From 6ce0cca60e0d9de8bacac7eb5ce9874d15a5d233 Mon Sep 17 00:00:00 2001
From: Adam Gutglick <adam@spiraldb.com>
Date: Tue, 5 May 2026 12:28:05 +0100
Subject: [PATCH] Updated datafusion-vortex submission with up-to-date versions
 and new dedicated tool

---
 datafusion-vortex-partitioned/README.md       | 43 +++++++++++
 datafusion-vortex-partitioned/benchmark.sh    |  3 +-
 datafusion-vortex-partitioned/check           |  5 +-
 datafusion-vortex-partitioned/create.sql      | 12 +--
 datafusion-vortex-partitioned/data-size       |  3 +-
 datafusion-vortex-partitioned/install         | 61 +++++++--------
 datafusion-vortex-partitioned/load            | 20 ++++-
 datafusion-vortex-partitioned/make-json.sh    | 41 ++++++++++
 datafusion-vortex-partitioned/queries.sql     |  4 +-
 datafusion-vortex-partitioned/query           | 14 ++--
 .../results/20260505/c6a.2xlarge.json         | 57 ++++++++++++++
 .../results/20260505/c6a.4xlarge.json         | 57 ++++++++++++++
 .../results/20260505/c6a.xlarge.json          | 57 ++++++++++++++
 .../results/20260505/c8g.4xlarge.json         | 57 ++++++++++++++
 datafusion-vortex/README.md                   | 43 +++++++++++
 datafusion-vortex/benchmark.sh                |  3 +-
 datafusion-vortex/check                       |  7 +-
 datafusion-vortex/create.sql                  | 13 +---
 datafusion-vortex/data-size                   |  3 +-
 datafusion-vortex/install                     | 76 +++++++------------
 datafusion-vortex/load                        | 17 +++--
 datafusion-vortex/make-json.sh                | 41 ++++++++++
 datafusion-vortex/queries.sql                 |  4 +-
 datafusion-vortex/query                       | 16 ++--
 .../results/20260505/c6a.2xlarge.json         | 57 ++++++++++++++
 .../results/20260505/c6a.4xlarge.json         | 57 ++++++++++++++
 .../results/20260505/c6a.xlarge.json          | 57 ++++++++++++++
 .../results/20260505/c8g.4xlarge.json         | 57 ++++++++++++++
 28 files changed, 737 insertions(+), 148 deletions(-)
 create mode 100644 datafusion-vortex-partitioned/README.md
 create mode 100755 datafusion-vortex-partitioned/make-json.sh
 create mode 100644 datafusion-vortex-partitioned/results/20260505/c6a.2xlarge.json
 create mode 100644 datafusion-vortex-partitioned/results/20260505/c6a.4xlarge.json
 create mode 100644 datafusion-vortex-partitioned/results/20260505/c6a.xlarge.json
 create mode 100644 datafusion-vortex-partitioned/results/20260505/c8g.4xlarge.json
 create mode 100644 datafusion-vortex/README.md
 create mode 100755 datafusion-vortex/make-json.sh
 create mode 100644 datafusion-vortex/results/20260505/c6a.2xlarge.json
 create mode 100644 datafusion-vortex/results/20260505/c6a.4xlarge.json
 create mode 100644 datafusion-vortex/results/20260505/c6a.xlarge.json
 create mode 100644 datafusion-vortex/results/20260505/c8g.4xlarge.json

diff --git a/datafusion-vortex-partitioned/README.md b/datafusion-vortex-partitioned/README.md
new file mode 100644
index 0000000000..4842587a95
--- /dev/null
+++ b/datafusion-vortex-partitioned/README.md
@@ -0,0 +1,43 @@
+# DataFusion + Vortex
+
+Partitioned Vortex dataset, converted one-for-one from the 100 ClickBench Parquet files and queried with [`vortex-datafusion-cli`].
+
+[`vortex-datafusion-cli`]: https://github.com/vortex-data/vortex-datafusion-cli
+
+## Cookbook: Generate benchmark results
+
+Follow the same EC2 setup used by [datafusion-partitioned](../datafusion-partitioned/README.md), then run:
+
+```bash
+cd ClickBench/datafusion-vortex-partitioned
+bash benchmark.sh
+```
+
+The shared benchmark harness builds `vortex-datafusion-cli`, downloads the partitioned Parquet files, converts each `partitioned/hits_N.parquet` file into exactly one `vortex/hits_N.vortex` file, and runs the query set.
+
+The `install` script checks out `vortex-datafusion-cli` tag `0.70.0-53.1.0`. CLI tags use `<vortex-version>-<df-version>`, where the first component is the `vortex-datafusion` crate version and the second is the DataFusion/DataFusion CLI version.
+
+You can update/preview the results by running:
+
+```bash
+./make-json.sh <machine-name> # Example. ./make-json.sh c6a.xlarge
+```
+
+## Parquet To Vortex Conversion
+
+Each input file is converted independently through `vortex-datafusion-cli`:
+
+```sql
+CREATE EXTERNAL TABLE hits_parquet
+STORED AS PARQUET
+LOCATION 'partitioned/hits_0.parquet'
+OPTIONS ('binary_as_string' 'true');
+
+COPY (
+    SELECT * EXCEPT ("EventDate"),
+           CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
+    FROM hits_parquet
+) TO 'vortex/hits_0.vortex' STORED AS VORTEX;
+```
+
+`binary_as_string=true` handles the incorrect Parquet logical annotation before Vortex is written. The produced Vortex files store those fields as strings, so benchmark reads use only the Vortex table registration.
diff --git a/datafusion-vortex-partitioned/benchmark.sh b/datafusion-vortex-partitioned/benchmark.sh
index 51153ec49e..e236dbbd21 100755
--- a/datafusion-vortex-partitioned/benchmark.sh
+++ b/datafusion-vortex-partitioned/benchmark.sh
@@ -1,7 +1,6 @@
 #!/bin/bash
 # Thin shim — actual flow is in lib/benchmark-common.sh.
-# query_bench (the vortex driver) handles its own dataset download/conversion.
-export BENCH_DOWNLOAD_SCRIPT=""
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-partitioned"
 export BENCH_DURABLE=yes
 export BENCH_RESTARTABLE=no
 exec ../lib/benchmark-common.sh
diff --git a/datafusion-vortex-partitioned/check b/datafusion-vortex-partitioned/check
index 1a9d479a70..98d385b378 100755
--- a/datafusion-vortex-partitioned/check
+++ b/datafusion-vortex-partitioned/check
@@ -1,6 +1,5 @@
 #!/bin/bash
 set -e
 
-# Stateless system — confirm datafusion-cli (the playground's query
-# driver) is on PATH.
-command -v datafusion-cli >/dev/null
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+"$DF" -q -c "SELECT 1" >/dev/null
diff --git a/datafusion-vortex-partitioned/create.sql b/datafusion-vortex-partitioned/create.sql
index 858646b651..e54d401ac9 100644
--- a/datafusion-vortex-partitioned/create.sql
+++ b/datafusion-vortex-partitioned/create.sql
@@ -1,9 +1,3 @@
-CREATE EXTERNAL TABLE hits_raw
-STORED AS PARQUET
-LOCATION 'partitioned'
-OPTIONS ('binary_as_string' 'true');
-
-CREATE VIEW hits AS
-SELECT * EXCEPT ("EventDate"),
-       CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
-FROM hits_raw;
+CREATE EXTERNAL TABLE hits
+STORED AS VORTEX
+LOCATION 'vortex';
diff --git a/datafusion-vortex-partitioned/data-size b/datafusion-vortex-partitioned/data-size
index ec6675b0ed..a8311fb4bf 100755
--- a/datafusion-vortex-partitioned/data-size
+++ b/datafusion-vortex-partitioned/data-size
@@ -1,5 +1,4 @@
 #!/bin/bash
 set -e
 
-# Sum the byte counts of all generated .vortex files.
-find . -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
+find vortex -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
diff --git a/datafusion-vortex-partitioned/install b/datafusion-vortex-partitioned/install
index 6a24ecfe63..5d88f819f4 100755
--- a/datafusion-vortex-partitioned/install
+++ b/datafusion-vortex-partitioned/install
@@ -1,41 +1,36 @@
 #!/bin/bash
 set -e
 
-VORTEX_VERSION=0.44.0
+if [ ! -x vortex-datafusion-cli/target/release/vortex-datafusion-cli ]; then
+    # <vortex-version>-<datafusion-version>
+    CLI_TAG=0.70.0-53.1.0
 
-if ! command -v cargo >/dev/null 2>&1; then
-    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
-    bash rust-init.sh -y
-fi
-export HOME=${HOME:=~}
-# shellcheck disable=SC1091
-source ~/.cargo/env
+    if ! command -v cargo >/dev/null 2>&1; then
+        curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
+        bash rust-init.sh -y
+    fi
+    export HOME=${HOME:=~}
+    # shellcheck disable=SC1091
+    source "$HOME/.cargo/env"
 
-sudo apt-get update -y
-# vortex-duckdb's build.rs runs bindgen, which needs libclang plus the
-# clang freestanding headers (stdbool.h etc.); without libclang-dev the
-# build fails with `'stdbool.h' file not found`.
-sudo apt-get install -y gcc jq build-essential git clang libclang-dev
+    if [ "$(free -g | awk '/^Mem:/{print $2}')" -lt 12 ]; then
+        if [ "$(swapon --noheadings --show | wc -l)" -eq 0 ]; then
+            sudo fallocate -l 8G /swapfile
+            sudo chmod 600 /swapfile
+            sudo mkswap /swapfile
+            sudo swapon /swapfile
+        fi
+    fi
 
-if [ ! -d vortex ]; then
-    git clone https://github.com/spiraldb/vortex.git
-fi
-(
-    cd vortex
-    git fetch --tags
-    git checkout "$VORTEX_VERSION"
-    # See datafusion-vortex/install — submodule update isn't idempotent
-    # without sync + --force when a previous run left a partial clone.
-    git submodule sync --recursive
-    git submodule update --init --recursive --force
-    cargo build --release --bin query_bench --package bench-vortex
-)
+    sudo apt-get update -y
+    sudo apt-get install -y build-essential clang cmake git libclang-dev pkg-config
 
-# Build datafusion-cli so ./query can return actual rows instead of
-# the bench driver's JSON timing blob. See datafusion-vortex/install.
-if ! command -v datafusion-cli >/dev/null 2>&1; then
-    cargo install --locked --version 49.0.2 datafusion-cli
-    # Cargo installs into $HOME/.cargo/bin; the playground agent
-    # runs scripts with a stripped PATH, so symlink into /usr/local/bin.
-    sudo ln -sf "$HOME/.cargo/bin/datafusion-cli" /usr/local/bin/datafusion-cli
+    if [ ! -d vortex-datafusion-cli ]; then
+        git clone https://github.com/vortex-data/vortex-datafusion-cli.git
+    fi
+    cd vortex-datafusion-cli
+    git fetch --tags
+    git checkout "$CLI_TAG"
+    CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" \
+        cargo build --release --bin vortex-datafusion-cli
 fi
diff --git a/datafusion-vortex-partitioned/load b/datafusion-vortex-partitioned/load
index 68db5b446c..c485043cb0 100755
--- a/datafusion-vortex-partitioned/load
+++ b/datafusion-vortex-partitioned/load
@@ -1,9 +1,23 @@
 #!/bin/bash
 set -e
 
-# ./query uses datafusion-cli against the partitioned parquet files
-# under partitioned/. See datafusion-vortex/load for the rationale.
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 mkdir -p partitioned
-../lib/download-hits-parquet-partitioned partitioned
+mv hits_*.parquet partitioned/ 2>/dev/null || true
+
+rm -rf vortex
+mkdir -p vortex
+
+seq 0 99 | xargs -P"$(nproc)" -I{} "$DF" -q \
+    -c "SET datafusion.execution.target_partitions = 1;" \
+    -c "CREATE EXTERNAL TABLE hits_parquet STORED AS PARQUET LOCATION 'partitioned/hits_{}.parquet' OPTIONS ('binary_as_string' 'true');" \
+    -c "COPY (SELECT * EXCEPT (\"EventDate\"), CAST(CAST(\"EventDate\" AS INTEGER) AS DATE) AS \"EventDate\" FROM hits_parquet) TO 'vortex/hits_{}.vortex' STORED AS VORTEX;"
+
+files=$(find vortex -maxdepth 1 -name 'hits_*.vortex' | wc -l)
+if [ "$files" -ne 100 ]; then
+    echo "Expected 100 Vortex files, found $files" >&2
+    exit 1
+fi
 
 sync
diff --git a/datafusion-vortex-partitioned/make-json.sh b/datafusion-vortex-partitioned/make-json.sh
new file mode 100755
index 0000000000..9ebfc16429
--- /dev/null
+++ b/datafusion-vortex-partitioned/make-json.sh
@@ -0,0 +1,41 @@
+#!/bin/bash
+
+# This script converts the raw `result.csv` data from `benchmark.sh` into the
+# final json format used by the benchmark dashboard.
+#
+# usage : ./make-json.sh <machine>
+#
+# example (save results/<YYYYMMDD>/c6a.4xlarge.json)
+#         ./make-json.sh c6a.4xlarge
+
+MACHINE=$1
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+OUTPUT_FILE="results/${YYYYMMDD}/${MACHINE}.json"
+SYSTEM_NAME="DataFusion (Vortex, partitioned)"
+LOAD_TIME=${LOAD_TIME:-null}
+DATA_SIZE=${DATA_SIZE:-$(./data-size 2>/dev/null || echo null)}
+DATA_SIZE=${DATA_SIZE:-null}
+
+# Read the CSV and build the result array using sed
+RESULT_ARRAY=$(awk -F, '{arr[$1]=arr[$1]","$3} END {for (i=1;i<=length(arr);i++) {gsub(/^,/, "", arr[i]); printf "        ["arr[i]"]"; if (i<length(arr)) printf ",\n"}}' result.csv)
+
+# form the final JSON structure from the template
+cat <<EOF > $OUTPUT_FILE
+{
+    "system": "$SYSTEM_NAME",
+    "date": "$DATE",
+    "machine": "$MACHINE",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": $LOAD_TIME,
+    "data_size": $DATA_SIZE,
+    "result": [
+        $RESULT_ARRAY
+    ]
+}
+EOF
diff --git a/datafusion-vortex-partitioned/queries.sql b/datafusion-vortex-partitioned/queries.sql
index 0c30150ef6..9a183cd6e2 100644
--- a/datafusion-vortex-partitioned/queries.sql
+++ b/datafusion-vortex-partitioned/queries.sql
@@ -16,7 +16,7 @@ SELECT "SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPh
 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", 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;
@@ -40,4 +40,4 @@ SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventD
 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', M) LIMIT 10 OFFSET 1000;
+SELECT DATE_TRUNC('minute', to_timestamp_seconds("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', to_timestamp_seconds("EventTime")) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/datafusion-vortex-partitioned/query b/datafusion-vortex-partitioned/query
index 090d16b735..2e4df9d6a9 100755
--- a/datafusion-vortex-partitioned/query
+++ b/datafusion-vortex-partitioned/query
@@ -1,17 +1,16 @@
 #!/bin/bash
-# Reads a SQL query from stdin, runs it via datafusion-cli against the
-# partitioned parquet files. See ../datafusion-vortex/query for the
-# rationale; the vortex bench binary is benchmark-only.
-# Stdout: query result.
-# Stderr: query runtime in fractional seconds on the last line.
+# Reads a SQL query from stdin and runs it via vortex-datafusion-cli.
+# Stdout: query result. Stderr: query runtime in fractional seconds.
 set -e
 
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 query=$(cat)
-tmp=$(mktemp /tmp/datafusion.XXXXXX.sql)
+tmp=$(mktemp /tmp/datafusion-vortex.XXXXXX.sql)
 trap 'rm -f "$tmp"' EXIT
 printf '%s\n' "$query" > "$tmp"
 
-out=$(datafusion-cli -f create.sql "$tmp" 2>&1) && status=0 || status=$?
+out=$("$DF" -f create.sql -f "$tmp" 2>&1) && status=0 || status=$?
 
 if [ "$status" -ne 0 ]; then
     printf '%s\n' "$out" >&2
@@ -19,5 +18,4 @@ if [ "$status" -ne 0 ]; then
 fi
 
 printf '%s\n' "$out" | grep -v 'Elapsed' || true
-
 printf '%s\n' "$out" | awk '/Elapsed/ { e = $2 } END { print e }' >&2
diff --git a/datafusion-vortex-partitioned/results/20260505/c6a.2xlarge.json b/datafusion-vortex-partitioned/results/20260505/c6a.2xlarge.json
new file mode 100644
index 0000000000..77659d69c6
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260505/c6a.2xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, partitioned)",
+    "date": "2026-05-05",
+    "machine": "c6a.2xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 108.58,
+    "data_size": 15328662856,
+    "result": [
+        [0.078,0.002,0.002],
+        [0.170,0.027,0.028],
+        [0.214,0.072,0.069],
+        [0.650,0.071,0.070],
+        [1.367,0.840,0.837],
+        [1.355,0.785,0.786],
+        [0.075,0.002,0.002],
+        [0.179,0.031,0.033],
+        [1.269,1.045,1.044],
+        [1.670,1.251,1.237],
+        [0.770,0.162,0.156],
+        [1.099,0.192,0.191],
+        [1.603,0.694,0.682],
+        [3.280,1.199,1.198],
+        [1.395,0.667,0.670],
+        [1.108,0.948,0.942],
+        [3.158,1.772,1.779],
+        [3.122,1.778,1.785],
+        [5.120,3.531,3.507],
+        [0.313,0.043,0.048],
+        [15.675,0.906,0.901],
+        [17.831,0.929,0.926],
+        [22.767,1.105,1.103],
+        [22.582,1.521,1.574],
+        [0.319,0.079,0.075],
+        [1.603,0.146,0.147],
+        [0.609,0.081,0.082],
+        [16.343,1.328,1.365],
+        [15.637,15.200,15.211],
+        [0.814,0.656,0.668],
+        [2.796,0.592,0.595],
+        [5.885,0.641,0.629],
+        [3.929,3.007,3.019],
+        [16.025,3.545,3.512],
+        [15.999,3.567,3.503],
+        [1.455,1.293,1.298],
+        [0.254,0.074,0.073],
+        [0.203,0.034,0.034],
+        [0.243,0.024,0.022],
+        [0.386,0.130,0.129],
+        [0.247,0.019,0.016],
+        [0.249,0.015,0.015],
+        [0.242,0.014,0.015]
+    ]
+}
\ No newline at end of file
diff --git a/datafusion-vortex-partitioned/results/20260505/c6a.4xlarge.json b/datafusion-vortex-partitioned/results/20260505/c6a.4xlarge.json
new file mode 100644
index 0000000000..cb9a10682a
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260505/c6a.4xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, partitioned)",
+    "date": "2026-05-05",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 99.94,
+    "data_size": 15328662856,
+    "result": [
+        [0.082, 0.002, 0.002],
+        [0.152, 0.030, 0.027],
+        [0.175, 0.059, 0.060],
+        [0.633, 0.087, 0.089],
+        [1.306, 0.628, 0.626],
+        [1.316, 0.603, 0.592],
+        [0.090, 0.002, 0.002],
+        [0.166, 0.031, 0.030],
+        [1.223, 0.786, 0.772],
+        [1.664, 0.861, 0.871],
+        [0.729, 0.131, 0.133],
+        [1.116, 0.148, 0.147],
+        [1.605, 0.581, 0.578],
+        [3.174, 1.070, 1.068],
+        [1.527, 0.610, 0.597],
+        [0.887, 0.727, 0.715],
+        [3.174, 1.509, 1.532],
+        [3.153, 1.510, 1.506],
+        [4.788, 2.907, 2.827],
+        [0.313, 0.048, 0.049],
+        [15.848, 0.537, 0.528],
+        [17.859, 0.781, 0.772],
+        [22.900, 0.894, 0.878],
+        [21.132, 0.858, 0.785],
+        [0.287, 0.084, 0.091],
+        [1.607, 0.153, 0.146],
+        [0.757, 0.088, 0.088],
+        [16.230, 0.974, 1.011],
+        [13.690, 8.122, 8.151],
+        [0.512, 0.369, 0.364],
+        [2.788, 0.487, 0.487],
+        [5.882, 0.592, 0.589],
+        [3.929, 2.653, 2.674],
+        [15.934, 3.107, 2.890],
+        [15.951, 2.902, 2.918],
+        [1.060, 0.930, 0.917],
+        [0.261, 0.082, 0.082],
+        [0.208, 0.035, 0.036],
+        [0.197, 0.024, 0.023],
+        [0.385, 0.146, 0.146],
+        [0.251, 0.017, 0.016],
+        [0.248, 0.019, 0.014],
+        [0.244, 0.015, 0.015]
+    ]
+}
diff --git a/datafusion-vortex-partitioned/results/20260505/c6a.xlarge.json b/datafusion-vortex-partitioned/results/20260505/c6a.xlarge.json
new file mode 100644
index 0000000000..162555df72
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260505/c6a.xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, partitioned)",
+    "date": "2026-05-05",
+    "machine": "c6a.xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 203.96,
+    "data_size": 15328662856,
+    "result": [
+        [0.094, 0.002, 0.002],
+        [0.255, 0.048, 0.045],
+        [0.372, 0.126, 0.126],
+        [0.646, 0.104, 0.102],
+        [1.758, 1.538, 1.542],
+        [1.531, 1.347, 1.361],
+        [0.076, 0.002, 0.002],
+        [0.269, 0.059, 0.055],
+        [2.173, 1.919, 1.895],
+        [2.624, 2.323, 2.232],
+        [0.781, 0.277, 0.277],
+        [0.881, 0.347, 0.351],
+        [1.571, 1.092, 1.096],
+        [3.396, 1.602, 1.609],
+        [1.666, 1.054, 1.063],
+        [1.921, 1.705, 1.688],
+        [3.797, 3.020, 3.037],
+        [3.719, 3.013, 3.018],
+        [12.789, 13.580, 8.736],
+        [0.363, 0.068, 0.067],
+        [15.387, 1.708, 1.698],
+        [17.891, 1.673, 1.663],
+        [22.657, 1.888, 1.923],
+        [18.103, 2.159, 2.178],
+        [0.339, 0.105, 0.109],
+        [1.313, 0.246, 0.249],
+        [0.351, 0.117, 0.119],
+        [16.247, 2.395, 2.436],
+        [29.179, 28.872, 28.767],
+        [1.477, 1.302, 1.294],
+        [2.846, 0.978, 0.975],
+        [5.908, 0.972, 0.956],
+        [29.987, 6.008, 8.928],
+        [18.597, 23.579, 21.585],
+        [24.180, 18.393, 21.401],
+        [2.550, 2.433, 2.394],
+        [0.309, 0.081, 0.079],
+        [0.255, 0.036, 0.036],
+        [0.255, 0.032, 0.029],
+        [0.412, 0.140, 0.138],
+        [0.243, 0.017, 0.017],
+        [0.237, 0.017, 0.018],
+        [0.235, 0.017, 0.016]
+    ]
+}
diff --git a/datafusion-vortex-partitioned/results/20260505/c8g.4xlarge.json b/datafusion-vortex-partitioned/results/20260505/c8g.4xlarge.json
new file mode 100644
index 0000000000..2838bd3576
--- /dev/null
+++ b/datafusion-vortex-partitioned/results/20260505/c8g.4xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, partitioned)",
+    "date": "2026-05-05",
+    "machine": "c8g.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 107.21,
+    "data_size": 15329147920,
+    "result": [
+        [0.047, 0.001, 0.001],
+        [0.092, 0.015, 0.015],
+        [0.139, 0.038, 0.036],
+        [0.614, 0.032, 0.032],
+        [1.347, 0.233, 0.233],
+        [1.323, 0.236, 0.237],
+        [0.045, 0.001, 0.001],
+        [0.100, 0.018, 0.017],
+        [1.034, 0.311, 0.315],
+        [1.591, 0.577, 0.555],
+        [0.664, 0.060, 0.061],
+        [1.381, 0.074, 0.075],
+        [1.700, 0.214, 0.223],
+        [2.986, 0.342, 0.355],
+        [1.295, 0.222, 0.219],
+        [0.939, 0.257, 0.252],
+        [2.847, 0.512, 0.510],
+        [2.693, 0.508, 0.506],
+        [3.899, 0.980, 0.966],
+        [0.279, 0.020, 0.022],
+        [15.898, 0.469, 0.469],
+        [17.882, 0.303, 0.302],
+        [23.013, 0.611, 0.373],
+        [19.679, 0.519, 0.519],
+        [0.285, 0.037, 0.036],
+        [1.842, 0.055, 0.057],
+        [1.036, 0.033, 0.041],
+        [16.514, 0.451, 0.451],
+        [13.751, 6.440, 6.440],
+        [0.434, 0.345, 0.344],
+        [2.739, 0.191, 0.192],
+        [6.081, 0.198, 0.190],
+        [4.114, 0.772, 0.776],
+        [15.880, 1.048, 1.045],
+        [15.887, 1.044, 1.054],
+        [0.561, 0.449, 0.446],
+        [0.166, 0.054, 0.053],
+        [0.139, 0.031, 0.031],
+        [0.145, 0.016, 0.014],
+        [0.263, 0.106, 0.105],
+        [0.147, 0.014, 0.013],
+        [0.138, 0.012, 0.012],
+        [0.128, 0.014, 0.014]
+    ]
+}
diff --git a/datafusion-vortex/README.md b/datafusion-vortex/README.md
new file mode 100644
index 0000000000..ed45008536
--- /dev/null
+++ b/datafusion-vortex/README.md
@@ -0,0 +1,43 @@
+# DataFusion + Vortex
+
+Single-file Vortex dataset, converted from the ClickBench Parquet file and queried with [`vortex-datafusion-cli`].
+
+[`vortex-datafusion-cli`]: https://github.com/vortex-data/vortex-datafusion-cli
+
+## Cookbook: Generate benchmark results
+
+Follow the same EC2 setup used by [datafusion](../datafusion/README.md), then run:
+
+```bash
+cd ClickBench/datafusion-vortex
+bash benchmark.sh
+```
+
+The shared benchmark harness builds `vortex-datafusion-cli`, downloads `hits.parquet`, converts it to `vortex/hits.vortex`, and runs the query set.
+
+The `install` script checks out `vortex-datafusion-cli` tag `0.70.0-53.1.0`. CLI tags use `<vortex-version>-<df-version>`, where the first component is the `vortex-datafusion` crate version and the second is the DataFusion/DataFusion CLI version.
+
+You can update/preview the results by running:
+
+```bash
+./make-json.sh <machine-name> # Example. ./make-json.sh c6a.xlarge
+```
+
+## Parquet To Vortex Conversion
+
+The conversion intentionally goes through the DataFusion CLI path:
+
+```sql
+CREATE EXTERNAL TABLE hits_parquet
+STORED AS PARQUET
+LOCATION 'hits.parquet'
+OPTIONS ('binary_as_string' 'true');
+
+COPY (
+    SELECT * EXCEPT ("EventDate"),
+           CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
+    FROM hits_parquet
+) TO 'vortex/hits.vortex' STORED AS VORTEX;
+```
+
+`binary_as_string=true` handles the ClickBench Parquet byte/string mismatch before Vortex is written. The resulting Vortex file stores those columns as strings, so Vortex reads do not need the Parquet-only option.
diff --git a/datafusion-vortex/benchmark.sh b/datafusion-vortex/benchmark.sh
index dce465f2fc..617422ddc2 100755
--- a/datafusion-vortex/benchmark.sh
+++ b/datafusion-vortex/benchmark.sh
@@ -1,7 +1,6 @@
 #!/bin/bash
 # Thin shim — actual flow is in lib/benchmark-common.sh.
-# clickbench (the vortex driver) handles its own dataset download/conversion.
-export BENCH_DOWNLOAD_SCRIPT=""
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
 export BENCH_DURABLE=yes
 export BENCH_RESTARTABLE=no
 exec ../lib/benchmark-common.sh
diff --git a/datafusion-vortex/check b/datafusion-vortex/check
index bc7a2938f9..98d385b378 100755
--- a/datafusion-vortex/check
+++ b/datafusion-vortex/check
@@ -1,8 +1,5 @@
 #!/bin/bash
 set -e
 
-# Stateless system — confirm datafusion-cli (the playground's query
-# driver) is built. The vortex bench binary (used by benchmark.sh,
-# not by ./query) was renamed from `clickbench` to `query_bench`
-# upstream, so the old check would always fail post-install.
-command -v datafusion-cli >/dev/null
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+"$DF" -q -c "SELECT 1" >/dev/null
diff --git a/datafusion-vortex/create.sql b/datafusion-vortex/create.sql
index 8efc6dea74..a5cfc6c05d 100644
--- a/datafusion-vortex/create.sql
+++ b/datafusion-vortex/create.sql
@@ -1,10 +1,3 @@
-CREATE EXTERNAL TABLE hits_raw
-STORED AS PARQUET
-LOCATION 'hits.parquet'
-OPTIONS ('binary_as_string' 'true');
-
-
-CREATE VIEW hits AS
-SELECT * EXCEPT ("EventDate"),
-       CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
-FROM hits_raw;
+CREATE EXTERNAL TABLE hits
+STORED AS VORTEX
+LOCATION 'vortex/hits.vortex';
diff --git a/datafusion-vortex/data-size b/datafusion-vortex/data-size
index ec6675b0ed..a8311fb4bf 100755
--- a/datafusion-vortex/data-size
+++ b/datafusion-vortex/data-size
@@ -1,5 +1,4 @@
 #!/bin/bash
 set -e
 
-# Sum the byte counts of all generated .vortex files.
-find . -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
+find vortex -name '*.vortex' -printf '%s\n' | awk '{s+=$1} END {print s+0}'
diff --git a/datafusion-vortex/install b/datafusion-vortex/install
index 057159ae6d..5d88f819f4 100755
--- a/datafusion-vortex/install
+++ b/datafusion-vortex/install
@@ -1,56 +1,36 @@
 #!/bin/bash
 set -e
 
-# 0.34.0 referenced two private spiraldb-owned submodules
-# (spiraldb/duckdb and spiraldb/duckdb-rs) under duckdb-vortex/, which
-# now 404 on GitHub. From 0.41.0 onward the duckdb dep moved to the
-# upstream duckdb/duckdb repo, and 0.42.0+ ship without a .gitmodules
-# file at all (vendored / Cargo registry deps). 0.44.0 matches what
-# datafusion-vortex-partitioned uses.
-VORTEX_VERSION=0.44.0
+if [ ! -x vortex-datafusion-cli/target/release/vortex-datafusion-cli ]; then
+    # <vortex-version>-<datafusion-version>
+    CLI_TAG=0.70.0-53.1.0
 
-if ! command -v cargo >/dev/null 2>&1; then
-    curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
-    bash rust-init.sh -y
-fi
-export HOME=${HOME:=~}
-# shellcheck disable=SC1091
-source ~/.cargo/env
+    if ! command -v cargo >/dev/null 2>&1; then
+        curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs > rust-init.sh
+        bash rust-init.sh -y
+    fi
+    export HOME=${HOME:=~}
+    # shellcheck disable=SC1091
+    source "$HOME/.cargo/env"
 
-sudo apt-get update -y
-# vortex-duckdb's build.rs runs bindgen, which needs libclang plus the
-# clang freestanding headers (stdbool.h etc.); without libclang-dev the
-# build fails with `'stdbool.h' file not found`.
-sudo apt-get install -y gcc jq build-essential git clang libclang-dev
+    if [ "$(free -g | awk '/^Mem:/{print $2}')" -lt 12 ]; then
+        if [ "$(swapon --noheadings --show | wc -l)" -eq 0 ]; then
+            sudo fallocate -l 8G /swapfile
+            sudo chmod 600 /swapfile
+            sudo mkswap /swapfile
+            sudo swapon /swapfile
+        fi
+    fi
 
-if [ ! -d vortex ]; then
-    git clone https://github.com/spiraldb/vortex.git
-fi
-(
-    cd vortex
-    git fetch --tags
-    git checkout "$VORTEX_VERSION"
-    # `git submodule update --init` fails with
-    # "fatal: destination path 'duckdb-vortex/duckdb' exists and is not an
-    # empty directory" once the submodule has been cloned but isn't fully
-    # registered (a partial state previous runs leave behind). `sync`
-    # refreshes the configured URLs and `--force` re-checkouts cleanly,
-    # which is what we want for an idempotent setup.
-    git submodule sync --recursive
-    git submodule update --init --recursive --force
-    # Upstream renamed the `clickbench` bin to `query_bench` — match
-    # the partitioned variant's install.
-    cargo build --release --bin query_bench --package bench-vortex
-)
+    sudo apt-get update -y
+    sudo apt-get install -y build-essential clang cmake git libclang-dev pkg-config
 
-# Build datafusion-cli so ./query can return actual rows instead of
-# the bench driver's JSON timing blob. The benchmark binary above
-# emits gh-json stats only; for an interactive playground we want a
-# proper SQL client. datafusion-cli reads parquet directly — close
-# enough to "datafusion (parquet)" semantics for the playground.
-if ! command -v datafusion-cli >/dev/null 2>&1; then
-    cargo install --locked --version 49.0.2 datafusion-cli
-    # Cargo installs into $HOME/.cargo/bin; the playground agent
-    # runs scripts with a stripped PATH, so symlink into /usr/local/bin.
-    sudo ln -sf "$HOME/.cargo/bin/datafusion-cli" /usr/local/bin/datafusion-cli
+    if [ ! -d vortex-datafusion-cli ]; then
+        git clone https://github.com/vortex-data/vortex-datafusion-cli.git
+    fi
+    cd vortex-datafusion-cli
+    git fetch --tags
+    git checkout "$CLI_TAG"
+    CARGO_PROFILE_RELEASE_LTO=true RUSTFLAGS="-C codegen-units=1" \
+        cargo build --release --bin vortex-datafusion-cli
 fi
diff --git a/datafusion-vortex/load b/datafusion-vortex/load
index 4fed22b64e..de2a689823 100755
--- a/datafusion-vortex/load
+++ b/datafusion-vortex/load
@@ -1,12 +1,15 @@
 #!/bin/bash
 set -e
 
-# The ./query path uses datafusion-cli reading hits.parquet directly,
-# so make sure that file is in CWD. (The shared bench_download already
-# stages it; we don't need vortex's clickbench warmup for playground
-# query output.)
-if [ ! -e hits.parquet ]; then
-    ../lib/download-hits-parquet-single .
-fi
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
 
+rm -rf vortex
+mkdir -p vortex
+
+"$DF" -q \
+    -c "SET datafusion.execution.target_partitions = 1;" \
+    -c "CREATE EXTERNAL TABLE hits_parquet STORED AS PARQUET LOCATION 'hits.parquet' OPTIONS ('binary_as_string' 'true');" \
+    -c "COPY (SELECT * EXCEPT (\"EventDate\"), CAST(CAST(\"EventDate\" AS INTEGER) AS DATE) AS \"EventDate\" FROM hits_parquet) TO 'vortex/hits.vortex' STORED AS VORTEX;"
+
+test -f vortex/hits.vortex
 sync
diff --git a/datafusion-vortex/make-json.sh b/datafusion-vortex/make-json.sh
new file mode 100755
index 0000000000..d19a3ddfab
--- /dev/null
+++ b/datafusion-vortex/make-json.sh
@@ -0,0 +1,41 @@
+#!/bin/bash
+
+# This script converts the raw `result.csv` data from `benchmark.sh` into the
+# final json format used by the benchmark dashboard.
+#
+# usage : ./make-json.sh <machine>
+#
+# example ./make-json.sh c6a.4xlarge # saves results/<YYYYMMDD>/c6a.4xlarge.json
+#
+
+MACHINE=$1
+DATE=$(date -u +%Y-%m-%d)
+YYYYMMDD=${DATE//-/}
+mkdir -p "results/${YYYYMMDD}"
+OUTPUT_FILE="results/${YYYYMMDD}/${MACHINE}.json"
+SYSTEM_NAME="DataFusion (Vortex, single)"
+LOAD_TIME=${LOAD_TIME:-null}
+DATA_SIZE=${DATA_SIZE:-$(./data-size 2>/dev/null || echo null)}
+DATA_SIZE=${DATA_SIZE:-null}
+
+# Read the CSV and build the result array using sed
+RESULT_ARRAY=$(awk -F, '{arr[$1]=arr[$1]","$3} END {for (i=1;i<=length(arr);i++) {gsub(/^,/, "", arr[i]); printf "        ["arr[i]"]"; if (i<length(arr)) printf ",\n"}}' result.csv)
+
+# form the final JSON structure from the template
+cat <<EOF > $OUTPUT_FILE
+{
+    "system": "$SYSTEM_NAME",
+    "date": "$DATE",
+    "machine": "$MACHINE",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": $LOAD_TIME,
+    "data_size": $DATA_SIZE,
+    "result": [
+        $RESULT_ARRAY
+    ]
+}
+EOF
diff --git a/datafusion-vortex/queries.sql b/datafusion-vortex/queries.sql
index 0c30150ef6..9a183cd6e2 100644
--- a/datafusion-vortex/queries.sql
+++ b/datafusion-vortex/queries.sql
@@ -16,7 +16,7 @@ SELECT "SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPh
 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", 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;
@@ -40,4 +40,4 @@ SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventD
 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', M) LIMIT 10 OFFSET 1000;
+SELECT DATE_TRUNC('minute', to_timestamp_seconds("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', to_timestamp_seconds("EventTime")) ORDER BY DATE_TRUNC('minute', M) LIMIT 10 OFFSET 1000;
diff --git a/datafusion-vortex/query b/datafusion-vortex/query
index cbd082fae5..2e4df9d6a9 100755
--- a/datafusion-vortex/query
+++ b/datafusion-vortex/query
@@ -1,19 +1,16 @@
 #!/bin/bash
-# Reads a SQL query from stdin, runs it via datafusion-cli against the
-# parquet file. The vortex bench binary (built in ./install for the
-# benchmark.sh path) only emits gh-json timing blobs and has no
-# result-printing mode, so for the interactive playground we use
-# datafusion-cli directly — matching datafusion (Parquet).
-# Stdout: query result.
-# Stderr: query runtime in fractional seconds on the last line.
+# Reads a SQL query from stdin and runs it via vortex-datafusion-cli.
+# Stdout: query result. Stderr: query runtime in fractional seconds.
 set -e
 
+DF=vortex-datafusion-cli/target/release/vortex-datafusion-cli
+
 query=$(cat)
-tmp=$(mktemp /tmp/datafusion.XXXXXX.sql)
+tmp=$(mktemp /tmp/datafusion-vortex.XXXXXX.sql)
 trap 'rm -f "$tmp"' EXIT
 printf '%s\n' "$query" > "$tmp"
 
-out=$(datafusion-cli -f create.sql "$tmp" 2>&1) && status=0 || status=$?
+out=$("$DF" -f create.sql -f "$tmp" 2>&1) && status=0 || status=$?
 
 if [ "$status" -ne 0 ]; then
     printf '%s\n' "$out" >&2
@@ -21,5 +18,4 @@ if [ "$status" -ne 0 ]; then
 fi
 
 printf '%s\n' "$out" | grep -v 'Elapsed' || true
-
 printf '%s\n' "$out" | awk '/Elapsed/ { e = $2 } END { print e }' >&2
diff --git a/datafusion-vortex/results/20260505/c6a.2xlarge.json b/datafusion-vortex/results/20260505/c6a.2xlarge.json
new file mode 100644
index 0000000000..1b2f6ae659
--- /dev/null
+++ b/datafusion-vortex/results/20260505/c6a.2xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, single)",
+    "date": "2026-05-05",
+    "machine": "c6a.2xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 146.68,
+    "data_size": 15269997296,
+    "result": [
+        [0.099,0.001,0.001],
+        [0.298,0.114,0.116],
+        [0.331,0.161,0.160],
+        [0.589,0.187,0.190],
+        [1.180,0.942,0.942],
+        [1.442,0.953,0.911],
+        [0.075,0.001,0.001],
+        [0.275,0.125,0.119],
+        [1.401,1.153,1.151],
+        [1.698,1.331,1.357],
+        [0.707,0.257,0.248],
+        [0.774,0.272,0.285],
+        [1.316,0.786,0.809],
+        [3.030,1.094,1.300],
+        [1.613,0.761,0.777],
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+        [3.449,1.902,1.863],
+        [3.430,1.894,1.892],
+        [5.018,3.543,3.527],
+        [0.382,0.168,0.170],
+        [15.322,1.071,1.049],
+        [18.207,1.296,1.316],
+        [21.967,7.898,6.495],
+        [0.111,0.118,0.117],
+        [3.054,0.329,0.334],
+        [1.231,0.297,0.274],
+        [2.308,0.318,0.319],
+        [16.213,1.628,1.613],
+        [17.861,17.254,17.424],
+        [0.997,0.832,0.772],
+        [2.710,0.720,0.738],
+        [5.799,0.783,0.792],
+        [4.209,3.275,3.257],
+        [16.457,3.560,3.559],
+        [16.425,3.573,3.531],
+        [1.514,1.348,1.355],
+        [0.352,0.183,0.186],
+        [0.291,0.136,0.130],
+        [0.299,0.139,0.138],
+        [0.444,0.267,0.271],
+        [0.284,0.115,0.116],
+        [0.331,0.116,0.116],
+        [0.331,0.115,0.111]
+    ]
+}
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260505/c6a.4xlarge.json b/datafusion-vortex/results/20260505/c6a.4xlarge.json
new file mode 100644
index 0000000000..6aa75ba3d7
--- /dev/null
+++ b/datafusion-vortex/results/20260505/c6a.4xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, single)",
+    "date": "2026-05-05",
+    "machine": "c6a.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": null,
+    "data_size": 15269997296,
+    "result": [
+        [0.100, 0.001, 0.001],
+        [0.318, 0.142, 0.142],
+        [0.305, 0.173, 0.170],
+        [0.622, 0.223, 0.222],
+        [0.966, 0.743, 0.740],
+        [1.415, 0.805, 0.806],
+        [0.078, 0.001, 0.001],
+        [0.300, 0.146, 0.147],
+        [1.390, 0.907, 0.903],
+        [1.811, 0.964, 1.022],
+        [0.740, 0.244, 0.240],
+        [0.860, 0.251, 0.254],
+        [1.506, 0.763, 0.755],
+        [3.031, 1.076, 1.073],
+        [1.519, 0.785, 0.791],
+        [1.056, 0.839, 0.841],
+        [3.343, 1.647, 1.646],
+        [3.329, 1.633, 1.635],
+        [4.732, 2.774, 2.966],
+        [0.380, 0.193, 0.195],
+        [15.839, 0.827, 0.833],
+        [18.245, 1.367, 1.365],
+        [22.015, 1.433, 1.427],
+        [57.863, 55.932, 56.962],
+        [2.468, 0.360, 0.355],
+        [1.275, 0.316, 0.312],
+        [2.342, 0.353, 0.360],
+        [16.237, 1.416, 1.438],
+        [14.892, 8.576, 9.159],
+        [0.579, 0.445, 0.479],
+        [2.761, 0.621, 0.630],
+        [5.838, 0.722, 0.714],
+        [5.407, 2.822, 2.790],
+        [16.400, 3.074, 3.087],
+        [16.436, 3.055, 3.110],
+        [1.150, 0.974, 0.969],
+        [0.383, 0.198, 0.199],
+        [0.332, 0.159, 0.151],
+        [0.336, 0.166, 0.161],
+        [0.482, 0.300, 0.303],
+        [0.323, 0.151, 0.148],
+        [0.313, 0.140, 0.145],
+        [0.301, 0.142, 0.138]
+    ]
+}
diff --git a/datafusion-vortex/results/20260505/c6a.xlarge.json b/datafusion-vortex/results/20260505/c6a.xlarge.json
new file mode 100644
index 0000000000..96212fe5c3
--- /dev/null
+++ b/datafusion-vortex/results/20260505/c6a.xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, single)",
+    "date": "2026-05-05",
+    "machine": "c6a.xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "tuned": "no",
+    "hardware": "cpu",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 214.48,
+    "data_size": 15269997296,
+    "result": [
+        [0.095,0.001,0.001],
+        [0.294,0.118,0.118],
+        [0.368,0.207,0.204],
+        [0.606,0.202,0.207],
+        [1.783,1.602,1.609],
+        [1.597,1.440,1.435],
+        [0.076,0.001,0.001],
+        [0.266,0.127,0.127],
+        [2.126,1.966,1.952],
+        [2.343,2.128,2.112],
+        [0.715,0.351,0.343],
+        [0.767,0.405,0.403],
+        [1.625,1.201,1.196],
+        [3.496,1.662,1.918],
+        [1.746,1.138,1.141],
+        [1.917,1.756,1.766],
+        [3.860,3.092,3.051],
+        [3.811,3.068,3.039],
+        [14.188,14.738,15.730],
+        [0.407,0.167,0.185],
+        [15.198,2.291,2.160],
+        [30.110,36.377,35.010],
+        [42.205,40.162,38.771],
+        [0.144,0.144,0.143],
+        [2.343,0.441,0.430],
+        [1.271,0.416,0.378],
+        [2.310,0.463,0.474],
+        [28.792,28.452,28.469],
+        [39.856,38.212,39.387],
+        [1.448,1.290,1.289],
+        [2.854,1.035,1.040],
+        [5.820,1.052,1.035],
+        [21.409,24.075,8.592],
+        [30.597,33.675,38.120],
+        [26.918,21.302,19.043],
+        [2.485,2.311,2.292],
+        [0.410,0.194,0.182],
+        [0.346,0.126,0.123],
+        [0.352,0.142,0.141],
+        [0.543,0.303,0.280],
+        [0.331,0.110,0.110],
+        [0.310,0.108,0.114],
+        [0.316,0.101,0.107]
+    ]
+}
\ No newline at end of file
diff --git a/datafusion-vortex/results/20260505/c8g.4xlarge.json b/datafusion-vortex/results/20260505/c8g.4xlarge.json
new file mode 100644
index 0000000000..ac55cb45ff
--- /dev/null
+++ b/datafusion-vortex/results/20260505/c8g.4xlarge.json
@@ -0,0 +1,57 @@
+{
+    "system": "DataFusion (Vortex, single)",
+    "date": "2026-05-05",
+    "machine": "c8g.4xlarge",
+    "cluster_size": 1,
+    "proprietary": "no",
+    "hardware": "cpu",
+    "tuned": "no",
+    "tags": ["Rust","column-oriented","embedded","stateless"],
+    "load_time": 70.42,
+    "data_size": 15269901360,
+    "result": [
+        [0.058, 0.001, 0.001],
+        [0.221, 0.121, 0.123],
+        [0.224, 0.125, 0.133],
+        [0.567, 0.128, 0.131],
+        [1.030, 0.314, 0.311],
+        [1.231, 0.402, 0.407],
+        [0.052, 0.001, 0.001],
+        [0.224, 0.127, 0.122],
+        [1.063, 0.396, 0.404],
+        [1.639, 0.566, 0.609],
+        [0.655, 0.151, 0.167],
+        [0.992, 0.161, 0.160],
+        [1.503, 0.348, 0.354],
+        [2.757, 0.413, 0.412],
+        [1.434, 0.355, 0.379],
+        [0.686, 0.339, 0.341],
+        [2.707, 0.636, 0.597],
+        [2.697, 0.620, 0.626],
+        [3.912, 0.998, 1.044],
+        [0.339, 0.140, 0.149],
+        [15.985, 0.618, 0.614],
+        [18.192, 0.523, 0.528],
+        [21.971, 0.617, 0.619],
+        [57.869, 57.269, 56.779],
+        [2.600, 0.193, 0.198],
+        [1.413, 0.176, 0.173],
+        [2.498, 0.196, 0.200],
+        [16.312, 0.682, 0.701],
+        [15.384, 6.855, 7.000],
+        [0.484, 0.403, 0.383],
+        [2.618, 0.305, 0.300],
+        [5.743, 0.305, 0.311],
+        [3.820, 0.837, 0.832],
+        [16.154, 1.232, 1.247],
+        [16.173, 1.246, 1.170],
+        [0.666, 0.468, 0.468],
+        [0.282, 0.158, 0.154],
+        [0.255, 0.135, 0.140],
+        [0.261, 0.151, 0.147],
+        [0.405, 0.274, 0.281],
+        [0.240, 0.123, 0.128],
+        [0.237, 0.125, 0.122],
+        [0.231, 0.127, 0.125]
+    ]
+}