diff --git a/spiceai-cayenne/README.md b/spiceai-cayenne/README.md
new file mode 100644
index 0000000000..302a9bb1b1
--- /dev/null
+++ b/spiceai-cayenne/README.md
@@ -0,0 +1,25 @@
+# Spice.ai OSS (Cayenne)
+
+[Spice.ai OSS](https://github.com/spiceai/spiceai) is a portable, single-binary
+runtime built on Apache DataFusion that federates and accelerates SQL queries
+across databases, data warehouses, and data lakes. This entry benchmarks its
+native Cayenne acceleration engine: `./load` ingests `hits.parquet` into a
+disk-backed Cayenne table (`acceleration: {engine: cayenne, mode: file}`), and
+queries are served from that acceleration through the runtime's HTTP API.
+
+Notes:
+
+- `spicepod.yaml` takes the place of `create.sql`: it defines the dataset and
+  its acceleration. The dataset keeps the source parquet schema, where
+  `EventDate` is an integer (days since epoch); the queries referencing
+  `EventDate` wrap it as `to_timestamp("EventDate" * 86400)`, matching how
+  Spice's own benchmark suite runs ClickBench. Everything else in
+  `queries.sql` is identical to the `datafusion` entry's.
+- The SQL results cache (enabled by default in Spice) is disabled in
+  `spicepod.yaml` per the benchmark caching rules.
+- The acceleration persists across restarts and the runtime skips re-ingestion
+  when the on-disk data is current, so the true-cold-run restart cycle serves
+  disk-resident data like other durable systems.
+
+Run `./benchmark.sh` on a fresh Ubuntu VM (see `lib/benchmark-common.sh` for
+the flow), or use the repo's `run-benchmark.sh` automation.
diff --git a/spiceai-cayenne/benchmark.sh b/spiceai-cayenne/benchmark.sh
new file mode 100755
index 0000000000..ddd7f28318
--- /dev/null
+++ b/spiceai-cayenne/benchmark.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+# Thin shim — actual flow is in lib/benchmark-common.sh.
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
+exec ../lib/benchmark-common.sh
diff --git a/spiceai-cayenne/check b/spiceai-cayenne/check
new file mode 100755
index 0000000000..5f5f7dec56
--- /dev/null
+++ b/spiceai-cayenne/check
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e
+
+# The driver starts the system before the dataset is downloaded; until
+# hits.parquet exists the dataset cannot load (the runtime stays up and
+# retries), so gate on process liveness only. Afterwards gate on
+# /v1/ready, which returns 200 only once the accelerated dataset is
+# ready to serve queries.
+if [ -e hits.parquet ]; then
+    curl -fsS http://localhost:8090/v1/ready >/dev/null
+else
+    curl -fsS http://localhost:8090/health >/dev/null
+fi
diff --git a/spiceai-cayenne/data-size b/spiceai-cayenne/data-size
new file mode 100755
index 0000000000..fb91faf722
--- /dev/null
+++ b/spiceai-cayenne/data-size
@@ -0,0 +1,6 @@
+#!/bin/bash
+set -e
+
+# Cayenne file-mode acceleration data (segments + metastore), written by
+# the runtime under ./.spice.
+du -sb .spice | cut -f1
diff --git a/spiceai-cayenne/install b/spiceai-cayenne/install
new file mode 100755
index 0000000000..f855f18912
--- /dev/null
+++ b/spiceai-cayenne/install
@@ -0,0 +1,18 @@
+#!/bin/bash
+set -e
+
+# install.spiceai.org ships the CLI only; `spice install` then downloads
+# the runtime binary (spiced) into ~/.spice/bin.
+if [ ! -x "$HOME/.spice/bin/spice" ]; then
+    curl https://install.spiceai.org | /bin/bash
+fi
+if [ ! -x "$HOME/.spice/bin/spiced" ]; then
+    "$HOME/.spice/bin/spice" install >/dev/null 2>&1
+fi
+
+# Symlink into /usr/local/bin so sibling scripts (check, load, query,
+# start) find them unconditionally.
+sudo ln -sf "$HOME/.spice/bin/spiced" /usr/local/bin/spiced
+sudo ln -sf "$HOME/.spice/bin/spice" /usr/local/bin/spice
+
+spiced --version
diff --git a/spiceai-cayenne/load b/spiceai-cayenne/load
new file mode 100755
index 0000000000..83487c8cc4
--- /dev/null
+++ b/spiceai-cayenne/load
@@ -0,0 +1,21 @@
+#!/bin/bash
+set -e
+
+# Idempotent: drop any prior acceleration state and restart the runtime so
+# the Cayenne acceleration performs a full ingest of hits.parquet.
+./stop >/dev/null 2>&1 || true
+rm -rf .spice spiced.log
+./start
+
+# /v1/ready returns 200 once the initial refresh has completed and the
+# dataset is queryable from the acceleration.
+for _ in $(seq 1 7200); do
+    if curl -fsS http://localhost:8090/v1/ready >/dev/null 2>&1; then
+        exit 0
+    fi
+    sleep 1
+done
+
+echo "load: dataset did not become ready within 7200s" >&2
+tail -n 50 spiced.log >&2
+exit 1
diff --git a/spiceai-cayenne/make-json.sh b/spiceai-cayenne/make-json.sh
new file mode 100755
index 0000000000..34c4b1dfa0
--- /dev/null
+++ b/spiceai-cayenne/make-json.sh
@@ -0,0 +1,59 @@
+#!/bin/bash
+# Converts the raw `result.csv` from `benchmark.sh` plus the `Load time:` /
+# `Data size:` lines in `log` into the final json format used by the
+# benchmark dashboard.
+#
+# usage: ./make-json.sh <machine>   # saves results/<YYYYMMDD>/<machine>.json
+set -e
+
+MACHINE=$1
+[ -n "$MACHINE" ] || { echo "usage: $0 <machine>" >&2; exit 1; }
+
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+
+python3 - "$MACHINE" "$DATE" > "results/${YYYYMMDD}/${MACHINE}.json" <<'PY'
+import csv, json, re, sys
+
+machine, date = sys.argv[1], sys.argv[2]
+
+runs = {}
+with open("result.csv") as f:
+    for query, _try, timing in csv.reader(f):
+        runs.setdefault(int(query), []).append(
+            None if timing == "null" else float(timing))
+
+load_time = data_size = None
+qps = err_ratio = None
+with open("log") as f:
+    for line in f:
+        if m := re.match(r"Load time: ([\d.]+)", line):
+            load_time = float(m.group(1))
+        elif m := re.match(r"Data size: (\d+)", line):
+            data_size = int(m.group(1))
+        elif m := re.match(r"Concurrent QPS: ([\d.]+)", line):
+            qps = float(m.group(1))
+        elif m := re.match(r"Concurrent error ratio: ([\d.]+)", line):
+            err_ratio = float(m.group(1))
+
+template = json.load(open("template.json"))
+result = {
+    "system": template["system"],
+    "date": date,
+    "machine": machine,
+    "cluster_size": 1,
+    "proprietary": template["proprietary"],
+    "hardware": template["hardware"],
+    "tuned": template["tuned"],
+    "tags": template["tags"],
+    "load_time": load_time,
+    "data_size": data_size,
+    "concurrent_qps": qps,
+    "concurrent_error_ratio": err_ratio,
+    "result": [runs[q] for q in sorted(runs)],
+}
+print(json.dumps(result, indent=4))
+PY
+
+echo "results/${YYYYMMDD}/${MACHINE}.json"
diff --git a/spiceai-cayenne/queries.sql b/spiceai-cayenne/queries.sql
new file mode 100644
index 0000000000..ab9fe7965e
--- /dev/null
+++ b/spiceai-cayenne/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(to_timestamp("EventDate" * 86400)), MAX(to_timestamp("EventDate" * 86400)) 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 to_timestamp_seconds("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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT "URLHash", to_timestamp("EventDate" * 86400), COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", to_timestamp("EventDate" * 86400) ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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', to_timestamp("EventTime")::timestamp) AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-14' AND to_timestamp("EventDate" * 86400) <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', to_timestamp("EventTime")::timestamp) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/spiceai-cayenne/query b/spiceai-cayenne/query
new file mode 100755
index 0000000000..cc45644401
--- /dev/null
+++ b/spiceai-cayenne/query
@@ -0,0 +1,24 @@
+#!/bin/bash
+# Reads a SQL query from stdin, runs it via the Spice HTTP API.
+# Stdout: query result (JSON).
+# Stderr: query runtime in fractional seconds on the last line.
+# Exit non-zero on error.
+set -e
+
+resp=$(mktemp /tmp/spiceai-query.XXXXXX)
+trap 'rm -f "$resp"' EXIT
+
+metrics=$(curl -sS -o "$resp" -w '%{http_code} %{time_total}' \
+    -H 'Content-Type: text/plain' --data-binary @- \
+    'http://localhost:8090/v1/sql')
+code=${metrics% *}
+time_total=${metrics#* }
+
+if [ "$code" != "200" ]; then
+    cat "$resp" >&2
+    echo >&2
+    exit 1
+fi
+
+cat "$resp"
+printf '%s\n' "$time_total" >&2
diff --git a/spiceai-cayenne/results/20260708/c6a.4xlarge.json b/spiceai-cayenne/results/20260708/c6a.4xlarge.json
new file mode 100644
index 0000000000..db12b61868
--- /dev/null
+++ b/spiceai-cayenne/results/20260708/c6a.4xlarge.json
@@ -0,0 +1,235 @@
+{
+    "system": "Spice.ai OSS (Cayenne)",
+    "date": "2026-07-08",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "comment": "v2.1.0 (d70bd02e)",
+    "tags": [
+        "Rust",
+        "column-oriented"
+    ],
+    "load_time": 439.864,
+    "data_size": 16653368704,
+    "concurrent_qps": 0.138,
+    "concurrent_error_ratio": 0.078,
+    "result": [
+        [
+            0.541025,
+            0.002376,
+            0.001888
+        ],
+        [
+            0.333733,
+            0.042184,
+            0.039156
+        ],
+        [
+            0.215984,
+            0.002611,
+            0.002312
+        ],
+        [
+            0.829599,
+            0.079815,
+            0.073717
+        ],
+        [
+            1.400724,
+            0.590428,
+            0.575713
+        ],
+        [
+            1.731595,
+            0.667146,
+            0.65541
+        ],
+        [
+            0.330928,
+            0.059293,
+            0.05664
+        ],
+        [
+            0.34638,
+            0.043362,
+            0.040531
+        ],
+        [
+            1.577182,
+            0.741808,
+            0.743441
+        ],
+        [
+            1.934725,
+            0.799657,
+            0.782161
+        ],
+        [
+            0.938643,
+            0.127029,
+            0.126503
+        ],
+        [
+            1.065055,
+            0.145258,
+            0.144827
+        ],
+        [
+            1.818895,
+            0.601749,
+            0.584595
+        ],
+        [
+            3.463769,
+            0.921314,
+            0.916361
+        ],
+        [
+            1.992817,
+            0.627397,
+            0.6229
+        ],
+        [
+            1.179182,
+            0.681079,
+            0.662493
+        ],
+        [
+            3.79147,
+            1.518668,
+            1.485087
+        ],
+        [
+            3.740524,
+            1.503758,
+            1.472
+        ],
+        [
+            5.699322,
+            2.760679,
+            2.700854
+        ],
+        [
+            0.766611,
+            0.052886,
+            0.047767
+        ],
+        [
+            17.255802,
+            0.727122,
+            0.724388
+        ],
+        [
+            19.671555,
+            0.821539,
+            0.824372
+        ],
+        [
+            28.473381,
+            1.076091,
+            1.076941
+        ],
+        [
+            32.958324,
+            1.330373,
+            1.231765
+        ],
+        [
+            1.159485,
+            0.070288,
+            0.068416
+        ],
+        [
+            1.507051,
+            0.119574,
+            0.117828
+        ],
+        [
+            1.89583,
+            0.129746,
+            0.128066
+        ],
+        [
+            17.324405,
+            1.471089,
+            1.455798
+        ],
+        [
+            13.637127,
+            4.11283,
+            4.046217
+        ],
+        [
+            0.359811,
+            0.063103,
+            0.064229
+        ],
+        [
+            3.352665,
+            0.555896,
+            0.551688
+        ],
+        [
+            6.3518,
+            0.627421,
+            0.623536
+        ],
+        [
+            4.202002,
+            2.355144,
+            2.297643
+        ],
+        [
+            18.569898,
+            3.870132,
+            3.805599
+        ],
+        [
+            18.760597,
+            3.784668,
+            3.809337
+        ],
+        [
+            0.942918,
+            0.564804,
+            0.561066
+        ],
+        [
+            0.423084,
+            0.072023,
+            0.069313
+        ],
+        [
+            0.368602,
+            0.039651,
+            0.03655
+        ],
+        [
+            0.372777,
+            0.035007,
+            0.032929
+        ],
+        [
+            0.549817,
+            0.144022,
+            0.125882
+        ],
+        [
+            0.382629,
+            0.02407,
+            0.023169
+        ],
+        [
+            0.369341,
+            0.023066,
+            0.022332
+        ],
+        [
+            0.377473,
+            0.02277,
+            0.021804
+        ]
+    ]
+}
\ No newline at end of file
diff --git a/spiceai-cayenne/spicepod.yaml b/spiceai-cayenne/spicepod.yaml
new file mode 100644
index 0000000000..58da032f30
--- /dev/null
+++ b/spiceai-cayenne/spicepod.yaml
@@ -0,0 +1,18 @@
+version: v2
+kind: Spicepod
+name: spiceai-cayenne-clickbench
+
+runtime:
+  caching:
+    # The SQL results cache is enabled by default; the benchmark rules
+    # require query result caches to be disabled.
+    sql_results:
+      enabled: false
+
+datasets:
+  - from: file:hits.parquet
+    name: hits
+    acceleration:
+      enabled: true
+      engine: cayenne
+      mode: file
diff --git a/spiceai-cayenne/start b/spiceai-cayenne/start
new file mode 100755
index 0000000000..f5c3edca85
--- /dev/null
+++ b/spiceai-cayenne/start
@@ -0,0 +1,6 @@
+#!/bin/bash
+set -e
+
+# spiced loads ./spicepod.yaml from the working directory and serves the
+# HTTP API on 127.0.0.1:8090. Logs append to spiced.log for debugging.
+nohup spiced >> spiced.log 2>&1 &
diff --git a/spiceai-cayenne/stop b/spiceai-cayenne/stop
new file mode 100755
index 0000000000..1845b3e41c
--- /dev/null
+++ b/spiceai-cayenne/stop
@@ -0,0 +1,10 @@
+#!/bin/bash
+
+pkill spiced || exit 0
+
+# Wait for graceful shutdown, then escalate.
+for _ in $(seq 1 30); do
+    pgrep spiced >/dev/null || exit 0
+    sleep 1
+done
+pkill -9 spiced || true
diff --git a/spiceai-cayenne/template.json b/spiceai-cayenne/template.json
new file mode 100644
index 0000000000..493d218cb1
--- /dev/null
+++ b/spiceai-cayenne/template.json
@@ -0,0 +1,10 @@
+{
+  "system": "Spice.ai OSS (Cayenne)",
+  "proprietary": "no",
+  "hardware": "cpu",
+  "tuned": "no",
+  "tags": [
+    "Rust",
+    "column-oriented"
+  ]
+}
\ No newline at end of file
diff --git a/spiceai-parquet-partitioned/README.md b/spiceai-parquet-partitioned/README.md
new file mode 100644
index 0000000000..c61704698f
--- /dev/null
+++ b/spiceai-parquet-partitioned/README.md
@@ -0,0 +1,27 @@
+# Spice.ai OSS (Parquet, partitioned)
+
+[Spice.ai OSS](https://github.com/spiceai/spiceai) is a portable, single-binary
+runtime built on Apache DataFusion that federates and accelerates SQL queries
+across databases, data warehouses, and data lakes. This entry benchmarks the
+runtime querying the 100-file partitioned `hits_{0..99}.parquet` dataset
+directly through its file connector — no acceleration, no data loading; the
+files are scanned in place as a single table. See `spiceai-parquet` for the
+single-file variant and `spiceai-cayenne` for the same runtime with its
+Cayenne acceleration engine.
+
+Notes:
+
+- Spice's file connector registers a dataset from either a single file or a
+  directory (globbing it for files matching `file_format`); a literal glob
+  path like `hits_*.parquet` is not expanded. `./load` therefore symlinks
+  the downloaded `hits_*.parquet` partitions into a `data/` subdirectory,
+  and `spicepod.yaml` registers `file:data` with `file_format: parquet`.
+- The source parquet stores `EventDate` as an integer (days since epoch);
+  the queries referencing `EventDate` wrap it as
+  `to_timestamp("EventDate" * 86400)`. `queries.sql` is identical to the
+  `spiceai-parquet` and `spiceai-cayenne` entries'.
+- The SQL results cache (enabled by default in Spice) is disabled in
+  `spicepod.yaml` per the benchmark caching rules.
+
+Run `./benchmark.sh` on a fresh Ubuntu VM (see `lib/benchmark-common.sh` for
+the flow), or use the repo's `run-benchmark.sh` automation.
diff --git a/spiceai-parquet-partitioned/benchmark.sh b/spiceai-parquet-partitioned/benchmark.sh
new file mode 100755
index 0000000000..12a00b626c
--- /dev/null
+++ b/spiceai-parquet-partitioned/benchmark.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+# Thin shim — actual flow is in lib/benchmark-common.sh.
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-partitioned"
+exec ../lib/benchmark-common.sh
diff --git a/spiceai-parquet-partitioned/check b/spiceai-parquet-partitioned/check
new file mode 100755
index 0000000000..e30f942c54
--- /dev/null
+++ b/spiceai-parquet-partitioned/check
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e
+
+# The driver starts the system before the dataset is downloaded; until the
+# partitioned files exist the dataset cannot load (the runtime stays up and
+# retries), so gate on process liveness only. Afterwards gate on /v1/ready,
+# which returns 200 only once the accelerated dataset is ready to serve
+# queries.
+if compgen -G "hits_*.parquet" >/dev/null; then
+    curl -fsS http://localhost:8090/v1/ready >/dev/null
+else
+    curl -fsS http://localhost:8090/health >/dev/null
+fi
diff --git a/spiceai-parquet-partitioned/data-size b/spiceai-parquet-partitioned/data-size
new file mode 100755
index 0000000000..39f20d40ad
--- /dev/null
+++ b/spiceai-parquet-partitioned/data-size
@@ -0,0 +1,4 @@
+#!/bin/bash
+set -e
+
+wc -c hits_*.parquet | tail -n1 | awk '{print $1}'
diff --git a/spiceai-parquet-partitioned/install b/spiceai-parquet-partitioned/install
new file mode 100755
index 0000000000..f855f18912
--- /dev/null
+++ b/spiceai-parquet-partitioned/install
@@ -0,0 +1,18 @@
+#!/bin/bash
+set -e
+
+# install.spiceai.org ships the CLI only; `spice install` then downloads
+# the runtime binary (spiced) into ~/.spice/bin.
+if [ ! -x "$HOME/.spice/bin/spice" ]; then
+    curl https://install.spiceai.org | /bin/bash
+fi
+if [ ! -x "$HOME/.spice/bin/spiced" ]; then
+    "$HOME/.spice/bin/spice" install >/dev/null 2>&1
+fi
+
+# Symlink into /usr/local/bin so sibling scripts (check, load, query,
+# start) find them unconditionally.
+sudo ln -sf "$HOME/.spice/bin/spiced" /usr/local/bin/spiced
+sudo ln -sf "$HOME/.spice/bin/spice" /usr/local/bin/spice
+
+spiced --version
diff --git a/spiceai-parquet-partitioned/load b/spiceai-parquet-partitioned/load
new file mode 100755
index 0000000000..b74f48a062
--- /dev/null
+++ b/spiceai-parquet-partitioned/load
@@ -0,0 +1,28 @@
+#!/bin/bash
+set -e
+
+# No acceleration: queries scan hits_*.parquet directly, so there is
+# nothing to ingest. Spice's file connector globs a directory for files
+# matching file_format (a literal `hits_*.parquet` path is not expanded
+# as a glob), so symlink the downloaded partitions into ./data rather
+# than copying them.
+rm -rf data
+mkdir -p data
+for f in hits_*.parquet; do
+    ln -sf "$PWD/$f" "data/$f"
+done
+
+./stop >/dev/null 2>&1 || true
+rm -f spiced.log
+./start
+
+for _ in $(seq 1 300); do
+    if curl -fsS http://localhost:8090/v1/ready >/dev/null 2>&1; then
+        exit 0
+    fi
+    sleep 1
+done
+
+echo "load: dataset did not become ready within 300s" >&2
+tail -n 50 spiced.log >&2
+exit 1
diff --git a/spiceai-parquet-partitioned/make-json.sh b/spiceai-parquet-partitioned/make-json.sh
new file mode 100755
index 0000000000..34c4b1dfa0
--- /dev/null
+++ b/spiceai-parquet-partitioned/make-json.sh
@@ -0,0 +1,59 @@
+#!/bin/bash
+# Converts the raw `result.csv` from `benchmark.sh` plus the `Load time:` /
+# `Data size:` lines in `log` into the final json format used by the
+# benchmark dashboard.
+#
+# usage: ./make-json.sh <machine>   # saves results/<YYYYMMDD>/<machine>.json
+set -e
+
+MACHINE=$1
+[ -n "$MACHINE" ] || { echo "usage: $0 <machine>" >&2; exit 1; }
+
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+
+python3 - "$MACHINE" "$DATE" > "results/${YYYYMMDD}/${MACHINE}.json" <<'PY'
+import csv, json, re, sys
+
+machine, date = sys.argv[1], sys.argv[2]
+
+runs = {}
+with open("result.csv") as f:
+    for query, _try, timing in csv.reader(f):
+        runs.setdefault(int(query), []).append(
+            None if timing == "null" else float(timing))
+
+load_time = data_size = None
+qps = err_ratio = None
+with open("log") as f:
+    for line in f:
+        if m := re.match(r"Load time: ([\d.]+)", line):
+            load_time = float(m.group(1))
+        elif m := re.match(r"Data size: (\d+)", line):
+            data_size = int(m.group(1))
+        elif m := re.match(r"Concurrent QPS: ([\d.]+)", line):
+            qps = float(m.group(1))
+        elif m := re.match(r"Concurrent error ratio: ([\d.]+)", line):
+            err_ratio = float(m.group(1))
+
+template = json.load(open("template.json"))
+result = {
+    "system": template["system"],
+    "date": date,
+    "machine": machine,
+    "cluster_size": 1,
+    "proprietary": template["proprietary"],
+    "hardware": template["hardware"],
+    "tuned": template["tuned"],
+    "tags": template["tags"],
+    "load_time": load_time,
+    "data_size": data_size,
+    "concurrent_qps": qps,
+    "concurrent_error_ratio": err_ratio,
+    "result": [runs[q] for q in sorted(runs)],
+}
+print(json.dumps(result, indent=4))
+PY
+
+echo "results/${YYYYMMDD}/${MACHINE}.json"
diff --git a/spiceai-parquet-partitioned/queries.sql b/spiceai-parquet-partitioned/queries.sql
new file mode 100644
index 0000000000..ab9fe7965e
--- /dev/null
+++ b/spiceai-parquet-partitioned/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(to_timestamp("EventDate" * 86400)), MAX(to_timestamp("EventDate" * 86400)) 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 to_timestamp_seconds("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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT "URLHash", to_timestamp("EventDate" * 86400), COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", to_timestamp("EventDate" * 86400) ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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', to_timestamp("EventTime")::timestamp) AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-14' AND to_timestamp("EventDate" * 86400) <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', to_timestamp("EventTime")::timestamp) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/spiceai-parquet-partitioned/query b/spiceai-parquet-partitioned/query
new file mode 100755
index 0000000000..cc45644401
--- /dev/null
+++ b/spiceai-parquet-partitioned/query
@@ -0,0 +1,24 @@
+#!/bin/bash
+# Reads a SQL query from stdin, runs it via the Spice HTTP API.
+# Stdout: query result (JSON).
+# Stderr: query runtime in fractional seconds on the last line.
+# Exit non-zero on error.
+set -e
+
+resp=$(mktemp /tmp/spiceai-query.XXXXXX)
+trap 'rm -f "$resp"' EXIT
+
+metrics=$(curl -sS -o "$resp" -w '%{http_code} %{time_total}' \
+    -H 'Content-Type: text/plain' --data-binary @- \
+    'http://localhost:8090/v1/sql')
+code=${metrics% *}
+time_total=${metrics#* }
+
+if [ "$code" != "200" ]; then
+    cat "$resp" >&2
+    echo >&2
+    exit 1
+fi
+
+cat "$resp"
+printf '%s\n' "$time_total" >&2
diff --git a/spiceai-parquet-partitioned/results/20260708/c6a.4xlarge.json b/spiceai-parquet-partitioned/results/20260708/c6a.4xlarge.json
new file mode 100644
index 0000000000..4b46026aae
--- /dev/null
+++ b/spiceai-parquet-partitioned/results/20260708/c6a.4xlarge.json
@@ -0,0 +1,236 @@
+{
+    "system": "Spice.ai OSS (Parquet, partitioned)",
+    "date": "2026-07-08",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "comment": "v2.1.0 (d70bd02e)",
+    "tags": [
+        "Rust",
+        "column-oriented",
+        "stateless"
+    ],
+    "load_time": 21.639,
+    "data_size": 14737666736,
+    "concurrent_qps": 0.305,
+    "concurrent_error_ratio": 0.08,
+    "result": [
+        [
+            0.266677,
+            0.025565,
+            0.026589
+        ],
+        [
+            0.331105,
+            0.044808,
+            0.039505
+        ],
+        [
+            0.40023,
+            0.080613,
+            0.077481
+        ],
+        [
+            0.928506,
+            0.084913,
+            0.078737
+        ],
+        [
+            1.239955,
+            0.601085,
+            0.597949
+        ],
+        [
+            1.557156,
+            0.667725,
+            0.648925
+        ],
+        [
+            0.387307,
+            0.085309,
+            0.083323
+        ],
+        [
+            0.392488,
+            0.046502,
+            0.044859
+        ],
+        [
+            1.550604,
+            0.735967,
+            0.724215
+        ],
+        [
+            2.160796,
+            0.76898,
+            0.795667
+        ],
+        [
+            1.027491,
+            0.225705,
+            0.225406
+        ],
+        [
+            1.132752,
+            0.243773,
+            0.243606
+        ],
+        [
+            1.644884,
+            0.775922,
+            0.767459
+        ],
+        [
+            3.148758,
+            1.129459,
+            1.124296
+        ],
+        [
+            1.660663,
+            0.799313,
+            0.78404
+        ],
+        [
+            1.339073,
+            0.690864,
+            0.683859
+        ],
+        [
+            3.485837,
+            1.450033,
+            1.431677
+        ],
+        [
+            3.460219,
+            1.470826,
+            1.424778
+        ],
+        [
+            5.757591,
+            2.815286,
+            2.785833
+        ],
+        [
+            0.446934,
+            0.098861,
+            0.094031
+        ],
+        [
+            9.927081,
+            1.46401,
+            1.467484
+        ],
+        [
+            11.568063,
+            1.885035,
+            1.871188
+        ],
+        [
+            22.094685,
+            3.3485,
+            3.3525
+        ],
+        [
+            3.34397,
+            0.419457,
+            0.406351
+        ],
+        [
+            0.486623,
+            0.127648,
+            0.124667
+        ],
+        [
+            1.072092,
+            0.341232,
+            0.335827
+        ],
+        [
+            0.452702,
+            0.142313,
+            0.139198
+        ],
+        [
+            10.062491,
+            2.024342,
+            2.027589
+        ],
+        [
+            8.732587,
+            4.271268,
+            4.273548
+        ],
+        [
+            0.391648,
+            0.077321,
+            0.073968
+        ],
+        [
+            3.399821,
+            0.69817,
+            0.695774
+        ],
+        [
+            6.893871,
+            0.818703,
+            0.810634
+        ],
+        [
+            5.308011,
+            2.401455,
+            2.352789
+        ],
+        [
+            11.050388,
+            4.07009,
+            4.036636
+        ],
+        [
+            11.136782,
+            4.118912,
+            4.090831
+        ],
+        [
+            1.021579,
+            0.602331,
+            0.597663
+        ],
+        [
+            0.546881,
+            0.159117,
+            0.139296
+        ],
+        [
+            0.445326,
+            0.083123,
+            0.079534
+        ],
+        [
+            0.495741,
+            0.091233,
+            0.086066
+        ],
+        [
+            0.690627,
+            0.245774,
+            0.212929
+        ],
+        [
+            0.422863,
+            0.054441,
+            0.050424
+        ],
+        [
+            0.388706,
+            0.04898,
+            0.048294
+        ],
+        [
+            0.393554,
+            0.045629,
+            0.043093
+        ]
+    ]
+}
\ No newline at end of file
diff --git a/spiceai-parquet-partitioned/spicepod.yaml b/spiceai-parquet-partitioned/spicepod.yaml
new file mode 100644
index 0000000000..df26d4c8c4
--- /dev/null
+++ b/spiceai-parquet-partitioned/spicepod.yaml
@@ -0,0 +1,19 @@
+version: v2
+kind: Spicepod
+name: spiceai-parquet-partitioned-clickbench
+
+runtime:
+  caching:
+    # The SQL results cache is enabled by default; the benchmark rules
+    # require query result caches to be disabled.
+    sql_results:
+      enabled: false
+
+datasets:
+  # Directory of hits_0.parquet … hits_99.parquet, registered as one table
+  # via the file connector's listing-table support (glob-scans the dir for
+  # files matching file_format).
+  - from: file:data
+    name: hits
+    params:
+      file_format: parquet
diff --git a/spiceai-parquet-partitioned/start b/spiceai-parquet-partitioned/start
new file mode 100755
index 0000000000..f5c3edca85
--- /dev/null
+++ b/spiceai-parquet-partitioned/start
@@ -0,0 +1,6 @@
+#!/bin/bash
+set -e
+
+# spiced loads ./spicepod.yaml from the working directory and serves the
+# HTTP API on 127.0.0.1:8090. Logs append to spiced.log for debugging.
+nohup spiced >> spiced.log 2>&1 &
diff --git a/spiceai-parquet-partitioned/stop b/spiceai-parquet-partitioned/stop
new file mode 100755
index 0000000000..1845b3e41c
--- /dev/null
+++ b/spiceai-parquet-partitioned/stop
@@ -0,0 +1,10 @@
+#!/bin/bash
+
+pkill spiced || exit 0
+
+# Wait for graceful shutdown, then escalate.
+for _ in $(seq 1 30); do
+    pgrep spiced >/dev/null || exit 0
+    sleep 1
+done
+pkill -9 spiced || true
diff --git a/spiceai-parquet-partitioned/template.json b/spiceai-parquet-partitioned/template.json
new file mode 100644
index 0000000000..e2f0f645f9
--- /dev/null
+++ b/spiceai-parquet-partitioned/template.json
@@ -0,0 +1,11 @@
+{
+  "system": "Spice.ai OSS (Parquet, partitioned)",
+  "proprietary": "no",
+  "hardware": "cpu",
+  "tuned": "no",
+  "tags": [
+    "Rust",
+    "column-oriented",
+    "stateless"
+  ]
+}
diff --git a/spiceai-parquet/README.md b/spiceai-parquet/README.md
new file mode 100644
index 0000000000..e3c8c23c87
--- /dev/null
+++ b/spiceai-parquet/README.md
@@ -0,0 +1,22 @@
+# Spice.ai OSS (Parquet, single)
+
+[Spice.ai OSS](https://github.com/spiceai/spiceai) is a portable, single-binary
+runtime built on Apache DataFusion that federates and accelerates SQL queries
+across databases, data warehouses, and data lakes. This entry benchmarks the
+runtime querying `hits.parquet` directly through its file connector — no
+acceleration, no data loading; the single parquet file is scanned in place.
+See `spiceai-parquet-partitioned` for the 100-file variant and
+`spiceai-cayenne` for the same runtime with its Cayenne acceleration engine.
+
+Notes:
+
+- `spicepod.yaml` takes the place of `create.sql`: it registers the parquet
+  file as a dataset. The source parquet stores `EventDate` as an integer
+  (days since epoch); the queries referencing `EventDate` wrap it as
+  `to_timestamp("EventDate" * 86400)`. `queries.sql` is identical to the
+  `spiceai-cayenne` entry's.
+- The SQL results cache (enabled by default in Spice) is disabled in
+  `spicepod.yaml` per the benchmark caching rules.
+
+Run `./benchmark.sh` on a fresh Ubuntu VM (see `lib/benchmark-common.sh` for
+the flow), or use the repo's `run-benchmark.sh` automation.
diff --git a/spiceai-parquet/benchmark.sh b/spiceai-parquet/benchmark.sh
new file mode 100755
index 0000000000..ddd7f28318
--- /dev/null
+++ b/spiceai-parquet/benchmark.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+# Thin shim — actual flow is in lib/benchmark-common.sh.
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
+exec ../lib/benchmark-common.sh
diff --git a/spiceai-parquet/check b/spiceai-parquet/check
new file mode 100755
index 0000000000..5f5f7dec56
--- /dev/null
+++ b/spiceai-parquet/check
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e
+
+# The driver starts the system before the dataset is downloaded; until
+# hits.parquet exists the dataset cannot load (the runtime stays up and
+# retries), so gate on process liveness only. Afterwards gate on
+# /v1/ready, which returns 200 only once the accelerated dataset is
+# ready to serve queries.
+if [ -e hits.parquet ]; then
+    curl -fsS http://localhost:8090/v1/ready >/dev/null
+else
+    curl -fsS http://localhost:8090/health >/dev/null
+fi
diff --git a/spiceai-parquet/data-size b/spiceai-parquet/data-size
new file mode 100755
index 0000000000..708c0b72e7
--- /dev/null
+++ b/spiceai-parquet/data-size
@@ -0,0 +1,4 @@
+#!/bin/bash
+set -e
+
+wc -c < hits.parquet
diff --git a/spiceai-parquet/install b/spiceai-parquet/install
new file mode 100755
index 0000000000..f855f18912
--- /dev/null
+++ b/spiceai-parquet/install
@@ -0,0 +1,18 @@
+#!/bin/bash
+set -e
+
+# install.spiceai.org ships the CLI only; `spice install` then downloads
+# the runtime binary (spiced) into ~/.spice/bin.
+if [ ! -x "$HOME/.spice/bin/spice" ]; then
+    curl https://install.spiceai.org | /bin/bash
+fi
+if [ ! -x "$HOME/.spice/bin/spiced" ]; then
+    "$HOME/.spice/bin/spice" install >/dev/null 2>&1
+fi
+
+# Symlink into /usr/local/bin so sibling scripts (check, load, query,
+# start) find them unconditionally.
+sudo ln -sf "$HOME/.spice/bin/spiced" /usr/local/bin/spiced
+sudo ln -sf "$HOME/.spice/bin/spice" /usr/local/bin/spice
+
+spiced --version
diff --git a/spiceai-parquet/load b/spiceai-parquet/load
new file mode 100755
index 0000000000..799be068d4
--- /dev/null
+++ b/spiceai-parquet/load
@@ -0,0 +1,20 @@
+#!/bin/bash
+set -e
+
+# No acceleration: queries scan hits.parquet directly, so there is nothing
+# to ingest. Restart the runtime so it (re)registers the dataset now that
+# the file exists; /v1/ready returns 200 once the dataset is queryable.
+./stop >/dev/null 2>&1 || true
+rm -f spiced.log
+./start
+
+for _ in $(seq 1 300); do
+    if curl -fsS http://localhost:8090/v1/ready >/dev/null 2>&1; then
+        exit 0
+    fi
+    sleep 1
+done
+
+echo "load: dataset did not become ready within 300s" >&2
+tail -n 50 spiced.log >&2
+exit 1
diff --git a/spiceai-parquet/make-json.sh b/spiceai-parquet/make-json.sh
new file mode 100755
index 0000000000..34c4b1dfa0
--- /dev/null
+++ b/spiceai-parquet/make-json.sh
@@ -0,0 +1,59 @@
+#!/bin/bash
+# Converts the raw `result.csv` from `benchmark.sh` plus the `Load time:` /
+# `Data size:` lines in `log` into the final json format used by the
+# benchmark dashboard.
+#
+# usage: ./make-json.sh <machine>   # saves results/<YYYYMMDD>/<machine>.json
+set -e
+
+MACHINE=$1
+[ -n "$MACHINE" ] || { echo "usage: $0 <machine>" >&2; exit 1; }
+
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+
+python3 - "$MACHINE" "$DATE" > "results/${YYYYMMDD}/${MACHINE}.json" <<'PY'
+import csv, json, re, sys
+
+machine, date = sys.argv[1], sys.argv[2]
+
+runs = {}
+with open("result.csv") as f:
+    for query, _try, timing in csv.reader(f):
+        runs.setdefault(int(query), []).append(
+            None if timing == "null" else float(timing))
+
+load_time = data_size = None
+qps = err_ratio = None
+with open("log") as f:
+    for line in f:
+        if m := re.match(r"Load time: ([\d.]+)", line):
+            load_time = float(m.group(1))
+        elif m := re.match(r"Data size: (\d+)", line):
+            data_size = int(m.group(1))
+        elif m := re.match(r"Concurrent QPS: ([\d.]+)", line):
+            qps = float(m.group(1))
+        elif m := re.match(r"Concurrent error ratio: ([\d.]+)", line):
+            err_ratio = float(m.group(1))
+
+template = json.load(open("template.json"))
+result = {
+    "system": template["system"],
+    "date": date,
+    "machine": machine,
+    "cluster_size": 1,
+    "proprietary": template["proprietary"],
+    "hardware": template["hardware"],
+    "tuned": template["tuned"],
+    "tags": template["tags"],
+    "load_time": load_time,
+    "data_size": data_size,
+    "concurrent_qps": qps,
+    "concurrent_error_ratio": err_ratio,
+    "result": [runs[q] for q in sorted(runs)],
+}
+print(json.dumps(result, indent=4))
+PY
+
+echo "results/${YYYYMMDD}/${MACHINE}.json"
diff --git a/spiceai-parquet/queries.sql b/spiceai-parquet/queries.sql
new file mode 100644
index 0000000000..ab9fe7965e
--- /dev/null
+++ b/spiceai-parquet/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(to_timestamp("EventDate" * 86400)), MAX(to_timestamp("EventDate" * 86400)) 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 to_timestamp_seconds("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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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 to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT "URLHash", to_timestamp("EventDate" * 86400), COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", to_timestamp("EventDate" * 86400) ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-01' AND to_timestamp("EventDate" * 86400) <= '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', to_timestamp("EventTime")::timestamp) AS M, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND to_timestamp("EventDate" * 86400) >= '2013-07-14' AND to_timestamp("EventDate" * 86400) <= '2013-07-15' AND "IsRefresh" = 0 AND "DontCountHits" = 0 GROUP BY DATE_TRUNC('minute', to_timestamp("EventTime")::timestamp) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/spiceai-parquet/query b/spiceai-parquet/query
new file mode 100755
index 0000000000..cc45644401
--- /dev/null
+++ b/spiceai-parquet/query
@@ -0,0 +1,24 @@
+#!/bin/bash
+# Reads a SQL query from stdin, runs it via the Spice HTTP API.
+# Stdout: query result (JSON).
+# Stderr: query runtime in fractional seconds on the last line.
+# Exit non-zero on error.
+set -e
+
+resp=$(mktemp /tmp/spiceai-query.XXXXXX)
+trap 'rm -f "$resp"' EXIT
+
+metrics=$(curl -sS -o "$resp" -w '%{http_code} %{time_total}' \
+    -H 'Content-Type: text/plain' --data-binary @- \
+    'http://localhost:8090/v1/sql')
+code=${metrics% *}
+time_total=${metrics#* }
+
+if [ "$code" != "200" ]; then
+    cat "$resp" >&2
+    echo >&2
+    exit 1
+fi
+
+cat "$resp"
+printf '%s\n' "$time_total" >&2
diff --git a/spiceai-parquet/results/20260708/c6a.4xlarge.json b/spiceai-parquet/results/20260708/c6a.4xlarge.json
new file mode 100644
index 0000000000..25d46708b4
--- /dev/null
+++ b/spiceai-parquet/results/20260708/c6a.4xlarge.json
@@ -0,0 +1,236 @@
+{
+    "system": "Spice.ai OSS (Parquet, single)",
+    "date": "2026-07-08",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "comment": "v2.1.0 (d70bd02e)",
+    "tags": [
+        "Rust",
+        "column-oriented",
+        "stateless"
+    ],
+    "load_time": 11.932,
+    "data_size": 14779976446,
+    "concurrent_qps": 0.362,
+    "concurrent_error_ratio": 0.088,
+    "result": [
+        [
+            0.211009,
+            0.003885,
+            0.003525
+        ],
+        [
+            0.282437,
+            0.027292,
+            0.029358
+        ],
+        [
+            0.331889,
+            0.062931,
+            0.068003
+        ],
+        [
+            0.536968,
+            0.068569,
+            0.066755
+        ],
+        [
+            0.973189,
+            0.643578,
+            0.620826
+        ],
+        [
+            1.074261,
+            0.68371,
+            0.690844
+        ],
+        [
+            0.346284,
+            0.072276,
+            0.068733
+        ],
+        [
+            0.338211,
+            0.036346,
+            0.035573
+        ],
+        [
+            1.14754,
+            0.761359,
+            0.737891
+        ],
+        [
+            1.55788,
+            0.858835,
+            0.845141
+        ],
+        [
+            0.678391,
+            0.232269,
+            0.22862
+        ],
+        [
+            0.70658,
+            0.249905,
+            0.244121
+        ],
+        [
+            1.203536,
+            0.778886,
+            0.765841
+        ],
+        [
+            2.673992,
+            1.140921,
+            1.140717
+        ],
+        [
+            1.222168,
+            0.825785,
+            0.806256
+        ],
+        [
+            1.1031,
+            0.702697,
+            0.680414
+        ],
+        [
+            2.738435,
+            1.434943,
+            1.439456
+        ],
+        [
+            2.66888,
+            1.441392,
+            1.449803
+        ],
+        [
+            5.079107,
+            2.680419,
+            2.641895
+        ],
+        [
+            0.314576,
+            0.091857,
+            0.089189
+        ],
+        [
+            9.745234,
+            1.484237,
+            1.484487
+        ],
+        [
+            11.426155,
+            1.876375,
+            1.897992
+        ],
+        [
+            22.031562,
+            3.064249,
+            3.083247
+        ],
+        [
+            17.448496,
+            2.100023,
+            2.026402
+        ],
+        [
+            2.7559,
+            0.430171,
+            0.424262
+        ],
+        [
+            0.908535,
+            0.355628,
+            0.366803
+        ],
+        [
+            2.825757,
+            0.519144,
+            0.518764
+        ],
+        [
+            9.853503,
+            2.417102,
+            2.380355
+        ],
+        [
+            9.060389,
+            4.483492,
+            4.577573
+        ],
+        [
+            0.301784,
+            0.058251,
+            0.054621
+        ],
+        [
+            3.051457,
+            0.704216,
+            0.681654
+        ],
+        [
+            6.379854,
+            0.823642,
+            0.800725
+        ],
+        [
+            4.779308,
+            2.467153,
+            2.331666
+        ],
+        [
+            10.4145,
+            4.061152,
+            4.003772
+        ],
+        [
+            10.459085,
+            4.06808,
+            3.959535
+        ],
+        [
+            0.965567,
+            0.627754,
+            0.61588
+        ],
+        [
+            0.639065,
+            0.182472,
+            0.174015
+        ],
+        [
+            0.444201,
+            0.088123,
+            0.087452
+        ],
+        [
+            0.551757,
+            0.100718,
+            0.091127
+        ],
+        [
+            0.90978,
+            0.29912,
+            0.279999
+        ],
+        [
+            0.420331,
+            0.050594,
+            0.047482
+        ],
+        [
+            0.398249,
+            0.044642,
+            0.043891
+        ],
+        [
+            0.38516,
+            0.040607,
+            0.03887
+        ]
+    ]
+}
\ No newline at end of file
diff --git a/spiceai-parquet/spicepod.yaml b/spiceai-parquet/spicepod.yaml
new file mode 100644
index 0000000000..e6839f3ac5
--- /dev/null
+++ b/spiceai-parquet/spicepod.yaml
@@ -0,0 +1,14 @@
+version: v2
+kind: Spicepod
+name: spiceai-parquet-clickbench
+
+runtime:
+  caching:
+    # The SQL results cache is enabled by default; the benchmark rules
+    # require query result caches to be disabled.
+    sql_results:
+      enabled: false
+
+datasets:
+  - from: file:hits.parquet
+    name: hits
diff --git a/spiceai-parquet/start b/spiceai-parquet/start
new file mode 100755
index 0000000000..f5c3edca85
--- /dev/null
+++ b/spiceai-parquet/start
@@ -0,0 +1,6 @@
+#!/bin/bash
+set -e
+
+# spiced loads ./spicepod.yaml from the working directory and serves the
+# HTTP API on 127.0.0.1:8090. Logs append to spiced.log for debugging.
+nohup spiced >> spiced.log 2>&1 &
diff --git a/spiceai-parquet/stop b/spiceai-parquet/stop
new file mode 100755
index 0000000000..1845b3e41c
--- /dev/null
+++ b/spiceai-parquet/stop
@@ -0,0 +1,10 @@
+#!/bin/bash
+
+pkill spiced || exit 0
+
+# Wait for graceful shutdown, then escalate.
+for _ in $(seq 1 30); do
+    pgrep spiced >/dev/null || exit 0
+    sleep 1
+done
+pkill -9 spiced || true
diff --git a/spiceai-parquet/template.json b/spiceai-parquet/template.json
new file mode 100644
index 0000000000..2a7ff52af8
--- /dev/null
+++ b/spiceai-parquet/template.json
@@ -0,0 +1,11 @@
+{
+  "system": "Spice.ai OSS (Parquet, single)",
+  "proprietary": "no",
+  "hardware": "cpu",
+  "tuned": "no",
+  "tags": [
+    "Rust",
+    "column-oriented",
+    "stateless"
+  ]
+}