diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4942e6e..e5ee856 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -48,6 +48,16 @@ Prepare the cross-language serialization test data:
 cargo x prepare-testdata
 ```
 
+Generate deterministic snapshots from the Rust implementations:
+
+```shell
+cargo x generate-snapshots
+```
+
+The command writes local files under `serialization/rust/snapshots`. These
+generated files are ignored by Git, so the command can be rerun without
+changing the working tree.
+
 Test:
 
 ```shell
diff --git a/Cargo.lock b/Cargo.lock
index fd17711..849164c 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -602,6 +602,14 @@ version = "2.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bbbb5d9659141646ae647b42fe094daf6c6192d1620870b449d9557f748b2daa"
 
+[[package]]
+name = "snapshot_generator"
+version = "0.0.0"
+dependencies = [
+ "clap",
+ "datasketches",
+]
+
 [[package]]
 name = "socks"
 version = "0.3.4"
diff --git a/Cargo.toml b/Cargo.toml
index 04f944e..981d4ef 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -16,7 +16,7 @@
 # under the License.
 
 [workspace]
-members = ["datasketches", "xtask"]
+members = ["datasketches", "snapshot_generator", "xtask"]
 resolver = "3"
 
 [workspace.package]
@@ -30,6 +30,7 @@ rust-version = "1.86.0"
 [workspace.dependencies]
 # Workspace dependencies
 datasketches = { path = "datasketches" }
+snapshot_generator = { path = "snapshot_generator" }
 
 # Crates.io dependencies
 clap = { version = "4.6.5", features = ["derive"] }
diff --git a/snapshot_generator/Cargo.toml b/snapshot_generator/Cargo.toml
new file mode 100644
index 0000000..7a74fa4
--- /dev/null
+++ b/snapshot_generator/Cargo.toml
@@ -0,0 +1,34 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[package]
+name = "snapshot_generator"
+publish = false
+
+edition.workspace = true
+homepage.workspace = true
+license.workspace = true
+readme.workspace = true
+repository.workspace = true
+rust-version.workspace = true
+
+[dependencies]
+clap = { workspace = true }
+datasketches = { workspace = true, features = ["bloom", "countmin"] }
+
+[lints]
+workspace = true
diff --git a/snapshot_generator/src/main.rs b/snapshot_generator/src/main.rs
new file mode 100644
index 0000000..d852157
--- /dev/null
+++ b/snapshot_generator/src/main.rs
@@ -0,0 +1,83 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use std::fs;
+use std::io;
+use std::path::PathBuf;
+
+use clap::Parser;
+use datasketches::bloom::BloomFilterBuilder;
+use datasketches::countmin::CountMinSketch;
+
+#[derive(Parser)]
+#[command(about = "Generate deterministic Rust serialization snapshots")]
+struct Arguments {
+    /// Directory in which snapshot files are written.
+    #[arg(long, default_value = "serialization/rust/snapshots")]
+    output: PathBuf,
+}
+
+fn main() -> io::Result<()> {
+    let arguments = Arguments::parse();
+    fs::create_dir_all(&arguments.output)?;
+
+    write_snapshot(
+        &arguments.output,
+        "bloom_empty_rust.sk",
+        &BloomFilterBuilder::with_accuracy(128, 0.01)
+            .build()
+            .serialize(),
+    )?;
+
+    let mut bloom = BloomFilterBuilder::with_accuracy(128, 0.01).build();
+    for value in ["alpha", "beta", "gamma"] {
+        bloom.insert(value);
+    }
+    write_snapshot(
+        &arguments.output,
+        "bloom_non_empty_rust.sk",
+        &bloom.serialize(),
+    )?;
+
+    let empty_countmin = CountMinSketch::<i64>::with_seed(4, 32, 9001);
+    write_snapshot(
+        &arguments.output,
+        "count_min_empty_rust.sk",
+        &empty_countmin.serialize(),
+    )?;
+
+    let mut countmin = CountMinSketch::<i64>::with_seed(4, 32, 9001);
+    for (value, weight) in [("alpha", 3), ("beta", 2), ("gamma", 5)] {
+        for _ in 0..weight {
+            countmin.update(value);
+        }
+    }
+    write_snapshot(
+        &arguments.output,
+        "count_min_non_empty_rust.sk",
+        &countmin.serialize(),
+    )?;
+
+    Ok(())
+}
+
+fn write_snapshot(output: &PathBuf, name: &str, bytes: &[u8]) -> io::Result<()> {
+    let path = output.join(name);
+    fs::write(&path, bytes)?;
+    println!("wrote {} ({} bytes)", path.display(), bytes.len());
+    Ok(())
+}
diff --git a/xtask/src/main.rs b/xtask/src/main.rs
index 50768fa..157dd8c 100644
--- a/xtask/src/main.rs
+++ b/xtask/src/main.rs
@@ -48,6 +48,7 @@ impl Command {
             SubCommand::Lint(cmd) => cmd.run(),
             SubCommand::Test(cmd) => cmd.run(),
             SubCommand::PrepareTestData(cmd) => cmd.run(),
+            SubCommand::GenerateSnapshots(cmd) => cmd.run(),
         }
     }
 }
@@ -67,6 +68,11 @@ enum SubCommand {
         about = "Prepare serialization compatibility test data."
     )]
     PrepareTestData(CommandPrepareTestData),
+    #[clap(
+        name = "generate-snapshots",
+        about = "Generate deterministic Rust serialization snapshots."
+    )]
+    GenerateSnapshots(CommandGenerateSnapshots),
 }
 
 #[derive(Parser)]
@@ -390,3 +396,15 @@ impl CommandPrepareTestData {
         languages
     }
 }
+
+#[derive(Parser)]
+#[clap(name = "generate-snapshots")]
+struct CommandGenerateSnapshots {}
+
+impl CommandGenerateSnapshots {
+    fn run(self) {
+        let mut command = find_command("cargo");
+        command.args(["run", "--package", "snapshot_generator", "--"]);
+        run_command(command);
+    }
+}