diff --git a/slatedb/.gitignore b/slatedb/.gitignore
new file mode 100644
index 0000000000..eb3a846aeb
--- /dev/null
+++ b/slatedb/.gitignore
@@ -0,0 +1,3 @@
+hits-slatedb/target/
+db/
+rust-init.sh
diff --git a/slatedb/README.md b/slatedb/README.md
new file mode 100644
index 0000000000..25028c9790
--- /dev/null
+++ b/slatedb/README.md
@@ -0,0 +1,72 @@
+# SlateDB
+
+[SlateDB](https://slatedb.io/) is an embedded LSM-tree key-value store, written
+in Rust, that keeps all of its state (SSTs, WAL, manifests) in an object store.
+In this benchmark the object store is the local filesystem
+(`object_store::LocalFileSystem`), which is SlateDB's standard single-node setup
+and keeps the entry comparable to the other locally-run systems.
+
+SlateDB has no query language — its API is `put`/`get`/`scan` over byte keys —
+so this entry follows the usual approach for key-value stores: the storage
+layout and query execution are implemented by the client, in
+[`hits-slatedb`](hits-slatedb/):
+
+- **Storage**: one key-value pair per row. Key = 8-byte big-endian row index;
+  value = the row in a compact positional encoding (little-endian fixed-width
+  integers, varint-length-prefixed strings). The schema and row count are kept
+  under two metadata keys.
+- **Queries**: the 43 SQL queries run unmodified through [Apache
+  DataFusion](https://datafusion.apache.org/) embedded in the same binary, with
+  a custom `TableProvider` whose partitions are parallel SlateDB range scans
+  (one contiguous key range per CPU). Projection pushdown skips the decode of
+  unused columns, but every query still pays for scanning the full rows out of
+  SlateDB — there is no columnar shortcut past the KV store.
+
+So the numbers here measure SlateDB's scan path (SST decode, block fetch from
+the object store, merge across sorted runs) plus row decode, with DataFusion
+providing SQL on top. The comparison against `datafusion` (same SQL engine
+reading Parquet directly) isolates what the KV storage layer costs.
+
+Non-default settings, per the fine-tuning rules:
+
+- `compression_codec = zstd` and 64 KiB SST blocks: without compression the
+  row-oriented database is ~90 GB; SST block compression is the standard
+  production option for scan-heavy data.
+- `wal_enabled = false` during the bulk load (with an explicit flush at the
+  end): the WAL would double the load I/O for no durability benefit since the
+  load ends with a flush + clean close. Queries open the database with a
+  read-only `DbReader`.
+- The harness binary uses jemalloc: with glibc malloc, the allocation churn of
+  the load path fragments the heap and RSS grows several GB beyond live data,
+  OOMing the smaller machines.
+- The load waits for the embedded compactor to drain its queue, deletes the
+  checkpoints left behind by compaction workers, and runs one GC pass before
+  exiting. Without this the database reports ~4x its live size: closing
+  mid-compaction pins the GC's low watermark, leftover checkpoints pin old
+  manifests and every SST they reference, and the GC never deletes objects
+  younger than 5 minutes.
+
+SlateDB is pinned to v0.15.0 plus 17 commits (rev `d0c3d63`) because v0.15.0's
+embedded compactor intermittently panics during large bulk loads
+("compaction source view not found in L0") and takes the database down;
+the fix ([slatedb#2002]) is merged upstream but not yet in a crates.io release.
+
+[slatedb#2002]: https://github.com/slatedb/slatedb/pull/2002
+
+The concurrent-QPS test is skipped: each query forks a fresh full-machine
+process with no shared server (see issue #946).
+
+## Manual run
+
+```
+wget --continue https://datasets.clickhouse.com/hits_compatible/hits.parquet
+./install
+./load
+echo 'SELECT COUNT(*) FROM hits;' | ./query
+```
+
+Or the full benchmark on a fresh VM: `bash benchmark.sh`.
+
+For validating results, the binary also has a `queryp` mode that runs the same
+SQL directly against the Parquet file with the same DataFusion version:
+`echo '<query>' | hits-slatedb/target/release/hits-slatedb queryp hits.parquet create.sql`.
diff --git a/slatedb/benchmark.sh b/slatedb/benchmark.sh
new file mode 100755
index 0000000000..27ed18dae5
--- /dev/null
+++ b/slatedb/benchmark.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+export BENCH_DOWNLOAD_SCRIPT="download-hits-parquet-single"
+# Embedded engine: no daemon to restart, one process per query.
+export BENCH_RESTARTABLE=no
+# Single-process engine: each query forks a fresh full-machine process, so
+# the concurrent-QPS test would only oversubscribe RAM (see issue #946).
+export BENCH_CONCURRENT_DURATION="${BENCH_CONCURRENT_DURATION:-0}"
+exec ../lib/benchmark-common.sh
diff --git a/slatedb/check b/slatedb/check
new file mode 100755
index 0000000000..12f22aab97
--- /dev/null
+++ b/slatedb/check
@@ -0,0 +1,5 @@
+#!/bin/bash
+# Embedded engine: nothing to probe beyond the binary being built.
+set -e
+
+test -x hits-slatedb/target/release/hits-slatedb
diff --git a/slatedb/create.sql b/slatedb/create.sql
new file mode 100644
index 0000000000..a4629f217f
--- /dev/null
+++ b/slatedb/create.sql
@@ -0,0 +1,4 @@
+CREATE VIEW hits AS
+SELECT * EXCEPT ("EventDate"),
+       CAST(CAST("EventDate" AS INTEGER) AS DATE) AS "EventDate"
+FROM hits_raw;
diff --git a/slatedb/data-size b/slatedb/data-size
new file mode 100755
index 0000000000..c98f7a672c
--- /dev/null
+++ b/slatedb/data-size
@@ -0,0 +1,5 @@
+#!/bin/bash
+set -e
+
+# Size of the SlateDB database: SSTs, manifests, and checkpoint state.
+du -sb db | awk '{print $1}'
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new file mode 100644
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diff --git a/slatedb/hits-slatedb/Cargo.toml b/slatedb/hits-slatedb/Cargo.toml
new file mode 100644
index 0000000000..beaaa60c77
--- /dev/null
+++ b/slatedb/hits-slatedb/Cargo.toml
@@ -0,0 +1,30 @@
+[package]
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+
+[dependencies]
+# SlateDB is the system under test: an embedded LSM-tree key-value store on
+# top of an object store (the local filesystem here). `zstd` enables SST
+# block compression, `wal_disable` allows turning the WAL off for the bulk
+# load, `foyer` provides the default in-memory block cache.
+# Pinned to v0.15.0 + the fix for a compactor panic that kills long bulk
+# loads ("compaction source view not found in L0", fixed upstream in
+# slatedb/slatedb#2002); switch back to a crates.io release once one
+# containing that fix is published.
+slatedb = { git = "https://github.com/slatedb/slatedb.git", rev = "d0c3d635b6d5d69053f52fe15bdd3ee4487e28ed", default-features = false, features = ["zstd", "wal_disable", "foyer"] }
+# DataFusion provides the SQL frontend; all table data is scanned out of
+# SlateDB through a custom TableProvider.
+datafusion = "55"
+tokio = { version = "1", features = ["rt-multi-thread", "macros", "time"] }
+futures = "0.3"
+async-trait = "0.1"
+anyhow = "1"
+# glibc malloc fragments badly under the allocation churn of the load path
+# (row buffers + SST builds across many threads), growing RSS without bound;
+# jemalloc keeps it flat.
+tikv-jemallocator = "0.6"
+
+[profile.release]
+lto = "thin"
+codegen-units = 1
diff --git a/slatedb/hits-slatedb/src/main.rs b/slatedb/hits-slatedb/src/main.rs
new file mode 100644
index 0000000000..0a01f6a1ff
--- /dev/null
+++ b/slatedb/hits-slatedb/src/main.rs
@@ -0,0 +1,926 @@
+// ClickBench harness for SlateDB (https://slatedb.io).
+//
+// SlateDB is an embedded LSM-tree key-value store that keeps all of its
+// state in an object store; here the object store is the local filesystem.
+// It has no query language, so this harness stores each row of the hits
+// dataset as one key-value pair (key = 8-byte big-endian row index, value =
+// a compact positional row encoding) and runs the ClickBench SQL through
+// Apache DataFusion with a custom TableProvider whose partitions are
+// parallel SlateDB range scans.
+//
+// Usage:
+//   hits-slatedb load  <hits.parquet> <db-dir>
+//   hits-slatedb query <db-dir> [create.sql]   # SQL statement on stdin
+
+use std::io::Read;
+use std::sync::atomic::{AtomicU64, Ordering};
+use std::sync::Arc;
+use std::time::Instant;
+
+use anyhow::{anyhow, bail, Context, Result};
+use async_trait::async_trait;
+use futures::stream::{self, StreamExt, TryStreamExt};
+
+use datafusion::arrow::array::{
+    ArrayRef, AsArray, Int16Array, Int32Array, Int64Array, RecordBatch, RecordBatchOptions,
+    StringBuilder, UInt16Array, UInt32Array, UInt64Array,
+};
+use datafusion::arrow::datatypes::{
+    DataType, Field, Int16Type, Int32Type, Int64Type, Schema, SchemaRef, UInt16Type, UInt32Type,
+    UInt64Type,
+};
+use datafusion::arrow::util::pretty::pretty_format_batches;
+use datafusion::catalog::Session;
+use datafusion::common::stats::{Precision, Statistics};
+use datafusion::common::tree_node::TreeNodeRecursion;
+use datafusion::datasource::{TableProvider, TableType};
+use datafusion::error::{DataFusionError, Result as DFResult};
+use datafusion::execution::TaskContext;
+use datafusion::logical_expr::Expr;
+use datafusion::physical_expr::{EquivalenceProperties, PhysicalExpr};
+use datafusion::physical_plan::execution_plan::{Boundedness, EmissionType};
+use datafusion::physical_plan::stream::RecordBatchStreamAdapter;
+use datafusion::physical_plan::{
+    DisplayAs, DisplayFormatType, ExecutionPlan, Partitioning, PlanProperties,
+    SendableRecordBatchStream,
+};
+use datafusion::prelude::{ParquetReadOptions, SessionContext};
+
+use slatedb::admin::Admin;
+use slatedb::bytes::Bytes;
+use slatedb::config::{
+    CompressionCodec, GarbageCollectorDirectoryOptions, GarbageCollectorOptions, ScanOptions,
+    Settings,
+};
+use slatedb::object_store::local::LocalFileSystem;
+use slatedb::object_store::ObjectStore;
+use slatedb::{Db, DbReader, SstBlockSize, WriteBatch};
+
+#[global_allocator]
+static ALLOC: tikv_jemallocator::Jemalloc = tikv_jemallocator::Jemalloc;
+
+// Row keys are 8-byte big-endian indexes, so they sort in row order and any
+// key starting with 0xff sorts after all of them (the dataset has far fewer
+// than 2^56 rows).
+const META_SCHEMA: &[u8] = b"\xffschema";
+const META_COUNT: &[u8] = b"\xffcount";
+const BATCH_ROWS: usize = 8192;
+const DB_PATH: &str = "hits";
+
+fn row_key(i: u64) -> [u8; 8] {
+    i.to_be_bytes()
+}
+
+fn object_store(db_dir: &str) -> Result<Arc<dyn ObjectStore>> {
+    Ok(Arc::new(LocalFileSystem::new_with_prefix(db_dir)?))
+}
+
+fn db_settings() -> Settings {
+    Settings {
+        // The load is a bulk import with an explicit flush at the end;
+        // writing a WAL on top of the SSTs would only double the I/O.
+        wal_enabled: false,
+        compression_codec: Some(CompressionCodec::Zstd),
+        ..Default::default()
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Row encoding: fixed-width integers little-endian, strings varint-length
+// prefixed, all columns concatenated in schema order. The dataset has no
+// NULLs (all parquet fields are REQUIRED), which the loader verifies.
+// ---------------------------------------------------------------------------
+
+#[derive(Clone, Copy, PartialEq, Eq, Debug)]
+enum ColType {
+    I16,
+    I32,
+    I64,
+    U16,
+    U32,
+    U64,
+    Str,
+}
+
+impl ColType {
+    fn tag(self) -> &'static str {
+        match self {
+            ColType::I16 => "i16",
+            ColType::I32 => "i32",
+            ColType::I64 => "i64",
+            ColType::U16 => "u16",
+            ColType::U32 => "u32",
+            ColType::U64 => "u64",
+            ColType::Str => "str",
+        }
+    }
+
+    fn from_tag(s: &str) -> Result<Self> {
+        Ok(match s {
+            "i16" => ColType::I16,
+            "i32" => ColType::I32,
+            "i64" => ColType::I64,
+            "u16" => ColType::U16,
+            "u32" => ColType::U32,
+            "u64" => ColType::U64,
+            "str" => ColType::Str,
+            other => bail!("unknown column tag {other:?}"),
+        })
+    }
+
+    fn from_arrow(dt: &DataType) -> Result<Self> {
+        Ok(match dt {
+            DataType::Int16 => ColType::I16,
+            DataType::Int32 => ColType::I32,
+            DataType::Int64 => ColType::I64,
+            DataType::UInt16 => ColType::U16,
+            DataType::UInt32 => ColType::U32,
+            DataType::UInt64 => ColType::U64,
+            DataType::Utf8
+            | DataType::LargeUtf8
+            | DataType::Utf8View
+            | DataType::Binary
+            | DataType::LargeBinary
+            | DataType::BinaryView => ColType::Str,
+            other => bail!("unsupported column type {other:?}"),
+        })
+    }
+
+    fn arrow_type(self) -> DataType {
+        match self {
+            ColType::I16 => DataType::Int16,
+            ColType::I32 => DataType::Int32,
+            ColType::I64 => DataType::Int64,
+            ColType::U16 => DataType::UInt16,
+            ColType::U32 => DataType::UInt32,
+            ColType::U64 => DataType::UInt64,
+            ColType::Str => DataType::Utf8,
+        }
+    }
+}
+
+fn write_varint(buf: &mut Vec<u8>, mut v: u64) {
+    loop {
+        let b = (v & 0x7f) as u8;
+        v >>= 7;
+        if v == 0 {
+            buf.push(b);
+            break;
+        }
+        buf.push(b | 0x80);
+    }
+}
+
+fn read_varint(data: &[u8], pos: &mut usize) -> u64 {
+    let mut v = 0u64;
+    let mut shift = 0;
+    loop {
+        let b = data[*pos];
+        *pos += 1;
+        v |= ((b & 0x7f) as u64) << shift;
+        if b & 0x80 == 0 {
+            return v;
+        }
+        shift += 7;
+    }
+}
+
+fn put_bytes(row: &mut Vec<u8>, b: &[u8]) {
+    write_varint(row, b.len() as u64);
+    row.extend_from_slice(b);
+}
+
+fn encode_str_col(arr: &ArrayRef, rows: &mut [Vec<u8>]) -> Result<()> {
+    match arr.data_type() {
+        DataType::Utf8 => {
+            let a = arr.as_string::<i32>();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i).as_bytes());
+            }
+        }
+        DataType::LargeUtf8 => {
+            let a = arr.as_string::<i64>();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i).as_bytes());
+            }
+        }
+        DataType::Utf8View => {
+            let a = arr.as_string_view();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i).as_bytes());
+            }
+        }
+        DataType::Binary => {
+            let a = arr.as_binary::<i32>();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i));
+            }
+        }
+        DataType::LargeBinary => {
+            let a = arr.as_binary::<i64>();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i));
+            }
+        }
+        DataType::BinaryView => {
+            let a = arr.as_binary_view();
+            for (i, row) in rows.iter_mut().enumerate() {
+                put_bytes(row, a.value(i));
+            }
+        }
+        other => bail!("unsupported string column type {other:?}"),
+    }
+    Ok(())
+}
+
+fn encode_rows(batch: &RecordBatch, tags: &[ColType]) -> Result<Vec<Vec<u8>>> {
+    let n = batch.num_rows();
+    let mut rows: Vec<Vec<u8>> = (0..n).map(|_| Vec::with_capacity(1024)).collect();
+    for (ci, tag) in tags.iter().enumerate() {
+        let arr = batch.column(ci);
+        if arr.null_count() > 0 {
+            bail!("NULL values are not supported (column {ci})");
+        }
+        match tag {
+            ColType::I16 => {
+                let a = arr.as_primitive::<Int16Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::I32 => {
+                let a = arr.as_primitive::<Int32Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::I64 => {
+                let a = arr.as_primitive::<Int64Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::U16 => {
+                let a = arr.as_primitive::<UInt16Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::U32 => {
+                let a = arr.as_primitive::<UInt32Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::U64 => {
+                let a = arr.as_primitive::<UInt64Type>();
+                for (i, row) in rows.iter_mut().enumerate() {
+                    row.extend_from_slice(&a.value(i).to_le_bytes());
+                }
+            }
+            ColType::Str => encode_str_col(arr, &mut rows)?,
+        }
+    }
+    Ok(rows)
+}
+
+// ---------------------------------------------------------------------------
+// Row decoding into Arrow arrays, skipping columns outside the projection.
+// ---------------------------------------------------------------------------
+
+const SKIP: usize = usize::MAX;
+
+enum ColBuf {
+    I16(Vec<i16>),
+    I32(Vec<i32>),
+    I64(Vec<i64>),
+    U16(Vec<u16>),
+    U32(Vec<u32>),
+    U64(Vec<u64>),
+    Str(StringBuilder),
+}
+
+impl ColBuf {
+    fn new(tag: ColType) -> Self {
+        match tag {
+            ColType::I16 => ColBuf::I16(Vec::with_capacity(BATCH_ROWS)),
+            ColType::I32 => ColBuf::I32(Vec::with_capacity(BATCH_ROWS)),
+            ColType::I64 => ColBuf::I64(Vec::with_capacity(BATCH_ROWS)),
+            ColType::U16 => ColBuf::U16(Vec::with_capacity(BATCH_ROWS)),
+            ColType::U32 => ColBuf::U32(Vec::with_capacity(BATCH_ROWS)),
+            ColType::U64 => ColBuf::U64(Vec::with_capacity(BATCH_ROWS)),
+            ColType::Str => ColBuf::Str(StringBuilder::new()),
+        }
+    }
+
+    fn finish(&mut self) -> ArrayRef {
+        match self {
+            ColBuf::I16(v) => Arc::new(Int16Array::from(std::mem::take(v))),
+            ColBuf::I32(v) => Arc::new(Int32Array::from(std::mem::take(v))),
+            ColBuf::I64(v) => Arc::new(Int64Array::from(std::mem::take(v))),
+            ColBuf::U16(v) => Arc::new(UInt16Array::from(std::mem::take(v))),
+            ColBuf::U32(v) => Arc::new(UInt32Array::from(std::mem::take(v))),
+            ColBuf::U64(v) => Arc::new(UInt64Array::from(std::mem::take(v))),
+            ColBuf::Str(b) => Arc::new(b.finish()),
+        }
+    }
+}
+
+struct Decoder {
+    tags: Arc<Vec<ColType>>,
+    // Output slot per source column; SKIP when the column is not projected.
+    slots: Vec<usize>,
+    bufs: Vec<ColBuf>,
+    out_schema: SchemaRef,
+    rows: usize,
+}
+
+impl Decoder {
+    fn new(tags: Arc<Vec<ColType>>, projection: &[usize], out_schema: SchemaRef) -> Self {
+        let mut slots = vec![SKIP; tags.len()];
+        for (slot, &ci) in projection.iter().enumerate() {
+            slots[ci] = slot;
+        }
+        let bufs = projection.iter().map(|&ci| ColBuf::new(tags[ci])).collect();
+        Decoder { tags, slots, bufs, out_schema, rows: 0 }
+    }
+
+    fn push_row(&mut self, data: &[u8]) {
+        let mut pos = 0usize;
+        for (ci, tag) in self.tags.iter().enumerate() {
+            let slot = self.slots[ci];
+            match tag {
+                ColType::I16 => {
+                    if slot != SKIP {
+                        let v = i16::from_le_bytes(data[pos..pos + 2].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::I16(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 2;
+                }
+                ColType::I32 => {
+                    if slot != SKIP {
+                        let v = i32::from_le_bytes(data[pos..pos + 4].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::I32(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 4;
+                }
+                ColType::I64 => {
+                    if slot != SKIP {
+                        let v = i64::from_le_bytes(data[pos..pos + 8].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::I64(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 8;
+                }
+                ColType::U16 => {
+                    if slot != SKIP {
+                        let v = u16::from_le_bytes(data[pos..pos + 2].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::U16(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 2;
+                }
+                ColType::U32 => {
+                    if slot != SKIP {
+                        let v = u32::from_le_bytes(data[pos..pos + 4].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::U32(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 4;
+                }
+                ColType::U64 => {
+                    if slot != SKIP {
+                        let v = u64::from_le_bytes(data[pos..pos + 8].try_into().unwrap());
+                        match &mut self.bufs[slot] {
+                            ColBuf::U64(b) => b.push(v),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += 8;
+                }
+                ColType::Str => {
+                    let len = read_varint(data, &mut pos) as usize;
+                    if slot != SKIP {
+                        // The dataset comes from ClickHouse where strings are
+                        // raw bytes; reinterpret without validation, exactly
+                        // like DataFusion's own `binary_as_string` option.
+                        let s = unsafe { std::str::from_utf8_unchecked(&data[pos..pos + len]) };
+                        match &mut self.bufs[slot] {
+                            ColBuf::Str(b) => b.append_value(s),
+                            _ => unreachable!(),
+                        }
+                    }
+                    pos += len;
+                }
+            }
+        }
+        self.rows += 1;
+    }
+
+    fn finish(&mut self) -> DFResult<RecordBatch> {
+        let arrays: Vec<ArrayRef> = self.bufs.iter_mut().map(|b| b.finish()).collect();
+        let opts = RecordBatchOptions::new().with_row_count(Some(self.rows));
+        self.rows = 0;
+        RecordBatch::try_new_with_options(self.out_schema.clone(), arrays, &opts)
+            .map_err(DataFusionError::from)
+    }
+}
+
+// ---------------------------------------------------------------------------
+// DataFusion integration: TableProvider + ExecutionPlan over SlateDB scans.
+// ---------------------------------------------------------------------------
+
+fn ext_err(e: slatedb::Error) -> DataFusionError {
+    DataFusionError::External(Box::new(e))
+}
+
+struct HitsTable {
+    db: Arc<DbReader>,
+    schema: SchemaRef,
+    tags: Arc<Vec<ColType>>,
+    row_count: u64,
+}
+
+impl std::fmt::Debug for HitsTable {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "HitsTable(rows={})", self.row_count)
+    }
+}
+
+#[async_trait]
+impl TableProvider for HitsTable {
+    fn schema(&self) -> SchemaRef {
+        self.schema.clone()
+    }
+
+    fn table_type(&self) -> TableType {
+        TableType::Base
+    }
+
+    async fn scan(
+        &self,
+        state: &dyn Session,
+        projection: Option<&Vec<usize>>,
+        _filters: &[Expr],
+        limit: Option<usize>,
+    ) -> DFResult<Arc<dyn ExecutionPlan>> {
+        let projection: Vec<usize> = match projection {
+            Some(p) => p.clone(),
+            None => (0..self.schema.fields().len()).collect(),
+        };
+        let out_schema = Arc::new(self.schema.project(&projection)?);
+        // One partition per target partition, but keep at least 64k rows in
+        // each so tiny scans don't fan out for nothing.
+        let max_parts = self.row_count.div_ceil(65536).max(1);
+        let partitions = (state.config().target_partitions() as u64).min(max_parts) as usize;
+        Ok(Arc::new(SlateScanExec::new(
+            self.db.clone(),
+            self.tags.clone(),
+            projection,
+            out_schema,
+            self.row_count,
+            partitions,
+            limit,
+        )))
+    }
+
+    fn statistics(&self) -> Option<Statistics> {
+        Some(
+            Statistics::new_unknown(&self.schema)
+                .with_num_rows(Precision::Exact(self.row_count as usize)),
+        )
+    }
+}
+
+struct SlateScanExec {
+    db: Arc<DbReader>,
+    tags: Arc<Vec<ColType>>,
+    projection: Vec<usize>,
+    out_schema: SchemaRef,
+    row_count: u64,
+    partitions: usize,
+    limit: Option<usize>,
+    props: Arc<PlanProperties>,
+}
+
+impl SlateScanExec {
+    #[allow(clippy::too_many_arguments)]
+    fn new(
+        db: Arc<DbReader>,
+        tags: Arc<Vec<ColType>>,
+        projection: Vec<usize>,
+        out_schema: SchemaRef,
+        row_count: u64,
+        partitions: usize,
+        limit: Option<usize>,
+    ) -> Self {
+        let props = Arc::new(PlanProperties::new(
+            EquivalenceProperties::new(out_schema.clone()),
+            Partitioning::UnknownPartitioning(partitions),
+            EmissionType::Incremental,
+            Boundedness::Bounded,
+        ));
+        SlateScanExec { db, tags, projection, out_schema, row_count, partitions, limit, props }
+    }
+}
+
+impl std::fmt::Debug for SlateScanExec {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        write!(f, "SlateScanExec")
+    }
+}
+
+impl DisplayAs for SlateScanExec {
+    fn fmt_as(&self, _t: DisplayFormatType, f: &mut std::fmt::Formatter) -> std::fmt::Result {
+        write!(
+            f,
+            "SlateScanExec: rows={}, partitions={}, projection={:?}",
+            self.row_count, self.partitions, self.projection
+        )
+    }
+}
+
+impl ExecutionPlan for SlateScanExec {
+    fn name(&self) -> &str {
+        "SlateScanExec"
+    }
+
+    fn properties(&self) -> &Arc<PlanProperties> {
+        &self.props
+    }
+
+    fn apply_expressions(
+        &self,
+        _f: &mut dyn FnMut(&Arc<dyn PhysicalExpr>) -> DFResult<TreeNodeRecursion>,
+    ) -> DFResult<TreeNodeRecursion> {
+        Ok(TreeNodeRecursion::Continue)
+    }
+
+    fn children(&self) -> Vec<&Arc<dyn ExecutionPlan>> {
+        vec![]
+    }
+
+    fn with_new_children(
+        self: Arc<Self>,
+        _children: Vec<Arc<dyn ExecutionPlan>>,
+    ) -> DFResult<Arc<dyn ExecutionPlan>> {
+        Ok(self)
+    }
+
+    fn execute(
+        &self,
+        partition: usize,
+        _context: Arc<TaskContext>,
+    ) -> DFResult<SendableRecordBatchStream> {
+        let chunk = self.row_count.div_ceil(self.partitions as u64);
+        let lo = (partition as u64) * chunk;
+        let hi = ((partition as u64 + 1) * chunk).min(self.row_count);
+        let db = self.db.clone();
+        let limit = self.limit.unwrap_or(usize::MAX);
+        let decoder = Decoder::new(self.tags.clone(), &self.projection, self.out_schema.clone());
+
+        let batches = stream::once(async move {
+            let opts = ScanOptions {
+                read_ahead_bytes: 4 << 20,
+                max_fetch_tasks: 2,
+                cache_blocks: false,
+                ..Default::default()
+            };
+            let iter = if lo < hi {
+                let range = Bytes::copy_from_slice(&row_key(lo))..Bytes::copy_from_slice(&row_key(hi));
+                Some(db.scan_with_options(range, &opts).await.map_err(ext_err)?)
+            } else {
+                None
+            };
+            Ok::<_, DataFusionError>(stream::try_unfold(
+                (iter, decoder, limit),
+                move |(mut iter, mut decoder, mut remaining)| async move {
+                    let Some(it) = iter.as_mut() else {
+                        return Ok(None);
+                    };
+                    while decoder.rows < BATCH_ROWS && remaining > 0 {
+                        match it.next().await.map_err(ext_err)? {
+                            Some(kv) => {
+                                decoder.push_row(&kv.value);
+                                remaining -= 1;
+                            }
+                            None => break,
+                        }
+                    }
+                    if decoder.rows == 0 {
+                        Ok(None)
+                    } else {
+                        let batch = decoder.finish()?;
+                        Ok(Some((batch, (iter, decoder, remaining))))
+                    }
+                },
+            ))
+        })
+        .try_flatten();
+
+        Ok(Box::pin(RecordBatchStreamAdapter::new(self.out_schema.clone(), batches)))
+    }
+
+    fn partition_statistics(&self, partition: Option<usize>) -> DFResult<Arc<Statistics>> {
+        let mut stats = Statistics::new_unknown(&self.out_schema);
+        if self.limit.is_none() {
+            let rows = match partition {
+                None => self.row_count,
+                Some(p) => {
+                    let chunk = self.row_count.div_ceil(self.partitions as u64);
+                    let lo = (p as u64) * chunk;
+                    let hi = ((p as u64 + 1) * chunk).min(self.row_count);
+                    hi.saturating_sub(lo)
+                }
+            };
+            stats = stats.with_num_rows(Precision::Exact(rows as usize));
+        }
+        Ok(Arc::new(stats))
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Load: hits.parquet -> SlateDB.
+// ---------------------------------------------------------------------------
+
+async fn load(parquet_path: &str, db_dir: &str) -> Result<()> {
+    std::fs::create_dir_all(db_dir)?;
+    let db = Arc::new(
+        Db::builder(DB_PATH, object_store(db_dir)?)
+            .with_settings(db_settings())
+            .with_sst_block_size(SstBlockSize::Block64Kib)
+            .build()
+            .await?,
+    );
+
+    let ctx = SessionContext::new();
+    let df = ctx.read_parquet(parquet_path, ParquetReadOptions::default()).await?;
+    let schema: SchemaRef = Arc::new(df.schema().as_arrow().clone());
+    let tags: Vec<ColType> = schema
+        .fields()
+        .iter()
+        .map(|f| ColType::from_arrow(f.data_type()))
+        .collect::<Result<_>>()?;
+    let tags = Arc::new(tags);
+    let schema_txt: String = schema
+        .fields()
+        .iter()
+        .zip(tags.iter())
+        .map(|(f, t)| format!("{}\t{}\n", f.name(), t.tag()))
+        .collect();
+
+    let streams = df.execute_stream_partitioned().await?;
+    let counter = Arc::new(AtomicU64::new(0));
+    let mut handles = Vec::new();
+    for mut s in streams {
+        let db = db.clone();
+        let tags = tags.clone();
+        let counter = counter.clone();
+        handles.push(tokio::spawn(async move {
+            while let Some(batch) = s.next().await {
+                let batch = batch?;
+                let rows = encode_rows(&batch, &tags)?;
+                let base = counter.fetch_add(rows.len() as u64, Ordering::Relaxed);
+                let mut wb = WriteBatch::new();
+                for (i, row) in rows.iter().enumerate() {
+                    wb.put(row_key(base + i as u64), row);
+                }
+                // Fire-and-forget (the returned WriteHandle is not awaited);
+                // durability comes from the final flush + close.
+                db.write(wb).await?;
+            }
+            Ok::<_, anyhow::Error>(())
+        }));
+    }
+    for h in handles {
+        h.await??;
+    }
+
+    let total = counter.load(Ordering::Relaxed);
+    let mut wb = WriteBatch::new();
+    wb.put(META_COUNT, total.to_le_bytes());
+    wb.put(META_SCHEMA, schema_txt.as_bytes());
+    db.write(wb).await?;
+    db.flush().await?;
+
+    // Keep the database open until the embedded compactor drains its queue.
+    // Closing with compactions still pending leaves the LSM un-merged (every
+    // scan pays for the extra sorted runs) and pins the garbage collector's
+    // low watermark at the oldest pending compaction, so the input SSTs of
+    // already-committed compactions could never be collected.
+    wait_for_compaction_quiesce(db_dir).await?;
+
+    db.close().await?;
+
+    // The background GC never deletes objects younger than 5 minutes, so a
+    // fast load would report several GB of compaction garbage in data-size.
+    // Run one immediate GC pass now that the database is closed.
+    gc(db_dir).await?;
+
+    println!("Loaded {total} rows");
+    Ok(())
+}
+
+// Poll the compactions state until nothing is submitted, scheduled, running,
+// or awaiting commit. Capped at 2 hours; on timeout the load proceeds with
+// whatever state the compactor reached.
+async fn wait_for_compaction_quiesce(db_dir: &str) -> Result<()> {
+    let admin = Admin::builder(DB_PATH, object_store(db_dir)?).build();
+    let mut quiet = 0;
+    for _ in 0..1440 {
+        // Compaction and CompactionStatus are not exported from the crate, so
+        // classify via the status Debug representation.
+        let active = match admin.read_compactions(None).await? {
+            Some(vc) => vc.recent_compactions().any(|c| {
+                matches!(
+                    format!("{:?}", c.status()).as_str(),
+                    "Submitted" | "Scheduled" | "Running" | "Compacted"
+                )
+            }),
+            None => false,
+        };
+        quiet = if active { 0 } else { quiet + 1 };
+        if quiet >= 2 {
+            return Ok(());
+        }
+        tokio::time::sleep(std::time::Duration::from_secs(5)).await;
+    }
+    eprintln!("warning: compaction did not quiesce within 2 hours");
+    Ok(())
+}
+
+// Delete unreferenced SSTs/manifests left behind by compaction. Safe to run
+// with zero min-age because no other process has the database open; the WAL
+// fence directory keeps its default min-age since deleting fresh fence files
+// could un-fence a concurrent writer.
+async fn gc(db_dir: &str) -> Result<()> {
+    let admin = Admin::builder(DB_PATH, object_store(db_dir)?).build();
+
+    // Compaction workers leave checkpoints behind (74 after a full load),
+    // and checkpoints pin old manifests and every SST those reference, so
+    // the GC would keep ~2x the live bytes. The database is closed and this
+    // is the only process, so none of them are needed.
+    if let Some(m) = admin.read_manifest(None).await? {
+        for cp in m.checkpoints() {
+            admin.delete_checkpoint(cp.id).await?;
+        }
+    }
+
+    let eager = GarbageCollectorDirectoryOptions {
+        min_age: std::time::Duration::ZERO,
+        ..Default::default()
+    };
+    let gc_opts = GarbageCollectorOptions {
+        manifest_options: Some(eager),
+        wal_options: Some(eager),
+        compacted_options: Some(eager),
+        compactions_options: Some(eager),
+        ..Default::default()
+    };
+    admin.run_gc_once(gc_opts).await?;
+    Ok(())
+}
+
+// ---------------------------------------------------------------------------
+// Query: run one SQL statement from stdin via DataFusion.
+// ---------------------------------------------------------------------------
+
+async fn query(db_dir: &str, create_sql: Option<&str>) -> Result<()> {
+    let reader = Arc::new(DbReader::builder(DB_PATH, object_store(db_dir)?).build().await?);
+
+    let schema_txt = reader
+        .get(META_SCHEMA)
+        .await?
+        .context("missing schema metadata; run `load` first")?;
+    let count_raw = reader.get(META_COUNT).await?.context("missing row count metadata")?;
+    let row_count = u64::from_le_bytes(count_raw.as_ref().try_into()?);
+
+    let mut fields = Vec::new();
+    let mut tags = Vec::new();
+    for line in std::str::from_utf8(&schema_txt)?.lines() {
+        let (name, tag) = line
+            .split_once('\t')
+            .ok_or_else(|| anyhow!("malformed schema line {line:?}"))?;
+        let tag = ColType::from_tag(tag)?;
+        fields.push(Field::new(name, tag.arrow_type(), false));
+        tags.push(tag);
+    }
+    let schema = Arc::new(Schema::new(fields));
+
+    let ctx = SessionContext::new();
+    ctx.register_table(
+        "hits_raw",
+        Arc::new(HitsTable { db: reader, schema, tags: Arc::new(tags), row_count }),
+    )?;
+
+    if let Some(path) = create_sql {
+        let ddl = std::fs::read_to_string(path)?;
+        for stmt in ddl.split(';') {
+            let stmt = stmt.trim();
+            if !stmt.is_empty() {
+                ctx.sql(stmt).await?.collect().await?;
+            }
+        }
+    }
+
+    let mut sql = String::new();
+    std::io::stdin().read_to_string(&mut sql)?;
+    let sql = sql.trim();
+    if sql.is_empty() {
+        bail!("no query on stdin");
+    }
+
+    let start = Instant::now();
+    let results = ctx.sql(sql).await?.collect().await?;
+    let elapsed = start.elapsed().as_secs_f64();
+
+    if !results.is_empty() {
+        println!("{}", pretty_format_batches(&results)?);
+    }
+    eprintln!("{elapsed:.6}");
+    Ok(())
+}
+
+// Validation helper (not used by the benchmark): run the same SQL directly
+// against the parquet file so results can be diffed against the SlateDB path.
+async fn query_parquet(parquet_path: &str, create_sql: Option<&str>) -> Result<()> {
+    let ctx = SessionContext::new();
+    {
+        let state = ctx.state_ref();
+        let mut state = state.write();
+        state.config_mut().options_mut().execution.parquet.binary_as_string = true;
+    }
+    ctx.register_parquet("hits_raw", parquet_path, ParquetReadOptions::default()).await?;
+
+    if let Some(path) = create_sql {
+        let ddl = std::fs::read_to_string(path)?;
+        for stmt in ddl.split(';') {
+            let stmt = stmt.trim();
+            if !stmt.is_empty() {
+                ctx.sql(stmt).await?.collect().await?;
+            }
+        }
+    }
+
+    let mut sql = String::new();
+    std::io::stdin().read_to_string(&mut sql)?;
+    let start = Instant::now();
+    let results = ctx.sql(sql.trim()).await?.collect().await?;
+    let elapsed = start.elapsed().as_secs_f64();
+    if !results.is_empty() {
+        println!("{}", pretty_format_batches(&results)?);
+    }
+    eprintln!("{elapsed:.6}");
+    Ok(())
+}
+
+#[tokio::main]
+async fn main() -> Result<()> {
+    let args: Vec<String> = std::env::args().collect();
+    match args.get(1).map(String::as_str) {
+        Some("load") if args.len() == 4 => load(&args[2], &args[3]).await,
+        Some("query") if args.len() >= 3 => query(&args[2], args.get(3).map(String::as_str)).await,
+        Some("queryp") if args.len() >= 3 => {
+            query_parquet(&args[2], args.get(3).map(String::as_str)).await
+        }
+        Some("gc") if args.len() == 3 => gc(&args[2]).await,
+        Some("state") if args.len() == 3 => {
+            let admin = Admin::builder(DB_PATH, object_store(&args[2])?).build();
+            match admin.read_compactions(None).await? {
+                Some(vc) => {
+                    for c in vc.recent_compactions() {
+                        println!("{:?}  start={}", c.status(), c.id().datetime().duration_since(std::time::UNIX_EPOCH)?.as_secs());
+                    }
+                }
+                None => println!("no compactions file"),
+            }
+            if let Some(m) = admin.read_manifest(None).await? {
+                let l0_bytes: u64 = m.l0().iter().map(|v| v.estimate_size()).sum();
+                let sr_bytes: u64 = m.compacted().iter().map(|sr| sr.estimate_size()).sum();
+                println!("manifest id={} l0={} ({} bytes)", m.id(), m.l0().len(), l0_bytes);
+                for sr in m.compacted() {
+                    println!("  run {}: {} ssts, {} bytes", sr.id, sr.sst_views().len(), sr.estimate_size());
+                }
+                println!("live total: {} bytes, checkpoints: {}", l0_bytes + sr_bytes, m.checkpoints().len());
+            }
+            Ok(())
+        }
+        _ => {
+            eprintln!("usage: hits-slatedb load <hits.parquet> <db-dir>");
+            eprintln!("       hits-slatedb query <db-dir> [create.sql]  (SQL on stdin)");
+            std::process::exit(2);
+        }
+    }
+}
diff --git a/slatedb/install b/slatedb/install
new file mode 100755
index 0000000000..9d7abcae51
--- /dev/null
+++ b/slatedb/install
@@ -0,0 +1,33 @@
+#!/bin/bash
+set -e
+
+# Build the benchmark harness (SlateDB + DataFusion embedded in one binary).
+# Idempotent: skip the build if the binary is already present.
+
+if [ -x hits-slatedb/target/release/hits-slatedb ]; then
+    exit 0
+fi
+
+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 "$HOME/.cargo/env"
+
+# Low-memory hosts need swap to compile DataFusion.
+if [ "$(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
+
+# gcc + make: tikv-jemalloc-sys compiles jemalloc's C sources at build time.
+sudo apt-get update -y
+sudo apt-get install -y gcc make
+
+cargo build --release --locked --manifest-path hits-slatedb/Cargo.toml
diff --git a/slatedb/load b/slatedb/load
new file mode 100755
index 0000000000..ba3e0c2355
--- /dev/null
+++ b/slatedb/load
@@ -0,0 +1,10 @@
+#!/bin/bash
+# Load hits.parquet into a SlateDB database at ./db: one key-value pair per
+# row (key = 8-byte big-endian row index, value = compact row encoding).
+set -e
+
+rm -rf db
+hits-slatedb/target/release/hits-slatedb load hits.parquet db
+
+rm -f hits.parquet
+sync
diff --git a/slatedb/queries.sql b/slatedb/queries.sql
new file mode 100644
index 0000000000..5be85b3f87
--- /dev/null
+++ b/slatedb/queries.sql
@@ -0,0 +1,43 @@
+SELECT COUNT(*) FROM hits;
+SELECT COUNT(*) FROM hits WHERE "AdvEngineID" <> 0;
+SELECT SUM("AdvEngineID"), COUNT(*), AVG("ResolutionWidth") FROM hits;
+SELECT AVG("UserID") FROM hits;
+SELECT COUNT(DISTINCT "UserID") FROM hits;
+SELECT COUNT(DISTINCT "SearchPhrase") FROM hits;
+SELECT MIN("EventDate"), MAX("EventDate") FROM hits;
+SELECT "AdvEngineID", COUNT(*) FROM hits WHERE "AdvEngineID" <> 0 GROUP BY "AdvEngineID" ORDER BY COUNT(*) DESC;
+SELECT "RegionID", COUNT(DISTINCT "UserID") AS u FROM hits GROUP BY "RegionID" ORDER BY u DESC LIMIT 10;
+SELECT "RegionID", SUM("AdvEngineID"), COUNT(*) AS c, AVG("ResolutionWidth"), COUNT(DISTINCT "UserID") FROM hits GROUP BY "RegionID" ORDER BY c DESC LIMIT 10;
+SELECT "MobilePhoneModel", COUNT(DISTINCT "UserID") AS u FROM hits WHERE "MobilePhoneModel" <> '' GROUP BY "MobilePhoneModel" ORDER BY u DESC LIMIT 10;
+SELECT "MobilePhone", "MobilePhoneModel", COUNT(DISTINCT "UserID") AS u FROM hits WHERE "MobilePhoneModel" <> '' GROUP BY "MobilePhone", "MobilePhoneModel" ORDER BY u DESC LIMIT 10;
+SELECT "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPhrase" <> '' GROUP BY "SearchPhrase" ORDER BY c DESC LIMIT 10;
+SELECT "SearchPhrase", COUNT(DISTINCT "UserID") AS u FROM hits WHERE "SearchPhrase" <> '' GROUP BY "SearchPhrase" ORDER BY u DESC LIMIT 10;
+SELECT "SearchEngineID", "SearchPhrase", COUNT(*) AS c FROM hits WHERE "SearchPhrase" <> '' GROUP BY "SearchEngineID", "SearchPhrase" ORDER BY c DESC LIMIT 10;
+SELECT "UserID", COUNT(*) FROM hits GROUP BY "UserID" ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" ORDER BY COUNT(*) DESC LIMIT 10;
+SELECT "UserID", "SearchPhrase", COUNT(*) FROM hits GROUP BY "UserID", "SearchPhrase" LIMIT 10;
+SELECT "UserID", extract(minute FROM 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(octet_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(octet_length("Referer")) AS l, COUNT(*) AS c, MIN("Referer") FROM hits WHERE "Referer" <> '' GROUP BY k HAVING COUNT(*) > 100000 ORDER BY l DESC LIMIT 25;
+SELECT SUM("ResolutionWidth"), SUM("ResolutionWidth" + 1), SUM("ResolutionWidth" + 2), SUM("ResolutionWidth" + 3), SUM("ResolutionWidth" + 4), SUM("ResolutionWidth" + 5), SUM("ResolutionWidth" + 6), SUM("ResolutionWidth" + 7), SUM("ResolutionWidth" + 8), SUM("ResolutionWidth" + 9), SUM("ResolutionWidth" + 10), SUM("ResolutionWidth" + 11), SUM("ResolutionWidth" + 12), SUM("ResolutionWidth" + 13), SUM("ResolutionWidth" + 14), SUM("ResolutionWidth" + 15), SUM("ResolutionWidth" + 16), SUM("ResolutionWidth" + 17), SUM("ResolutionWidth" + 18), SUM("ResolutionWidth" + 19), SUM("ResolutionWidth" + 20), SUM("ResolutionWidth" + 21), SUM("ResolutionWidth" + 22), SUM("ResolutionWidth" + 23), SUM("ResolutionWidth" + 24), SUM("ResolutionWidth" + 25), SUM("ResolutionWidth" + 26), SUM("ResolutionWidth" + 27), SUM("ResolutionWidth" + 28), SUM("ResolutionWidth" + 29), SUM("ResolutionWidth" + 30), SUM("ResolutionWidth" + 31), SUM("ResolutionWidth" + 32), SUM("ResolutionWidth" + 33), SUM("ResolutionWidth" + 34), SUM("ResolutionWidth" + 35), SUM("ResolutionWidth" + 36), SUM("ResolutionWidth" + 37), SUM("ResolutionWidth" + 38), SUM("ResolutionWidth" + 39), SUM("ResolutionWidth" + 40), SUM("ResolutionWidth" + 41), SUM("ResolutionWidth" + 42), SUM("ResolutionWidth" + 43), SUM("ResolutionWidth" + 44), SUM("ResolutionWidth" + 45), SUM("ResolutionWidth" + 46), SUM("ResolutionWidth" + 47), SUM("ResolutionWidth" + 48), SUM("ResolutionWidth" + 49), SUM("ResolutionWidth" + 50), SUM("ResolutionWidth" + 51), SUM("ResolutionWidth" + 52), SUM("ResolutionWidth" + 53), SUM("ResolutionWidth" + 54), SUM("ResolutionWidth" + 55), SUM("ResolutionWidth" + 56), SUM("ResolutionWidth" + 57), SUM("ResolutionWidth" + 58), SUM("ResolutionWidth" + 59), SUM("ResolutionWidth" + 60), SUM("ResolutionWidth" + 61), SUM("ResolutionWidth" + 62), SUM("ResolutionWidth" + 63), SUM("ResolutionWidth" + 64), SUM("ResolutionWidth" + 65), SUM("ResolutionWidth" + 66), SUM("ResolutionWidth" + 67), SUM("ResolutionWidth" + 68), SUM("ResolutionWidth" + 69), SUM("ResolutionWidth" + 70), SUM("ResolutionWidth" + 71), SUM("ResolutionWidth" + 72), SUM("ResolutionWidth" + 73), SUM("ResolutionWidth" + 74), SUM("ResolutionWidth" + 75), SUM("ResolutionWidth" + 76), SUM("ResolutionWidth" + 77), SUM("ResolutionWidth" + 78), SUM("ResolutionWidth" + 79), SUM("ResolutionWidth" + 80), SUM("ResolutionWidth" + 81), SUM("ResolutionWidth" + 82), SUM("ResolutionWidth" + 83), SUM("ResolutionWidth" + 84), SUM("ResolutionWidth" + 85), SUM("ResolutionWidth" + 86), SUM("ResolutionWidth" + 87), SUM("ResolutionWidth" + 88), SUM("ResolutionWidth" + 89) FROM hits;
+SELECT "SearchEngineID", "ClientIP", COUNT(*) AS c, SUM("IsRefresh"), AVG("ResolutionWidth") FROM hits WHERE "SearchPhrase" <> '' GROUP BY "SearchEngineID", "ClientIP" ORDER BY c DESC LIMIT 10;
+SELECT "WatchID", "ClientIP", COUNT(*) AS c, SUM("IsRefresh"), AVG("ResolutionWidth") FROM hits WHERE "SearchPhrase" <> '' GROUP BY "WatchID", "ClientIP" ORDER BY c DESC LIMIT 10;
+SELECT "WatchID", "ClientIP", COUNT(*) AS c, SUM("IsRefresh"), AVG("ResolutionWidth") FROM hits GROUP BY "WatchID", "ClientIP" ORDER BY c DESC LIMIT 10;
+SELECT "URL", COUNT(*) AS c FROM hits GROUP BY "URL" ORDER BY c DESC LIMIT 10;
+SELECT 1, "URL", COUNT(*) AS c FROM hits GROUP BY 1, "URL" ORDER BY c DESC LIMIT 10;
+SELECT "ClientIP", "ClientIP" - 1, "ClientIP" - 2, "ClientIP" - 3, COUNT(*) AS c FROM hits GROUP BY "ClientIP", "ClientIP" - 1, "ClientIP" - 2, "ClientIP" - 3 ORDER BY c DESC LIMIT 10;
+SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "DontCountHits" = 0 AND "IsRefresh" = 0 AND "URL" <> '' GROUP BY "URL" ORDER BY PageViews DESC LIMIT 10;
+SELECT "Title", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "DontCountHits" = 0 AND "IsRefresh" = 0 AND "Title" <> '' GROUP BY "Title" ORDER BY PageViews DESC LIMIT 10;
+SELECT "URL", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "IsLink" <> 0 AND "IsDownload" = 0 GROUP BY "URL" ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT "TraficSourceID", "SearchEngineID", "AdvEngineID", CASE WHEN ("SearchEngineID" = 0 AND "AdvEngineID" = 0) THEN "Referer" ELSE '' END AS Src, "URL" AS Dst, COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 GROUP BY "TraficSourceID", "SearchEngineID", "AdvEngineID", Src, Dst ORDER BY PageViews DESC LIMIT 10 OFFSET 1000;
+SELECT "URLHash", "EventDate", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "TraficSourceID" IN (-1, 6) AND "RefererHash" = 3594120000172545465 GROUP BY "URLHash", "EventDate" ORDER BY PageViews DESC LIMIT 10 OFFSET 100;
+SELECT "WindowClientWidth", "WindowClientHeight", COUNT(*) AS PageViews FROM hits WHERE "CounterID" = 62 AND "EventDate" >= '2013-07-01' AND "EventDate" <= '2013-07-31' AND "IsRefresh" = 0 AND "DontCountHits" = 0 AND "URLHash" = 2868770270353813622 GROUP BY "WindowClientWidth", "WindowClientHeight" ORDER BY PageViews DESC LIMIT 10 OFFSET 10000;
+SELECT DATE_TRUNC('minute', 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/slatedb/query b/slatedb/query
new file mode 100755
index 0000000000..1b961408d9
--- /dev/null
+++ b/slatedb/query
@@ -0,0 +1,10 @@
+#!/bin/bash
+# Reads a SQL query from stdin and runs it with the hits-slatedb binary
+# (DataFusion SQL over parallel SlateDB range scans).
+# Stdout: query result.
+# Stderr: query runtime in fractional seconds on the last line (printed by
+# the binary itself; it measures SQL execution, not process startup).
+# Exit non-zero on error.
+set -e
+
+hits-slatedb/target/release/hits-slatedb query db create.sql
diff --git a/slatedb/results/20260820/c6a.4xlarge.json b/slatedb/results/20260820/c6a.4xlarge.json
new file mode 100644
index 0000000000..63af5e36b8
--- /dev/null
+++ b/slatedb/results/20260820/c6a.4xlarge.json
@@ -0,0 +1,60 @@
+{
+      "system": "SlateDB",
+      "date": "2026-08-20",
+      "machine": "c6a.4xlarge",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","key-value","row-oriented","embedded"],
+      "load_time": 935,
+      "data_size": 15974298635,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.101, 0.001, 0.001],
+        [58.045, 20.58, 20.962],
+        [58.133, 20.306, 20.294],
+        [58.021, 20.628, 21.054],
+        [58.193, 21, 21.213],
+        [58.127, 21.68, 21.516],
+        [57.98, 20.448, 20.675],
+        [58.042, 20.623, 21.1],
+        [58.209, 21.777, 21.396],
+        [58.364, 21.93, 21.5],
+        [58.063, 20.933, 21.123],
+        [57.941, 20.869, 21.014],
+        [58.146, 21.209, 21.093],
+        [58.415, 21.523, 21.344],
+        [58.219, 21.694, 21.231],
+        [58.265, 21.347, 21.275],
+        [58.415, 21.934, 22.126],
+        [58.388, 22.279, 21.958],
+        [58.846, 23.218, 23.058],
+        [57.952, 20.625, 20.523],
+        [58.017, 21.089, 21.126],
+        [58.224, 20.918, 21.154],
+        [58.224, 21.63, 21.412],
+        [58.139, 27.31, 27.518],
+        [58.025, 20.614, 20.679],
+        [58.076, 21.154, 20.923],
+        [58.007, 20.995, 20.477],
+        [58.054, 21.305, 21.109],
+        [58.316, 23.937, 24.254],
+        [58.005, 20.456, 20.869],
+        [58.148, 21.38, 21.415],
+        [58.134, 21.456, 21.591],
+        [58.3, 24.109, 23.968],
+        [58.9, 23.564, 23.348],
+        [58.938, 23.923, 24.084],
+        [58.135, 21.72, 21.245],
+        [58.128, 21.339, 21.122],
+        [58.053, 20.775, 20.807],
+        [58.001, 21.378, 21.447],
+        [58.07, 21.429, 21.377],
+        [57.957, 21.078, 21.156],
+        [57.946, 21.203, 21.04],
+        [58.109, 20.958, 20.873]
+]
+  } 
+  
\ No newline at end of file
diff --git a/slatedb/results/20260820/c6a.metal.json b/slatedb/results/20260820/c6a.metal.json
new file mode 100644
index 0000000000..95d369f517
--- /dev/null
+++ b/slatedb/results/20260820/c6a.metal.json
@@ -0,0 +1,60 @@
+{
+      "system": "SlateDB",
+      "date": "2026-08-20",
+      "machine": "c6a.metal",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","key-value","row-oriented","embedded"],
+      "load_time": 935,
+      "data_size": 15494247310,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.092, 0.002, 0.002],
+        [58.056, 3.06, 3.011],
+        [57.975, 3.08, 3.138],
+        [57.972, 2.954, 3.113],
+        [58.159, 3.191, 3.16],
+        [58.114, 3.343, 3.242],
+        [58.021, 3.048, 3.054],
+        [58.074, 3.061, 3.044],
+        [58.066, 3.145, 3.237],
+        [58.329, 3.47, 3.497],
+        [58.181, 3.222, 3.25],
+        [58.112, 3.097, 3.169],
+        [58.093, 3.327, 3.205],
+        [58.386, 3.42, 3.295],
+        [58.088, 3.23, 3.308],
+        [58.084, 3.204, 3.095],
+        [58.166, 3.22, 3.179],
+        [58.122, 3.353, 3.334],
+        [58.099, 3.543, 3.372],
+        [57.903, 3.069, 3.118],
+        [58.02, 3.254, 3.178],
+        [58.074, 3.142, 3.188],
+        [58.051, 3.716, 3.625],
+        [58.155, 4.205, 4.079],
+        [58.061, 3.086, 3.015],
+        [57.917, 3.181, 3.149],
+        [58.048, 3.085, 3.132],
+        [58.109, 3.252, 3.277],
+        [58.221, 3.43, 3.423],
+        [58.216, 3.035, 3.033],
+        [58.119, 3.383, 3.264],
+        [58.092, 3.353, 3.429],
+        [58.234, 3.738, 3.574],
+        [58.277, 3.677, 3.545],
+        [58.233, 3.693, 3.609],
+        [58.124, 3.087, 3.221],
+        [58.146, 3.392, 3.333],
+        [58.124, 3.182, 3.253],
+        [58.118, 3.221, 3.218],
+        [58.187, 3.291, 3.306],
+        [58.022, 3.299, 3.242],
+        [58.028, 3.433, 3.4],
+        [58.112, 3.248, 3.223]
+]
+  } 
+  
\ No newline at end of file
diff --git a/slatedb/results/20260820/c7a.metal-48xl.json b/slatedb/results/20260820/c7a.metal-48xl.json
new file mode 100644
index 0000000000..57fabf948f
--- /dev/null
+++ b/slatedb/results/20260820/c7a.metal-48xl.json
@@ -0,0 +1,60 @@
+{
+      "system": "SlateDB",
+      "date": "2026-08-20",
+      "machine": "c7a.metal-48xl",
+      "cluster_size": 1,
+      "proprietary": "no",
+      "hardware": "cpu",
+      "tuned": "no",
+      "tags": ["Rust","key-value","row-oriented","embedded"],
+      "load_time": 994,
+      "data_size": 18033240080,
+      "concurrent_qps": null,
+      "concurrent_error_ratio": null,
+      "result": [
+        [0.088, 0.001, 0.002],
+        [57.996, 2.678, 2.581],
+        [57.999, 2.567, 2.697],
+        [57.92, 2.663, 2.562],
+        [58.133, 2.611, 2.703],
+        [58.046, 2.714, 2.712],
+        [58.005, 2.581, 2.644],
+        [58.072, 2.66, 2.608],
+        [58.063, 2.708, 2.769],
+        [58.27, 2.924, 2.864],
+        [58.134, 2.785, 2.765],
+        [58.054, 2.857, 2.886],
+        [58.074, 2.672, 2.746],
+        [58.27, 2.883, 2.972],
+        [58.171, 2.729, 2.741],
+        [58.048, 2.642, 2.691],
+        [58.114, 2.74, 2.713],
+        [58.089, 2.749, 2.748],
+        [58.277, 2.844, 2.847],
+        [57.908, 2.598, 2.663],
+        [57.971, 2.633, 2.644],
+        [58.055, 2.703, 2.665],
+        [58.124, 2.817, 2.682],
+        [58.009, 3.135, 3.145],
+        [57.938, 2.712, 2.603],
+        [57.961, 2.729, 2.628],
+        [58.046, 2.68, 2.592],
+        [58.096, 2.676, 2.688],
+        [58.147, 3.058, 2.932],
+        [58.124, 2.598, 2.558],
+        [58.12, 2.685, 2.66],
+        [58.072, 2.667, 2.68],
+        [58.155, 2.95, 2.974],
+        [58.31, 3.033, 3.151],
+        [58.323, 3.097, 3.117],
+        [58.053, 2.592, 2.654],
+        [58.156, 2.705, 2.806],
+        [58.04, 2.674, 2.71],
+        [58.062, 2.718, 2.63],
+        [58.065, 2.815, 2.786],
+        [58.09, 2.758, 2.703],
+        [58.092, 2.655, 2.674],
+        [57.993, 2.71, 2.737]
+]
+  } 
+  
\ No newline at end of file
diff --git a/slatedb/start b/slatedb/start
new file mode 100755
index 0000000000..60f00961ef
--- /dev/null
+++ b/slatedb/start
@@ -0,0 +1,3 @@
+#!/bin/bash
+# Embedded engine — no daemon to start.
+exit 0
diff --git a/slatedb/stop b/slatedb/stop
new file mode 100755
index 0000000000..06bd986563
--- /dev/null
+++ b/slatedb/stop
@@ -0,0 +1,2 @@
+#!/bin/bash
+exit 0
diff --git a/slatedb/template.json b/slatedb/template.json
new file mode 100644
index 0000000000..506d90ffa9
--- /dev/null
+++ b/slatedb/template.json
@@ -0,0 +1,12 @@
+{
+  "system": "SlateDB",
+  "proprietary": "no",
+  "hardware": "cpu",
+  "tuned": "no",
+  "tags": [
+    "Rust",
+    "key-value",
+    "row-oriented",
+    "embedded"
+  ]
+}