diff --git a/pg_ducklake/benchmark.sh b/pg_ducklake/benchmark.sh
new file mode 100755
index 000000000..791866089
--- /dev/null
+++ b/pg_ducklake/benchmark.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+set -e
+
+sudo apt-get update -y
+sudo apt-get install -y docker.io postgresql-client
+
+wget --continue --progress=dot:giga https://datasets.clickhouse.com/hits_compatible/athena/hits.parquet
+docker run -d --name pgduck -p 5432:5432 -e POSTGRES_PASSWORD=duckdb -v ./hits.parquet:/tmp/hits.parquet pgducklake/pgducklake:18-main
+
+sleep 5 # wait for pgducklake start up
+
+echo -n "Load time: "
+command time -f '%e' psql postgres://postgres:duckdb@localhost:5432/postgres -f create.sql 2>&1
+
+./run.sh 2>&1 | tee log.txt
+
+echo -n "Data size: "
+docker exec -i pgduck du -bcs /var/lib/postgresql/ | grep total
+
+cat log.txt | grep -oP 'Time: \d+\.\d+ ms|psql: error' | sed -r -e 's/Time: ([0-9]+\.[0-9]+) ms/\1/; s/^.*psql: error.*$/null/' |
+    awk '{ if (i % 3 == 0) { printf "[" }; if ($1 == "null") { printf $1 } else { printf $1 / 1000 }; if (i % 3 != 2) { printf "," } else { print "]," }; ++i; }'
diff --git a/pg_ducklake/create.sql b/pg_ducklake/create.sql
new file mode 100644
index 000000000..a7b150172
--- /dev/null
+++ b/pg_ducklake/create.sql
@@ -0,0 +1,108 @@
+create table hits using ducklake as
+select
+    r['WatchID'] AS WatchID,
+    r['JavaEnable'] AS JavaEnable,
+    r['Title']::text AS Title,
+    r['GoodEvent'] AS GoodEvent,
+    ('epoch'::timestamp + (r['EventTime'] * interval '1 second'))::timestamp AS EventTime,
+    (DATE '1970-01-01' + (r['EventDate'] * interval '1 day'))::date AS EventDate,
+    r['CounterID'] AS CounterID,
+    r['ClientIP'] AS ClientIP,
+    r['RegionID'] AS RegionID,
+    r['UserID'] AS UserID,
+    r['CounterClass'] AS CounterClass,
+    r['OS'] AS OS,
+    r['UserAgent'] AS UserAgent,
+    r['URL']::text AS URL,
+    r['Referer']::text AS Referer,
+    r['IsRefresh'] AS IsRefresh,
+    r['RefererCategoryID'] AS RefererCategoryID,
+    r['RefererRegionID'] AS RefererRegionID,
+    r['URLCategoryID'] AS URLCategoryID,
+    r['URLRegionID'] AS URLRegionID,
+    r['ResolutionWidth'] AS ResolutionWidth,
+    r['ResolutionHeight'] AS ResolutionHeight,
+    r['ResolutionDepth'] AS ResolutionDepth,
+    r['FlashMajor'] AS FlashMajor,
+    r['FlashMinor'] AS FlashMinor,
+    r['FlashMinor2'] AS FlashMinor2,
+    r['NetMajor'] AS NetMajor,
+    r['NetMinor'] AS NetMinor,
+    r['UserAgentMajor'] AS UserAgentMajor,
+    r['UserAgentMinor'] AS UserAgentMinor,
+    r['CookieEnable'] AS CookieEnable,
+    r['JavascriptEnable'] AS JavascriptEnable,
+    r['IsMobile'] AS IsMobile,
+    r['MobilePhone'] AS MobilePhone,
+    r['MobilePhoneModel'] AS MobilePhoneModel,
+    r['Params'] AS Params,
+    r['IPNetworkID'] AS IPNetworkID,
+    r['TraficSourceID'] AS TraficSourceID,
+    r['SearchEngineID'] AS SearchEngineID,
+    r['SearchPhrase'] AS SearchPhrase,
+    r['AdvEngineID'] AS AdvEngineID,
+    r['IsArtifical'] AS IsArtifical,
+    r['WindowClientWidth'] AS WindowClientWidth,
+    r['WindowClientHeight'] AS WindowClientHeight,
+    r['ClientTimeZone'] AS ClientTimeZone,
+    ('epoch'::timestamp + (r['ClientEventTime'] * interval '1 second'))::timestamp AS ClientEventTime,
+    r['SilverlightVersion1'] AS SilverlightVersion1,
+    r['SilverlightVersion2'] AS SilverlightVersion2,
+    r['SilverlightVersion3'] AS SilverlightVersion3,
+    r['SilverlightVersion4'] AS SilverlightVersion4,
+    r['PageCharset'] AS PageCharset,
+    r['CodeVersion'] AS CodeVersion,
+    r['IsLink'] AS IsLink,
+    r['IsDownload'] AS IsDownload,
+    r['IsNotBounce'] AS IsNotBounce,
+    r['FUniqID'] AS FUniqID,
+    r['OriginalURL'] AS OriginalURL,
+    r['HID'] AS HID,
+    r['IsOldCounter'] AS IsOldCounter,
+    r['IsEvent'] AS IsEvent,
+    r['IsParameter'] AS IsParameter,
+    r['DontCountHits'] AS DontCountHits,
+    r['WithHash'] AS WithHash,
+    r['HitColor'] AS HitColor,
+    ('epoch'::timestamp + (r['LocalEventTime'] * interval '1 second'))::timestamp AS LocalEventTime,
+    r['Age'] AS Age,
+    r['Sex'] AS Sex,
+    r['Income'] AS Income,
+    r['Interests'] AS Interests,
+    r['Robotness'] AS Robotness,
+    r['RemoteIP'] AS RemoteIP,
+    r['WindowName'] AS WindowName,
+    r['OpenerName'] AS OpenerName,
+    r['HistoryLength'] AS HistoryLength,
+    r['BrowserLanguage'] AS BrowserLanguage,
+    r['BrowserCountry'] AS BrowserCountry,
+    r['SocialNetwork'] AS SocialNetwork,
+    r['SocialAction'] AS SocialAction,
+    r['HTTPError'] AS HTTPError,
+    r['SendTiming'] AS SendTiming,
+    r['DNSTiming'] AS DNSTiming,
+    r['ConnectTiming'] AS ConnectTiming,
+    r['ResponseStartTiming'] AS ResponseStartTiming,
+    r['ResponseEndTiming'] AS ResponseEndTiming,
+    r['FetchTiming'] AS FetchTiming,
+    r['SocialSourceNetworkID'] AS SocialSourceNetworkID,
+    r['SocialSourcePage'] AS SocialSourcePage,
+    r['ParamPrice'] AS ParamPrice,
+    r['ParamOrderID'] AS ParamOrderID,
+    r['ParamCurrency'] AS ParamCurrency,
+    r['ParamCurrencyID'] AS ParamCurrencyID,
+    r['OpenstatServiceName'] AS OpenstatServiceName,
+    r['OpenstatCampaignID'] AS OpenstatCampaignID,
+    r['OpenstatAdID'] AS OpenstatAdID,
+    r['OpenstatSourceID'] AS OpenstatSourceID,
+    r['UTMSource'] AS UTMSource,
+    r['UTMMedium'] AS UTMMedium,
+    r['UTMCampaign'] AS UTMCampaign,
+    r['UTMContent'] AS UTMContent,
+    r['UTMTerm'] AS UTMTerm,
+    r['FromTag'] AS FromTag,
+    r['HasGCLID'] AS HasGCLID,
+    r['RefererHash'] AS RefererHash,
+    r['URLHash'] AS URLHash,
+    r['CLID'] AS CLID
+from read_parquet('/tmp/hits.parquet', binary_as_string => true) r;
diff --git a/pg_ducklake/queries.sql b/pg_ducklake/queries.sql
new file mode 100644
index 000000000..31f65fc89
--- /dev/null
+++ b/pg_ducklake/queries.sql
@@ -0,0 +1,43 @@
+SELECT COUNT(*) FROM hits;
+SELECT COUNT(*) FROM hits WHERE AdvEngineID <> 0;
+SELECT SUM(AdvEngineID), COUNT(*), AVG(ResolutionWidth) FROM hits;
+SELECT AVG(UserID) FROM hits;
+SELECT COUNT(DISTINCT UserID) FROM hits;
+SELECT COUNT(DISTINCT SearchPhrase) FROM hits;
+SELECT MIN(EventDate), MAX(EventDate) FROM hits;
+SELECT AdvEngineID, COUNT(*) FROM hits WHERE AdvEngineID <> 0 GROUP BY AdvEngineID ORDER BY COUNT(*) DESC;
+SELECT RegionID, COUNT(DISTINCT UserID) AS u FROM hits GROUP BY RegionID ORDER BY u DESC LIMIT 10;
+SELECT RegionID, SUM(AdvEngineID), COUNT(*) AS c, AVG(ResolutionWidth), COUNT(DISTINCT UserID) FROM hits GROUP BY RegionID ORDER BY c DESC LIMIT 10;
+SELECT MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT MobilePhone, MobilePhoneModel, COUNT(DISTINCT UserID) AS u FROM hits WHERE MobilePhoneModel <> '' GROUP BY MobilePhone, MobilePhoneModel ORDER BY u DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT SearchPhrase, COUNT(DISTINCT UserID) AS u FROM hits WHERE SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY u DESC LIMIT 10;
+SELECT SearchEngineID, SearchPhrase, COUNT(*) AS c FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT UserID, COUNT(*) FROM hits GROUP BY UserID ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, SearchPhrase LIMIT 10;
+SELECT UserID, extract(minute FROM EventTime) AS m, SearchPhrase, COUNT(*) FROM hits GROUP BY UserID, m, SearchPhrase ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT UserID FROM hits WHERE UserID = 435090932899640449;
+SELECT COUNT(*) FROM hits WHERE URL LIKE '%google%';
+SELECT SearchPhrase, MIN(URL), COUNT(*) AS c FROM hits WHERE URL LIKE '%google%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT SearchPhrase, MIN(URL), MIN(Title), COUNT(*) AS c, COUNT(DISTINCT UserID) FROM hits WHERE Title LIKE '%Google%' AND URL NOT LIKE '%.google.%' AND SearchPhrase <> '' GROUP BY SearchPhrase ORDER BY c DESC LIMIT 10;
+SELECT * FROM hits WHERE URL LIKE '%google%' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY SearchPhrase LIMIT 10;
+SELECT SearchPhrase FROM hits WHERE SearchPhrase <> '' ORDER BY EventTime, SearchPhrase LIMIT 10;
+SELECT CounterID, AVG(length(URL)) AS l, COUNT(*) AS c FROM hits WHERE URL <> '' GROUP BY CounterID HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
+SELECT REGEXP_REPLACE(Referer, '^https?://(?:www\.)?([^/]+)/.*$', '\1') AS k, AVG(length(Referer)) AS l, COUNT(*) AS c, MIN(Referer) FROM hits WHERE Referer <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
+SELECT SUM(ResolutionWidth), SUM(ResolutionWidth + 1), SUM(ResolutionWidth + 2), SUM(ResolutionWidth + 3), SUM(ResolutionWidth + 4), SUM(ResolutionWidth + 5), SUM(ResolutionWidth + 6), SUM(ResolutionWidth + 7), SUM(ResolutionWidth + 8), SUM(ResolutionWidth + 9), SUM(ResolutionWidth + 10), SUM(ResolutionWidth + 11), SUM(ResolutionWidth + 12), SUM(ResolutionWidth + 13), SUM(ResolutionWidth + 14), SUM(ResolutionWidth + 15), SUM(ResolutionWidth + 16), SUM(ResolutionWidth + 17), SUM(ResolutionWidth + 18), SUM(ResolutionWidth + 19), SUM(ResolutionWidth + 20), SUM(ResolutionWidth + 21), SUM(ResolutionWidth + 22), SUM(ResolutionWidth + 23), SUM(ResolutionWidth + 24), SUM(ResolutionWidth + 25), SUM(ResolutionWidth + 26), SUM(ResolutionWidth + 27), SUM(ResolutionWidth + 28), SUM(ResolutionWidth + 29), SUM(ResolutionWidth + 30), SUM(ResolutionWidth + 31), SUM(ResolutionWidth + 32), SUM(ResolutionWidth + 33), SUM(ResolutionWidth + 34), SUM(ResolutionWidth + 35), SUM(ResolutionWidth + 36), SUM(ResolutionWidth + 37), SUM(ResolutionWidth + 38), SUM(ResolutionWidth + 39), SUM(ResolutionWidth + 40), SUM(ResolutionWidth + 41), SUM(ResolutionWidth + 42), SUM(ResolutionWidth + 43), SUM(ResolutionWidth + 44), SUM(ResolutionWidth + 45), SUM(ResolutionWidth + 46), SUM(ResolutionWidth + 47), SUM(ResolutionWidth + 48), SUM(ResolutionWidth + 49), SUM(ResolutionWidth + 50), SUM(ResolutionWidth + 51), SUM(ResolutionWidth + 52), SUM(ResolutionWidth + 53), SUM(ResolutionWidth + 54), SUM(ResolutionWidth + 55), SUM(ResolutionWidth + 56), SUM(ResolutionWidth + 57), SUM(ResolutionWidth + 58), SUM(ResolutionWidth + 59), SUM(ResolutionWidth + 60), SUM(ResolutionWidth + 61), SUM(ResolutionWidth + 62), SUM(ResolutionWidth + 63), SUM(ResolutionWidth + 64), SUM(ResolutionWidth + 65), SUM(ResolutionWidth + 66), SUM(ResolutionWidth + 67), SUM(ResolutionWidth + 68), SUM(ResolutionWidth + 69), SUM(ResolutionWidth + 70), SUM(ResolutionWidth + 71), SUM(ResolutionWidth + 72), SUM(ResolutionWidth + 73), SUM(ResolutionWidth + 74), SUM(ResolutionWidth + 75), SUM(ResolutionWidth + 76), SUM(ResolutionWidth + 77), SUM(ResolutionWidth + 78), SUM(ResolutionWidth + 79), SUM(ResolutionWidth + 80), SUM(ResolutionWidth + 81), SUM(ResolutionWidth + 82), SUM(ResolutionWidth + 83), SUM(ResolutionWidth + 84), SUM(ResolutionWidth + 85), SUM(ResolutionWidth + 86), SUM(ResolutionWidth + 87), SUM(ResolutionWidth + 88), SUM(ResolutionWidth + 89) FROM hits;
+SELECT SearchEngineID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY SearchEngineID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits WHERE SearchPhrase <> '' GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT WatchID, ClientIP, COUNT(*) AS c, SUM(IsRefresh), AVG(ResolutionWidth) FROM hits GROUP BY WatchID, ClientIP ORDER BY c DESC LIMIT 10;
+SELECT URL, COUNT(*) AS c FROM hits GROUP BY URL ORDER BY c DESC LIMIT 10;
+SELECT 1, URL, COUNT(*) AS c FROM hits GROUP BY 1, URL ORDER BY c DESC LIMIT 10;
+SELECT ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3, COUNT(*) AS c FROM hits GROUP BY ClientIP, ClientIP - 1, ClientIP - 2, ClientIP - 3 ORDER BY c DESC LIMIT 10;
+SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND URL <> '' GROUP BY URL ORDER BY PageViews DESC LIMIT 10;
+SELECT Title, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND DontCountHits = 0 AND IsRefresh = 0 AND Title <> '' GROUP BY Title ORDER BY PageViews DESC LIMIT 10;
+SELECT URL, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND IsLink <> 0 AND IsDownload = 0 GROUP BY URL ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT TraficSourceID, SearchEngineID, AdvEngineID, CASE WHEN (SearchEngineID = 0 AND AdvEngineID = 0) THEN Referer ELSE '' END AS Src, URL AS Dst, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 GROUP BY TraficSourceID, SearchEngineID, AdvEngineID, Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT URLHash, EventDate, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND TraficSourceID IN (-1, 6) AND RefererHash = 3594120000172545465 GROUP BY URLHash, EventDate ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT WindowClientWidth, WindowClientHeight, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-01' AND EventDate <= '2013-07-31' AND IsRefresh = 0 AND DontCountHits = 0 AND URLHash = 2868770270353813622 GROUP BY WindowClientWidth, WindowClientHeight ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
+SELECT DATE_TRUNC('minute', EventTime) AS M, COUNT(*) AS PageViews FROM hits WHERE CounterID = 62 AND EventDate >= '2013-07-14' AND EventDate <= '2013-07-15' AND IsRefresh = 0 AND DontCountHits = 0 GROUP BY DATE_TRUNC('minute', EventTime) ORDER BY DATE_TRUNC('minute', EventTime) LIMIT 10 OFFSET 1000;
diff --git a/pg_ducklake/results/c6a.4xlarge.json b/pg_ducklake/results/c6a.4xlarge.json
new file mode 100644
index 000000000..705ca020a
--- /dev/null
+++ b/pg_ducklake/results/c6a.4xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system":  "pg_ducklake",
+    "date": "2026-01-22",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary":  "no",
+    "hardware": "cpu",
+    "tuned":  "no",
+    "tags":  ["column-oriented", "PostgreSQL compatible", "cold-run"],
+    "load_time": 93.95,
+    "data_size": 14378439891,
+    "result": [
+      [0.426926,0.003319,0.002914],
+      [0.394652,0.03203,0.030735],
+      [0.639309,0.054248,0.053677],
+      [1.21937,0.047571,0.046974],
+      [1.29005,0.246164,0.248109],
+      [1.76258,0.432908,0.431297],
+      [0.462966,0.034642,0.033639],
+      [0.472952,0.03385,0.032233],
+      [1.58045,0.399257,0.400574],
+      [1.94988,0.504819,0.502837],
+      [1.40278,0.114715,0.112335],
+      [1.43525,0.141494,0.137127],
+      [1.85154,0.464813,0.457713],
+      [3.98416,0.783954,0.797456],
+      [1.88476,0.526653,0.525194],
+      [1.44308,0.326332,0.327343],
+      [3.97642,0.97331,0.956446],
+      [3.49258,0.71838,0.717693],
+      [7.52156,1.73769,1.78831],
+      [0.662547,0.028819,0.028901],
+      [9.9086,0.857202,0.877521],
+      [12.3596,0.979099,0.973662],
+      [19.9268,1.60558,1.57848],
+      [3.59571,0.392464,0.390463],
+      [0.51121,0.090815,0.087726],
+      [1.70483,0.23157,0.227687],
+      [0.467531,0.075129,0.064566],
+      [10.0688,0.947417,0.955145],
+      [9.35775,8.32927,8.311],
+      [0.479059,0.062975,0.061786],
+      [3.79271,0.48596,0.491309],
+      [7.88898,0.577122,0.579216],
+      [6.51295,1.8782,1.87676],
+      [10.3878,2.05736,2.11211],
+      [10.3986,2.1743,2.1748],
+      [0.741235,0.458409,0.463944],
+      [0.229121,0.060227,0.059358],
+      [0.390184,0.029766,0.029438],
+      [0.456341,0.043897,0.044554],
+      [0.521704,0.10282,0.085958],
+      [0.450722,0.024453,0.023007],
+      [0.448706,0.026684,0.025538],
+      [0.456184,0.032159,0.028639]
+]
+}
diff --git a/pg_ducklake/results/c6a.xlarge.json b/pg_ducklake/results/c6a.xlarge.json
new file mode 100644
index 000000000..c3042ec30
--- /dev/null
+++ b/pg_ducklake/results/c6a.xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system":   "pg_ducklake",
+    "date": "2026-01-21",
+    "machine": "c6a.xlarge",
+    "cluster_size": 1,
+    "proprietary":   "no",
+    "hardware": "cpu",
+    "tuned":   "no",
+    "tags":   ["column-oriented", "PostgreSQL compatible", "cold-run"],
+    "load_time": 131.89,
+    "data_size": 14403222390,
+    "result": [
+      [0.477732,0.003461,0.00267],
+      [0.618581,0.075816,0.075637],
+      [1.08492,0.192979,0.192646],
+      [1.24486,0.163356,0.163539],
+      [1.81359,0.838475,0.852681],
+      [2.42226,1.41158,1.42799],
+      [0.662021,0.11521,0.115072],
+      [0.660119,0.085456,0.084751],
+      [2.33907,1.27704,1.28281],
+      [3.19921,1.86175,1.90005],
+      [1.72465,0.469343,0.411195],
+      [1.91126,0.477352,0.477078],
+      [2.48784,1.44973,1.47575],
+      [4.35646,2.29366,2.3409],
+      [2.95192,1.65996,1.66574],
+      [2.0015,0.996522,1.00631],
+      [4.47985,2.96021,2.99019],
+      [3.68747,2.28343,2.30684],
+      [8.94438,7.23794,7.60675],
+      [0.77622,0.061502,0.061404],
+      [9.92958,2.94398,2.96968],
+      [12.35,3.0043,2.95032],
+      [20.1086,5.65846,5.55607],
+      [3.7057,1.12305,1.12733],
+      [0.829869,0.274687,0.257188],
+      [1.75419,0.862735,0.865698],
+      [0.796771,0.21117,0.198525],
+      [10.1187,3.45327,3.55118],
+      [33.2923,31.8397,31.8817],
+      [0.929163,0.178708,0.17813],
+      [3.9396,1.66853,1.65704],
+      [8.05231,1.80466,1.82885],
+      [14.3065,11.584,12.43],
+      [17.7537,15.2959,15.2644],
+      [18.3914,16.2462,16.5392],
+      [2.25075,1.51645,1.54148],
+      [0.538219,0.0926,0.092042],
+      [0.462589,0.045791,0.04397],
+      [0.498257,0.051134,0.050942],
+      [0.648039,0.162797,0.150939],
+      [0.460737,0.027639,0.02789],
+      [0.451258,0.030167,0.029397],
+      [0.458958,0.041236,0.040506]
+]
+}
diff --git a/pg_ducklake/run.sh b/pg_ducklake/run.sh
new file mode 100755
index 000000000..1e2036f1d
--- /dev/null
+++ b/pg_ducklake/run.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+TRIES=3
+
+cat queries.sql | while read -r query; do
+    sync
+    echo 3 | sudo tee /proc/sys/vm/drop_caches
+    docker restart pgduck
+    sleep 5 # wait for restart
+
+    echo "$query"
+    (
+        echo '\timing'
+        yes "$query" | head -n $TRIES
+    ) | psql --no-psqlrc --tuples-only postgres://postgres:duckdb@localhost:5432/postgres 2>&1
+done
diff --git a/pg_ducklake/template.json b/pg_ducklake/template.json
new file mode 100644
index 000000000..5804333c7
--- /dev/null
+++ b/pg_ducklake/template.json
@@ -0,0 +1,11 @@
+{
+  "system": "pg_ducklake",
+  "proprietary": "no",
+  "hardware": "cpu",
+  "tuned": "no",
+  "tags": [
+    "column-oriented",
+    "PostgreSQL compatible",
+    "cold-run"
+  ]
+}