlarge.json
+++ b/hyper/results/20260815/c6a.xlarge.json
@@ -7,53 +7,53 @@
       "hardware": "cpu",
       "tuned": "no",
       "tags": ["C++","column-oriented"],
-      "load_time": 613,
-      "data_size": 18959040512,
-      "concurrent_qps": 0.083,
-      "concurrent_error_ratio": 0.091,
+      "load_time": 390,
+      "data_size": 19085393920,
+      "concurrent_qps": 0.09,
+      "concurrent_error_ratio": 0.053,
       "result": [
-        [0.076, 0.022, 0.021],
-        [0.289, 0.033, 0.033],
-        [0.737, 0.115, 0.115],
-        [1.073, 0.109, 0.108],
-        [1.928, 1.415, 1.43],
-        [2.102, 0.647, 0.659],
-        [0.232, 0.002, 0.002],
-        [0.264, 0.035, 0.035],
-        [2.893, 1.904, 1.888],
-        [4.019, 2.159, 2.21],
-        [1.299, 0.188, 0.183],
-        [1.45, 0.196, 0.194],
-        [2.491, 0.963, 0.951],
-        [5.739, 2.606, 2.594],
-        [2.44, 1.019, 1.015],
-        [2.563, 1.757, 1.778],
-        [5.112, 2.741, 2.766],
-        [3.927, 1.624, 1.669],
-        [10.181, 6.021, 5.954],
-        [0.445, 0.003, 0.003],
-        [15.092, 0.818, 0.817],
-        [17.379, 0.827, 0.829],
-        [19.568, 0.556, 0.557],
-        [12.109, 0.159, 0.145],
-        [1.078, 0.046, 0.036],
-        [1.869, 0.18, 0.179],
-        [1.146, 0.03, 0.029],
-        [15.648, 0.548, 0.545],
-        [31.622, 27.357, 27.19],
-        [0.482, 0.067, 0.067],
-        [5, 0.876, 0.879],
-        [8.784, 1.363, 1.418],
-        [139.407, 140.777, 140.266],
-        [16.736, 3.943, 3.975],
-        [16.85, 4.109, 3.919],
-        [2.039, 1.469, 1.417],
-        [0.399, 0.029, 0.026],
-        [0.32, 0.011, 0.011],
-        [0.335, 0.005, 0.005],
-        [0.553, 0.053, 0.053],
-        [0.546, 0.003, 0.003],
-        [0.544, 0.004, 0.005],
+        [0.076, 0.021, 0.022],
+        [0.295, 0.035, 0.035],
+        [0.746, 0.116, 0.115],
+        [1.072, 0.109, 0.108],
+        [2.007, 1.476, 1.477],
+        [2.124, 0.675, 0.676],
+        [0.262, 0.003, 0.002],
+        [0.299, 0.036, 0.036],
+        [2.921, 1.922, 1.841],
+        [4.047, 2.109, 2.093],
+        [1.437, 0.191, 0.191],
+        [1.475, 0.196, 0.194],
+        [2.523, 0.991, 0.999],
+        [5.818, 2.661, 2.689],
+        [2.564, 1.055, 1.046],
+        [2.526, 1.658, 1.693],
+        [5.133, 2.833, 2.831],
+        [3.943, 1.676, 1.721],
+        [10.253, 6.142, 6.103],
+        [0.4, 0.003, 0.003],
+        [15.208, 0.829, 0.835],
+        [17.559, 0.832, 0.857],
+        [19.783, 0.558, 0.56],
+        [10.001, 0.101, 0.101],
+        [0.899, 0.047, 0.049],
+        [1.89, 0.181, 0.18],
+        [1.019, 0.023, 0.05],
+        [15.761, 0.553, 0.552],
+        [32.012, 27.493, 27.389],
+        [0.479, 0.067, 0.067],
+        [5.096, 0.888, 0.899],
+        [8.842, 1.447, 1.415],
+        [144.277, 146.431, 145.04],
+        [17.122, 4.012, 3.969],
+        [17.327, 3.924, 4.006],
+        [2.043, 1.598, 1.438],
+        [0.427, 0.029, 0.028],
+        [0.317, 0.012, 0.011],
+        [0.326, 0.006, 0.006],
+        [0.552, 0.056, 0.062],
+        [0.544, 0.003, 0.003],
+        [0.561, 0.005, 0.005],
         [0.305, 0.007, 0.007]
 ]
   } 
diff --git a/hyper/results/20260815/c7a.metal-48xl.json b/hyper/results/20260815/c7a.metal-48xl.json
index 739ad73da..eb17b7279 100644
--- a/hyper/results/20260815/c7a.metal-48xl.json
+++ b/hyper/results/20260815/c7a.metal-48xl.json
@@ -7,54 +7,54 @@
       "hardware": "cpu",
       "tuned": "no",
       "tags": ["C++","column-oriented"],
-      "load_time": 335,
-      "data_size": 18959040512,
-      "concurrent_qps": 20.395,
+      "load_time": 191,
+      "data_size": 19068682240,
+      "concurrent_qps": 20.61,
       "concurrent_error_ratio": 0,
       "result": [
-        [0.035, 0.008, 0.007],
-        [0.106, 0.008, 0.008],
-        [0.373, 0.008, 0.008],
-        [1.061, 0.009, 0.009],
-        [0.501, 0.075, 0.071],
-        [1.812, 0.045, 0.04],
-        [0.243, 0.003, 0.002],
-        [0.233, 0.009, 0.008],
-        [1.714, 0.112, 0.115],
-        [3.057, 0.139, 0.129],
-        [1.152, 0.016, 0.016],
-        [1.155, 0.018, 0.018],
-        [1.914, 0.054, 0.05],
-        [4.011, 0.129, 0.124],
-        [1.912, 0.054, 0.054],
-        [1.158, 0.114, 0.102],
-        [4.038, 0.178, 0.169],
-        [3.958, 0.079, 0.068],
-        [7.867, 0.493, 0.508],
-        [0.171, 0.003, 0.003],
-        [14.655, 0.05, 0.042],
-        [16.026, 0.048, 0.048],
-        [16.929, 0.043, 0.04],
-        [13.597, 0.064, 0.016],
-        [1.147, 0.014, 0.008],
-        [1.863, 0.01, 0.01],
-        [1.176, 0.015, 0.013],
-        [15.052, 0.028, 0.028],
-        [12.619, 0.574, 0.511],
-        [0.392, 0.01, 0.011],
-        [4.646, 0.058, 0.053],
-        [8.075, 0.081, 0.079],
-        [6.12, 0.741, 0.713],
-        [14.85, 0.229, 0.212],
-        [14.846, 0.193, 0.19],
-        [0.732, 0.099, 0.092],
-        [0.152, 0.011, 0.012],
-        [0.115, 0.006, 0.006],
-        [0.137, 0.005, 0.005],
-        [0.226, 0.018, 0.019],
-        [0.526, 0.003, 0.003],
-        [0.236, 0.005, 0.005],
-        [0.095, 0.006, 0.006]
+        [0.041, 0.007, 0.007],
+        [0.103, 0.009, 0.008],
+        [0.372, 0.01, 0.01],
+        [1.07, 0.01, 0.011],
+        [0.525, 0.081, 0.074],
+        [1.84, 0.041, 0.041],
+        [0.116, 0.002, 0.002],
+        [0.213, 0.01, 0.009],
+        [1.734, 0.11, 0.103],
+        [3.067, 0.124, 0.127],
+        [1.167, 0.02, 0.019],
+        [1.176, 0.02, 0.02],
+        [1.939, 0.053, 0.05],
+        [4.015, 0.129, 0.127],
+        [1.948, 0.072, 0.062],
+        [1.15, 0.117, 0.114],
+        [4.055, 0.187, 0.157],
+        [3.957, 0.08, 0.066],
+        [7.888, 0.505, 0.534],
+        [0.146, 0.002, 0.002],
+        [14.674, 0.059, 0.044],
+        [16.062, 0.07, 0.043],
+        [17.234, 0.033, 0.03],
+        [12.55, 0.184, 0.101],
+        [1.018, 0.043, 0.016],
+        [1.889, 0.01, 0.009],
+        [1.026, 0.011, 0.009],
+        [15.07, 0.033, 0.033],
+        [12.709, 0.525, 0.499],
+        [0.174, 0.01, 0.01],
+        [4.677, 0.052, 0.05],
+        [8.112, 0.08, 0.08],
+        [6.212, 0.743, 0.724],
+        [14.841, 0.228, 0.215],
+        [14.845, 0.192, 0.191],
+        [0.748, 0.098, 0.098],
+        [0.148, 0.011, 0.011],
+        [0.153, 0.006, 0.006],
+        [0.138, 0.005, 0.005],
+        [0.191, 0.018, 0.019],
+        [0.182, 0.004, 0.003],
+        [0.211, 0.005, 0.005],
+        [0.135, 0.007, 0.006]
 ]
   } 
   
\ No newline at end of file