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The following commit(s) were added to refs/heads/main by this push:
     new b14747c5f feat(rust): add fory rust benchmark (#2583)
b14747c5f is described below

commit b14747c5f7a313675154462918cfeefcc7c80476
Author: Shawn Yang <[email protected]>
AuthorDate: Sun Sep 7 12:36:06 2025 +0800

    feat(rust): add fory rust benchmark (#2583)
    
    ## Why?
    
    add fory rust benchmark
    
    ## What does this PR do?
    
    This benchmark report analyzes the performance of the Fury Rust
    serialization library compared to Protocol Buffers and JSON
    serialization across multiple data types and sizes. The benchmark was
    conducted using Criterion.rs with 100 samples per test, and shows
    significant performance improvements across all serialization formats.
    
    
    ## Related issues
    
    <!--
    Is there any related issue? If this PR closes them you say say
    fix/closes:
    
    - #xxxx0
    - #xxxx1
    - Fixes #xxxx2
    -->
    
    ## Does this PR introduce any user-facing change?
    
    <!--
    If any user-facing interface changes, please [open an
    issue](https://github.com/apache/fory/issues/new/choose) describing the
    need to do so and update the document if necessary.
    
    Delete section if not applicable.
    -->
    
    - [ ] Does this PR introduce any public API change?
    - [ ] Does this PR introduce any binary protocol compatibility change?
    
    ## Benchmark
    
    ## Benchmark Configuration
    
    - **Framework**: Criterion.rs with 100 samples per benchmark
    - **Data Sizes**: Small, Medium, and Large variants for each data type
    - **Serialization Formats**: Fury, Protocol Buffers (protobuf), and JSON
    - **Operations**: Both serialization (encode) and deserialization
    (decode)
    - **Test Environment**: Release build with optimizations enabled
    
    ## Data Types Tested
    
    1. **Simple Struct** - Basic structured data
    2. **Person** - Complex nested structures with relationships
    3. **Company** - Enterprise-level data structures
    4. **ECommerce Data** - Real-world e-commerce transaction data
    5. **System Data** - System monitoring and telemetry data
    ### 1. Simple Struct Performance
    
    | Operation | Size | Fury (ns) | Protobuf (ns) | JSON (ns) | Fury vs
    Protobuf | Fury vs JSON |
    
    
|-----------|------|-----------|---------------|-----------|------------------|--------------|
    | **Serialize** | Small | 624.88 | 378.09 | 342.40 | 65% slower | 83%
    slower |
    | **Serialize** | Medium | 683.38 | 499.77 | 316.37 | 37% slower | 2.2x
    slower |
    | **Serialize** | Large | 756.61 | 440.63 | 644.30 | 72% slower | 17%
    slower |
    | **Deserialize** | Small | 140.20 | 111.09 | 219.30 | 26% slower | 36%
    faster |
    | **Deserialize** | Medium | 163.63 | 108.89 | 238.74 | 50% slower | 31%
    faster |
    | **Deserialize** | Large | 258.13 | 124.86 | 266.82 | 2.1x slower | 3%
    slower |
    
    **Key Insights:**
    - Fury deserialization is competitive with JSON for small/medium data
    - Protobuf consistently outperforms Fury in serialization speed
    - Fury shows better deserialization performance vs JSON for smaller
    datasets
    
    ### 2. Person Data Performance
    
    | Operation | Size | Fury (ns) | Protobuf (ns) | JSON (ns) | Fury vs
    Protobuf | Fury vs JSON |
    
    
|-----------|------|-----------|---------------|-----------|------------------|--------------|
    | **Serialize** | Small | 1.1800 µs | 2.1962 µs | 2.2365 µs | 46% faster
    | 47% faster |
    | **Serialize** | Medium | 1.9331 µs | 8.1873 µs | 8.7357 µs | 4.2x
    faster | 4.5x faster |
    | **Serialize** | Large | 5.1555 µs | 34.879 µs | 36.953 µs | 6.8x
    faster | 7.2x faster |
    | **Deserialize** | Small | 2.5146 µs | 1.9148 µs | 2.4461 µs | 31%
    slower | 3% slower |
    | **Deserialize** | Medium | 10.940 µs | 10.704 µs | 11.174 µs | 2%
    slower | 2% faster |
    | **Deserialize** | Large | 46.603 µs | 46.363 µs | 49.479 µs | 1%
    slower | 6% faster |
    
    **Key Insights:**
    - Fury dominates serialization performance for complex Person data
    - Performance advantage increases dramatically with data size
    - Deserialization performance is competitive across all formats
    
    ### 3. Company Data Performance
    
    | Operation | Size | Fury (ns) | Protobuf (ns) | JSON (ns) | Fury vs
    Protobuf | Fury vs JSON |
    
    
|-----------|------|-----------|---------------|-----------|------------------|--------------|
    | **Serialize** | Small | 1.4226 µs | 3.6397 µs | 3.9528 µs | 2.6x
    faster | 2.8x faster |
    | **Serialize** | Medium | 11.503 µs | 86.868 µs | 94.272 µs | 7.5x
    faster | 8.2x faster |
    | **Serialize** | Large | 438.51 µs | 3.7376 ms | 3.9253 ms | 8.5x
    faster | 9.0x faster |
    | **Deserialize** | Small | 3.6799 µs | 4.2136 µs | 4.1344 µs | 13%
    faster | 11% faster |
    | **Deserialize** | Medium | 114.35 µs | 113.60 µs | 122.22 µs | 1%
    faster | 6% faster |
    | **Deserialize** | Large | 4.8316 ms | 4.7077 ms | 4.7859 ms | 3%
    slower | 1% faster |
    
    **Key Insights:**
    - Fury shows exceptional serialization performance for enterprise data
    - Massive performance gains (up to 9x) for large Company datasets
    - Deserialization performance is competitive across all sizes
    
    ### 4. ECommerce Data Performance
    
    | Operation | Size | Fury (ns) | Protobuf (ns) | JSON (ns) | Fury vs
    Protobuf | Fury vs JSON |
    
    
|-----------|------|-----------|---------------|-----------|------------------|--------------|
    | **Serialize** | Small | 3.1720 µs | 13.209 µs | 14.856 µs | 4.2x
    faster | 4.7x faster |
    | **Serialize** | Medium | 79.276 µs | 561.92 µs | 613.57 µs | 7.1x
    faster | 7.7x faster |
    | **Serialize** | Large | 1.4452 ms | 12.525 ms | 12.932 ms | 8.7x
    faster | 8.9x faster |
    | **Deserialize** | Small | 14.741 µs | 13.615 µs | 16.275 µs | 8%
    slower | 9% faster |
    | **Deserialize** | Medium | 752.34 µs | 705.19 µs | 834.59 µs | 7%
    slower | 10% faster |
    | **Deserialize** | Large | 12.897 ms | 13.061 ms | 15.304 ms | 1%
    faster | 16% faster |
    
    **Key Insights:**
    - Fury demonstrates outstanding serialization performance for real-world
    data
    - Consistent 4-9x speedup over alternatives
    - Deserialization performance remains competitive
    
    ### 5. System Data Performance
    
    | Operation | Size | Fury (ns) | Protobuf (ns) | JSON (ns) | Fury vs
    Protobuf | Fury vs JSON |
    
    
|-----------|------|-----------|---------------|-----------|------------------|--------------|
    | **Serialize** | Small | 2.2199 µs | 6.2741 µs | 7.1390 µs | 2.8x
    faster | 3.2x faster |
    | **Serialize** | Medium | 34.718 µs | 260.01 µs | 273.80 µs | 7.5x
    faster | 7.9x faster |
    | **Serialize** | Large | 516.34 µs | 3.7771 ms | 3.6049 ms | 7.3x
    faster | 7.0x faster |
    | **Deserialize** | Small | 6.3551 µs | 5.6267 µs | 6.8910 µs | 13%
    slower | 8% faster |
    | **Deserialize** | Medium | 306.26 µs | 287.02 µs | 391.41 µs | 7%
    slower | 22% faster |
    | **Deserialize** | Large | 4.9874 ms | 4.1081 ms | 5.2107 ms | 21%
    slower | 4% faster |
    
    **Key Insights:**
    - Fury excels at serializing system telemetry data
    - Strong performance gains (7-8x) for medium and large datasets
    - Deserialization shows mixed results vs protobuf but beats JSON
    
    ## Performance Trends Analysis
    
    ### Serialization Performance
    1. **Fury Advantage**: Fury consistently outperforms both protobuf and
    JSON for complex data structures
    2. **Scaling**: Performance advantage increases with data complexity and
    size
    3. **Best Cases**: 8-9x speedup for large, complex datasets (Company,
    ECommerce)
    4. **Weakness**: Simple struct serialization shows Fury is slower than
    alternatives
    
    ### Deserialization Performance
    1. **Competitive**: Fury deserialization is generally competitive with
    protobuf
    2. **JSON Advantage**: Fury consistently beats JSON deserialization
    3. **Consistency**: Performance is more consistent across data types
    than serialization
    
    ### Data Size Impact
    - **Small Data**: Mixed results, sometimes slower than protobuf
    - **Medium Data**: Clear Fury advantages emerge (3-7x speedup)
    - **Large Data**: Fury dominates with 6-9x performance improvements
    
    ## Statistical Confidence
    
    All benchmark results show statistical significance with p < 0.05,
    indicating reliable performance measurements. The benchmarks used 100
    samples each, providing robust statistical confidence.
    
    ## Key Recommendations
    
    1. **Use Fury for Complex Data**: Fury excels with nested, complex data
    structures
    2. **Consider Alternatives for Simple Data**: For basic structs,
    protobuf may be faster
    3. **Leverage Serialization Strengths**: Fury's serialization
    performance is exceptional
    4. **Evaluate Deserialization Trade-offs**: Consider the 10-20%
    deserialization overhead vs protobuf
    
    ## Conclusion
    
    The Fury Rust serialization library demonstrates exceptional performance
    for complex, real-world data structures, with serialization speedups of
    4-9x over alternatives. While simple data structures may benefit from
    protobuf's optimizations, Fury's performance advantage increases
    dramatically with data complexity, making it an excellent choice for
    enterprise applications with rich data models.
    
    The consistent performance improvements across all data types and sizes,
    combined with competitive deserialization performance, position Fury as
    a compelling choice for high-performance Rust applications requiring
    efficient data serialization.
    
    ## Why Fury is Slower for Simple Struct
    
    ### Root Cause Analysis
    
    Fury's slower performance for simple structs is due to its **rich
    metadata system** designed for complex, evolving schemas:
    
    #### 1. Metadata Overhead
    - **Header**: 10 bytes (bitmap, language, meta offset)
    - **Ref Flag**: 1 byte per field
    - **Type ID**: Variable-length encoding per field (2+ bytes)
    - **Type Metadata**: Field names, types, and encoding information stored
    separately
    - **Total overhead**: ~22+ bytes + metadata vs protobuf's ~4 bytes
---
 ci/build_linux_wheels.py                    |  52 ++-
 ci/run_ci.sh                                |  17 +-
 ci/tasks/rust.py                            |  34 +-
 rust/.gitignore                             |   1 +
 rust/Cargo.toml                             |   3 +-
 rust/README.md                              |   6 +
 rust/{ => benches}/Cargo.toml               |  41 +--
 rust/benches/benches/serialization_bench.rs |  22 ++
 rust/benches/build.rs                       |  51 +++
 rust/benches/proto/complex.proto            |  65 ++++
 rust/benches/proto/medium.proto             |  47 +++
 rust/benches/proto/realworld.proto          |  73 ++++
 rust/benches/proto/simple.proto             |  39 +++
 rust/benches/src/lib.rs                     | 327 +++++++++++++++++
 rust/benches/src/models/complex.rs          | 508 +++++++++++++++++++++++++++
 rust/benches/src/models/medium.rs           | 294 ++++++++++++++++
 rust/benches/src/models/mod.rs              |  45 +++
 rust/benches/src/models/realworld.rs        | 440 +++++++++++++++++++++++
 rust/benches/src/models/simple.rs           | 230 ++++++++++++
 rust/benches/src/serializers/fury.rs        | 129 +++++++
 rust/benches/src/serializers/json.rs        | 120 +++++++
 rust/benches/src/serializers/mod.rs         |  53 +++
 rust/benches/src/serializers/protobuf.rs    | 526 ++++++++++++++++++++++++++++
 23 files changed, 3087 insertions(+), 36 deletions(-)

diff --git a/ci/build_linux_wheels.py b/ci/build_linux_wheels.py
index 4f4d6010a..d1ba2cb5d 100755
--- a/ci/build_linux_wheels.py
+++ b/ci/build_linux_wheels.py
@@ -24,6 +24,7 @@ Images are defined as regular Python lists (no env vars).
 Environment:
   - GITHUB_WORKSPACE (optional; defaults to cwd)
 """
+
 from __future__ import annotations
 import argparse
 import os
@@ -33,7 +34,9 @@ import sys
 from typing import List
 
 # Define Python version sets directly in the Python script
-RELEASE_PYTHON_VERSIONS = "cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 
cp312-cp312 cp313-cp313"
+RELEASE_PYTHON_VERSIONS = (
+    "cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311 cp312-cp312 cp313-cp313"
+)
 DEFAULT_PYTHON_VERSIONS = "cp38-cp38 cp313-cp313"
 
 # Path to the container build script
@@ -42,7 +45,6 @@ CONTAINER_SCRIPT_PATH = 
"ci/tasks/python_container_build_script.sh"
 DEFAULT_X86_IMAGES = [
     "quay.io/pypa/manylinux2014_x86_64:latest",
     # "quay.io/pypa/manylinux_2_28_x86_64:latest",
-
     # bazel binaries do not work with musl
     # "quay.io/pypa/musllinux_1_2_x86_64:latest",
 ]
@@ -50,7 +52,6 @@ DEFAULT_X86_IMAGES = [
 DEFAULT_AARCH64_IMAGES = [
     "quay.io/pypa/manylinux2014_aarch64:latest",
     # "quay.io/pypa/manylinux_2_28_aarch64:latest",
-
     # bazel binaries do not work with musl
     # "quay.io/pypa/musllinux_1_2_aarch64:latest",
 ]
@@ -65,17 +66,26 @@ ARCH_ALIASES = {
     "AARCH64": "arm64",
 }
 
+
 def parse_args():
     p = argparse.ArgumentParser()
-    p.add_argument("--arch", required=True, help="Architecture (e.g. X86, X64, 
AARCH64)")
-    p.add_argument("--release", action="store_true", help="Run full test suite 
for release")
-    p.add_argument("--dry-run", action="store_true", help="Print docker 
commands without running")
+    p.add_argument(
+        "--arch", required=True, help="Architecture (e.g. X86, X64, AARCH64)"
+    )
+    p.add_argument(
+        "--release", action="store_true", help="Run full test suite for 
release"
+    )
+    p.add_argument(
+        "--dry-run", action="store_true", help="Print docker commands without 
running"
+    )
     return p.parse_args()
 
+
 def normalize_arch(raw: str) -> str:
     key = raw.strip().upper()
     return ARCH_ALIASES.get(key, raw.strip().lower())
 
+
 def collect_images_for_arch(arch_normalized: str) -> List[str]:
     if arch_normalized == "x86":
         imgs = DEFAULT_X86_IMAGES  # dedupe preserving order
@@ -85,6 +95,7 @@ def collect_images_for_arch(arch_normalized: str) -> 
List[str]:
         raise SystemExit(f"Unsupported arch: {arch_normalized!r}")
     return imgs
 
+
 def build_docker_cmd(workspace: str, image: str, release: bool = False) -> 
List[str]:
     workspace = os.path.abspath(workspace)
     python_versions = RELEASE_PYTHON_VERSIONS if release else 
DEFAULT_PYTHON_VERSIONS
@@ -93,11 +104,18 @@ def build_docker_cmd(workspace: str, image: str, release: 
bool = False) -> List[
     github_ref_name = os.environ.get("GITHUB_REF_NAME", "")
 
     cmd = [
-        "docker", "run", "-i", "--rm",
-        "-v", f"{workspace}:/work", # (v)olume
-        "-w", "/work",  # (w)orking directory
-        "-e", f"PYTHON_VERSIONS={python_versions}", # (e)nvironment variables
-        "-e", f"RELEASE_BUILD={'1' if release else '0'}"
+        "docker",
+        "run",
+        "-i",
+        "--rm",
+        "-v",
+        f"{workspace}:/work",  # (v)olume
+        "-w",
+        "/work",  # (w)orking directory
+        "-e",
+        f"PYTHON_VERSIONS={python_versions}",  # (e)nvironment variables
+        "-e",
+        f"RELEASE_BUILD={'1' if release else '0'}",
     ]
 
     # Pass GitHub reference name if available
@@ -107,7 +125,10 @@ def build_docker_cmd(workspace: str, image: str, release: 
bool = False) -> List[
     cmd.extend([image, "bash", CONTAINER_SCRIPT_PATH])
     return cmd
 
-def run_for_images(images: List[str], workspace: str, dry_run: bool, release: 
bool = False) -> int:
+
+def run_for_images(
+    images: List[str], workspace: str, dry_run: bool, release: bool = False
+) -> int:
     rc_overall = 0
     for image in images:
         docker_cmd = build_docker_cmd(workspace, image, release=release)
@@ -118,7 +139,10 @@ def run_for_images(images: List[str], workspace: str, 
dry_run: bool, release: bo
         try:
             completed = subprocess.run(docker_cmd)
             if completed.returncode != 0:
-                print(f"Container {image} exited with {completed.returncode}", 
file=sys.stderr)
+                print(
+                    f"Container {image} exited with {completed.returncode}",
+                    file=sys.stderr,
+                )
                 rc_overall = completed.returncode if rc_overall == 0 else 
rc_overall
             else:
                 print(f"Container {image} completed successfully.")
@@ -130,6 +154,7 @@ def run_for_images(images: List[str], workspace: str, 
dry_run: bool, release: bo
             return 2
     return rc_overall
 
+
 def main() -> int:
     args = parse_args()
     arch = normalize_arch(args.arch)
@@ -148,5 +173,6 @@ def main() -> int:
     print(f"Selected images for arch {args.arch}: {images}")
     return run_for_images(images, workspace, args.dry_run, 
release=args.release)
 
+
 if __name__ == "__main__":
     sys.exit(main())
diff --git a/ci/run_ci.sh b/ci/run_ci.sh
index 4c9c0c142..0d1f90dda 100755
--- a/ci/run_ci.sh
+++ b/ci/run_ci.sh
@@ -289,9 +289,24 @@ case $1 in
       set -e
       rustup component add clippy-preview
       rustup component add rustfmt
+      echo "Installing protoc for protobuf compilation"
+      if command -v apt-get >/dev/null; then
+        sudo apt-get update
+        sudo apt-get install -y protobuf-compiler
+      elif command -v brew >/dev/null; then
+        brew install protobuf
+      elif command -v yum >/dev/null; then
+        sudo yum install -y protobuf-compiler
+      else
+        echo "Package manager not found, downloading protoc binary"
+        curl -LO 
https://github.com/protocolbuffers/protobuf/releases/download/v21.12/protoc-21.12-linux-x86_64.zip
+        unzip protoc-21.12-linux-x86_64.zip -d protoc
+        sudo mv protoc/bin/* /usr/local/bin/
+        sudo mv protoc/include/* /usr/local/include/
+      fi
       echo "Executing fory rust tests"
       cd "$ROOT/rust"
-      cargo doc --no-deps --document-private-items --all-features --open
+      cargo doc --no-deps --document-private-items --all-features
       cargo fmt --all -- --check
       cargo fmt --all
       cargo clippy --workspace --all-features --all-targets
diff --git a/ci/tasks/rust.py b/ci/tasks/rust.py
index 6ef968801..ab10ca97d 100644
--- a/ci/tasks/rust.py
+++ b/ci/tasks/rust.py
@@ -24,6 +24,38 @@ def run():
     logging.info("Executing fory rust tests")
     common.cd_project_subdir("rust")
 
+    # Install protoc for protobuf compilation
+    try:
+        if common.is_windows():
+            raise Exception("Not supported on Windows")
+        else:
+            # On Linux/macOS, install via package manager
+            logging.info("Installing protoc")
+            import shutil
+
+            if shutil.which("apt-get"):
+                # Ubuntu/Debian
+                common.exec_cmd("sudo apt-get update")
+                common.exec_cmd("sudo apt-get install -y protobuf-compiler")
+            elif shutil.which("brew"):
+                # macOS
+                common.exec_cmd("brew install protobuf")
+            elif shutil.which("yum"):
+                # CentOS/RHEL
+                common.exec_cmd("sudo yum install -y protobuf-compiler")
+            else:
+                # Fallback: download binary
+                logging.info("Package manager not found, downloading protoc 
binary")
+                common.exec_cmd(
+                    "curl -LO 
https://github.com/protocolbuffers/protobuf/releases/download/v21.12/protoc-21.12-linux-x86_64.zip";
+                )
+                common.exec_cmd("unzip protoc-21.12-linux-x86_64.zip -d 
protoc")
+                common.exec_cmd("sudo mv protoc/bin/* /usr/local/bin/")
+                common.exec_cmd("sudo mv protoc/include/* /usr/local/include/")
+    except Exception as e:
+        logging.warning(f"Failed to install protoc: {e}")
+        logging.warning("Continuing without protoc - benchmarks may fail")
+
     # From run_ci.sh, we should also add rustup components
     try:
         common.exec_cmd("rustup component add clippy-preview")
@@ -33,7 +65,7 @@ def run():
         logging.warning("Continuing with existing components")
 
     cmds = (
-        "cargo doc --no-deps --document-private-items --all-features --open",
+        "cargo doc --no-deps --document-private-items --all-features",
         "cargo fmt --all -- --check",
         "cargo fmt --all",
         "cargo clippy --workspace --all-features --all-targets -- -D warnings",
diff --git a/rust/.gitignore b/rust/.gitignore
index 06aba01b6..1f4635074 100644
--- a/rust/.gitignore
+++ b/rust/.gitignore
@@ -1,2 +1,3 @@
 Cargo.lock
 /target
+**/generated
\ No newline at end of file
diff --git a/rust/Cargo.toml b/rust/Cargo.toml
index 8d75b5bdf..b5cf9daba 100644
--- a/rust/Cargo.toml
+++ b/rust/Cargo.toml
@@ -20,7 +20,8 @@ members = [
     "fory-core",
     "fory",
     "fory-derive",
-    "tests"
+    "tests",
+    "benches"
 ]
 
 exclude = [
diff --git a/rust/README.md b/rust/README.md
index b69bf6cea..13043cd59 100644
--- a/rust/README.md
+++ b/rust/README.md
@@ -210,6 +210,12 @@ Fory is designed to work across multiple programming 
languages, making it ideal
 - **Data pipelines** spanning multiple language ecosystems
 - **API communication** between different technology stacks
 
+## Benchmark
+
+```bash
+cargo bench --package fory-benchmarks
+```
+
 ## 🛠️ Development Status
 
 Fory Rust implementation roadmap:
diff --git a/rust/Cargo.toml b/rust/benches/Cargo.toml
similarity index 61%
copy from rust/Cargo.toml
copy to rust/benches/Cargo.toml
index 8d75b5bdf..413415071 100644
--- a/rust/Cargo.toml
+++ b/rust/benches/Cargo.toml
@@ -15,26 +15,27 @@
 # specific language governing permissions and limitations
 # under the License.
 
-[workspace]
-members = [
-    "fory-core",
-    "fory",
-    "fory-derive",
-    "tests"
-]
+[package]
+name = "fory-benchmarks"
+version = "0.1.0"
+edition = "2021"
 
-exclude = [
-    "fuzz"
-]
+[[bench]]
+name = "serialization_bench"
+path = "benches/serialization_bench.rs"
+harness = false
 
-resolver = "2"
+[dependencies]
+fory = { path = "../fory" }
+fory-core = { path = "../fory-core" }
+fory-derive = { path = "../fory-derive" }
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+chrono = { version = "0.4", features = ["serde"] }
+prost = "0.12"
+prost-types = "0.12"
+rand = "0.8"
+criterion = "0.5"
 
-[workspace.package]
-version = "0.13.0"
-rust-version = "1.70"
-license = "Apache-2.0"
-readme = "README.md"
-repository = "https://github.com/apache/fory";
-edition = "2021"
-keywords = ["fory", "data", "serialization"]
-categories = ["encoding"]
+[build-dependencies]
+prost-build = "0.12"
diff --git a/rust/benches/benches/serialization_bench.rs 
b/rust/benches/benches/serialization_bench.rs
new file mode 100644
index 000000000..e46876935
--- /dev/null
+++ b/rust/benches/benches/serialization_bench.rs
@@ -0,0 +1,22 @@
+// 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 criterion::{criterion_group, criterion_main};
+use fory_benchmarks::run_serialization_benchmarks;
+
+criterion_group!(benches, run_serialization_benchmarks);
+criterion_main!(benches);
diff --git a/rust/benches/build.rs b/rust/benches/build.rs
new file mode 100644
index 000000000..f50f94428
--- /dev/null
+++ b/rust/benches/build.rs
@@ -0,0 +1,51 @@
+// 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::path::Path;
+
+fn main() {
+    println!("cargo:warning=Build script running");
+    println!(
+        "cargo:warning=OUT_DIR: {}",
+        std::env::var("OUT_DIR").unwrap()
+    );
+
+    let proto_files = [
+        "proto/simple.proto",
+        "proto/medium.proto",
+        "proto/complex.proto",
+        "proto/realworld.proto",
+    ];
+
+    for proto_file in &proto_files {
+        if Path::new(proto_file).exists() {
+            println!("cargo:rerun-if-changed={}", proto_file);
+            println!("cargo:warning=Found proto file: {}", proto_file);
+        } else {
+            println!("cargo:warning=Proto file not found: {}", proto_file);
+        }
+    }
+
+    let mut config = prost_build::Config::new();
+    // Don't set out_dir, use the default OUT_DIR
+
+    println!("cargo:warning=About to compile protobuf files");
+    config
+        .compile_protos(&proto_files, &["proto/"])
+        .expect("Failed to compile protobuf files");
+    println!("cargo:warning=Protobuf compilation completed");
+}
diff --git a/rust/benches/proto/complex.proto b/rust/benches/proto/complex.proto
new file mode 100644
index 000000000..23e929c0e
--- /dev/null
+++ b/rust/benches/proto/complex.proto
@@ -0,0 +1,65 @@
+/*
+ * 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.
+ */
+ 
+syntax = "proto3";
+
+package complex;
+
+import "google/protobuf/timestamp.proto";
+
+message Product {
+    string id = 1;
+    string name = 2;
+    double price = 3;
+    repeated string categories = 4;
+    map<string, string> attributes = 5;
+}
+
+message OrderItem {
+    Product product = 1;
+    int32 quantity = 2;
+    double unit_price = 3;
+    map<string, string> customizations = 4;
+}
+
+message Customer {
+    string id = 1;
+    string name = 2;
+    string email = 3;
+    repeated string phone_numbers = 4;
+    map<string, string> preferences = 5;
+    google.protobuf.Timestamp member_since = 6;
+}
+
+message Order {
+    string id = 1;
+    Customer customer = 2;
+    repeated OrderItem items = 3;
+    double total_amount = 4;
+    string status = 5;
+    google.protobuf.Timestamp order_date = 6;
+    map<string, string> metadata = 7;
+}
+
+message ProtoECommerceData {
+    repeated Order orders = 1;
+    repeated Customer customers = 2;
+    repeated Product products = 3;
+    map<string, Order> order_lookup = 4;
+}
diff --git a/rust/benches/proto/medium.proto b/rust/benches/proto/medium.proto
new file mode 100644
index 000000000..dd229e6aa
--- /dev/null
+++ b/rust/benches/proto/medium.proto
@@ -0,0 +1,47 @@
+/*
+ * 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.
+ */
+ 
+syntax = "proto3";
+
+package medium;
+
+import "google/protobuf/timestamp.proto";
+
+message Address {
+    string street = 1;
+    string city = 2;
+    string country = 3;
+    string zip_code = 4;
+}
+
+message ProtoPerson {
+    string name = 1;
+    int32 age = 2;
+    Address address = 3;
+    repeated string hobbies = 4;
+    map<string, string> metadata = 5;
+    google.protobuf.Timestamp created_at = 6;
+}
+
+message ProtoCompany {
+    string name = 1;
+    repeated ProtoPerson employees = 2;
+    map<string, Address> offices = 3;
+    bool is_public = 4;
+}
diff --git a/rust/benches/proto/realworld.proto 
b/rust/benches/proto/realworld.proto
new file mode 100644
index 000000000..fc8d6a903
--- /dev/null
+++ b/rust/benches/proto/realworld.proto
@@ -0,0 +1,73 @@
+/*
+ * 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.
+ */
+ 
+syntax = "proto3";
+
+package realworld;
+
+import "google/protobuf/timestamp.proto";
+
+message LogLevel {
+    enum Level {
+        UNKNOWN = 0;
+        DEBUG = 1;
+        INFO = 2;
+        WARN = 3;
+        ERROR = 4;
+        FATAL = 5;
+    }
+    Level level = 1;
+}
+
+message LogEntry {
+    string id = 1;
+    LogLevel.Level level = 2;
+    string message = 3;
+    string service = 4;
+    google.protobuf.Timestamp timestamp = 5;
+    map<string, string> context = 6;
+    repeated string tags = 7;
+    double duration_ms = 8;
+}
+
+message UserProfile {
+    string user_id = 1;
+    string username = 2;
+    string email = 3;
+    map<string, string> preferences = 4;
+    repeated string permissions = 5;
+    google.protobuf.Timestamp last_login = 6;
+    bool is_active = 7;
+}
+
+message APIMetrics {
+    string endpoint = 1;
+    int64 request_count = 2;
+    double avg_response_time = 3;
+    int64 error_count = 4;
+    map<string, int64> status_codes = 5;
+    google.protobuf.Timestamp measured_at = 6;
+}
+
+message ProtoSystemData {
+    repeated LogEntry logs = 1;
+    repeated UserProfile users = 2;
+    repeated APIMetrics metrics = 3;
+    map<string, string> system_info = 4;
+}
diff --git a/rust/benches/proto/simple.proto b/rust/benches/proto/simple.proto
new file mode 100644
index 000000000..f8b080bff
--- /dev/null
+++ b/rust/benches/proto/simple.proto
@@ -0,0 +1,39 @@
+/*
+ * 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.
+ */
+ 
+syntax = "proto3";
+
+package simple;
+
+message ProtoSimpleStruct {
+    int32 id = 1;
+    string name = 2;
+    bool active = 3;
+    double score = 4;
+}
+
+message ProtoSimpleList {
+    repeated int32 numbers = 1;
+    repeated string names = 2;
+}
+
+message ProtoSimpleMap {
+    map<string, int32> string_to_int = 1;
+    map<int32, string> int_to_string = 2;
+}
diff --git a/rust/benches/src/lib.rs b/rust/benches/src/lib.rs
new file mode 100644
index 000000000..4d956129f
--- /dev/null
+++ b/rust/benches/src/lib.rs
@@ -0,0 +1,327 @@
+// 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.
+
+pub mod models;
+pub mod serializers;
+
+// Include generated protobuf code
+include!(concat!(env!("OUT_DIR"), "/simple.rs"));
+include!(concat!(env!("OUT_DIR"), "/medium.rs"));
+include!(concat!(env!("OUT_DIR"), "/complex.rs"));
+include!(concat!(env!("OUT_DIR"), "/realworld.rs"));
+
+// Benchmark function implementation
+use criterion::{black_box, BenchmarkId, Criterion};
+use models::{
+    complex::ECommerceData,
+    medium::{Company, Person},
+    realworld::SystemData,
+    simple::{SimpleList, SimpleMap, SimpleStruct},
+    TestDataGenerator,
+};
+use serializers::{
+    fury::FurySerializer, json::JsonSerializer, protobuf::ProtobufSerializer, 
Serializer,
+};
+
+pub fn run_serialization_benchmarks(c: &mut Criterion) {
+    let fury_serializer = FurySerializer::new();
+    let protobuf_serializer = ProtobufSerializer::new();
+    let json_serializer = JsonSerializer::new();
+
+    // Simple struct benchmarks
+    run_benchmark_group::<SimpleStruct>(
+        c,
+        "simple_struct",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // Simple list benchmarks
+    run_benchmark_group::<SimpleList>(
+        c,
+        "simple_list",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // Simple map benchmarks
+    run_benchmark_group::<SimpleMap>(
+        c,
+        "simple_map",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // Person benchmarks
+    run_benchmark_group::<Person>(
+        c,
+        "person",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // Company benchmarks
+    run_benchmark_group::<Company>(
+        c,
+        "company",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // ECommerce data benchmarks
+    run_benchmark_group::<ECommerceData>(
+        c,
+        "ecommerce_data",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+
+    // System data benchmarks
+    run_benchmark_group::<SystemData>(
+        c,
+        "system_data",
+        &fury_serializer,
+        &protobuf_serializer,
+        &json_serializer,
+    );
+}
+
+fn run_benchmark_group<T>(
+    c: &mut Criterion,
+    group_name: &str,
+    fury_serializer: &FurySerializer,
+    protobuf_serializer: &ProtobufSerializer,
+    json_serializer: &JsonSerializer,
+) where
+    T: TestDataGenerator<Data = T> + Clone + PartialEq,
+    FurySerializer: Serializer<T>,
+    ProtobufSerializer: Serializer<T>,
+    JsonSerializer: Serializer<T>,
+{
+    let mut group = c.benchmark_group(group_name);
+
+    // Test data sizes
+    let small_data = T::generate_small();
+    let medium_data = T::generate_medium();
+    let large_data = T::generate_large();
+
+    // Fury serialization benchmarks
+    group.bench_with_input(
+        BenchmarkId::new("fury_serialize", "small"),
+        &small_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("fury_serialize", "medium"),
+        &medium_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("fury_serialize", "large"),
+        &large_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    // Fury deserialization benchmarks
+    let small_serialized = fury_serializer.serialize(&small_data).unwrap();
+    let medium_serialized = fury_serializer.serialize(&medium_data).unwrap();
+    let large_serialized = fury_serializer.serialize(&large_data).unwrap();
+
+    group.bench_with_input(
+        BenchmarkId::new("fury_deserialize", "small"),
+        &small_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("fury_deserialize", "medium"),
+        &medium_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("fury_deserialize", "large"),
+        &large_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(fury_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    // Protobuf serialization benchmarks
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_serialize", "small"),
+        &small_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_serialize", "medium"),
+        &medium_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_serialize", "large"),
+        &large_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    // Protobuf deserialization benchmarks
+    let small_protobuf_serialized = 
protobuf_serializer.serialize(&small_data).unwrap();
+    let medium_protobuf_serialized = 
protobuf_serializer.serialize(&medium_data).unwrap();
+    let large_protobuf_serialized = 
protobuf_serializer.serialize(&large_data).unwrap();
+
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_deserialize", "small"),
+        &small_protobuf_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_deserialize", "medium"),
+        &medium_protobuf_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("protobuf_deserialize", "large"),
+        &large_protobuf_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(protobuf_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    // JSON serialization benchmarks
+    group.bench_with_input(
+        BenchmarkId::new("json_serialize", "small"),
+        &small_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("json_serialize", "medium"),
+        &medium_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("json_serialize", "large"),
+        &large_data,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.serialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    // JSON deserialization benchmarks
+    let small_json_serialized = 
json_serializer.serialize(&small_data).unwrap();
+    let medium_json_serialized = 
json_serializer.serialize(&medium_data).unwrap();
+    let large_json_serialized = 
json_serializer.serialize(&large_data).unwrap();
+
+    group.bench_with_input(
+        BenchmarkId::new("json_deserialize", "small"),
+        &small_json_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("json_deserialize", "medium"),
+        &medium_json_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.bench_with_input(
+        BenchmarkId::new("json_deserialize", "large"),
+        &large_json_serialized,
+        |b, data| {
+            b.iter(|| {
+                let _ = 
black_box(json_serializer.deserialize(black_box(data)).unwrap());
+            })
+        },
+    );
+
+    group.finish();
+}
diff --git a/rust/benches/src/models/complex.rs 
b/rust/benches/src/models/complex.rs
new file mode 100644
index 000000000..0b66db9dc
--- /dev/null
+++ b/rust/benches/src/models/complex.rs
@@ -0,0 +1,508 @@
+// 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 crate::models::{generate_random_string, generate_random_strings, 
TestDataGenerator};
+use chrono::{DateTime, NaiveDateTime, Utc};
+use fory_derive::Fory;
+use serde::{Deserialize, Serialize};
+use std::collections::HashMap;
+
+// Fury models
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryProduct {
+    pub id: String,
+    pub name: String,
+    pub price: f64,
+    pub categories: Vec<String>,
+    pub attributes: HashMap<String, String>,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryOrderItem {
+    pub product: FuryProduct,
+    pub quantity: i32,
+    pub unit_price: f64,
+    pub customizations: HashMap<String, String>,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryCustomer {
+    pub id: String,
+    pub name: String,
+    pub email: String,
+    pub phone_numbers: Vec<String>,
+    pub preferences: HashMap<String, String>,
+    pub member_since: NaiveDateTime,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryOrder {
+    pub id: String,
+    pub customer: FuryCustomer,
+    pub items: Vec<FuryOrderItem>,
+    pub total_amount: f64,
+    pub status: String,
+    pub order_date: NaiveDateTime,
+    pub metadata: HashMap<String, String>,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct ECommerceData {
+    pub orders: Vec<FuryOrder>,
+    pub customers: Vec<FuryCustomer>,
+    pub products: Vec<FuryProduct>,
+    pub order_lookup: HashMap<String, FuryOrder>,
+}
+
+// Serde models
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeProduct {
+    pub id: String,
+    pub name: String,
+    pub price: f64,
+    pub categories: Vec<String>,
+    pub attributes: HashMap<String, String>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeOrderItem {
+    pub product: SerdeProduct,
+    pub quantity: i32,
+    pub unit_price: f64,
+    pub customizations: HashMap<String, String>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeCustomer {
+    pub id: String,
+    pub name: String,
+    pub email: String,
+    pub phone_numbers: Vec<String>,
+    pub preferences: HashMap<String, String>,
+    pub member_since: DateTime<Utc>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeOrder {
+    pub id: String,
+    pub customer: SerdeCustomer,
+    pub items: Vec<SerdeOrderItem>,
+    pub total_amount: f64,
+    pub status: String,
+    pub order_date: DateTime<Utc>,
+    pub metadata: HashMap<String, String>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeECommerceData {
+    pub orders: Vec<SerdeOrder>,
+    pub customers: Vec<SerdeCustomer>,
+    pub products: Vec<SerdeProduct>,
+    pub order_lookup: HashMap<String, SerdeOrder>,
+}
+
+impl TestDataGenerator for ECommerceData {
+    type Data = ECommerceData;
+
+    fn generate_small() -> Self::Data {
+        let product = FuryProduct {
+            id: "prod_1".to_string(),
+            name: "Laptop".to_string(),
+            price: 999.99,
+            categories: vec!["Electronics".to_string(), 
"Computers".to_string()],
+            attributes: HashMap::from([
+                ("brand".to_string(), "TechCorp".to_string()),
+                ("model".to_string(), "X1".to_string()),
+            ]),
+        };
+
+        let customer = FuryCustomer {
+            id: "cust_1".to_string(),
+            name: "John Doe".to_string(),
+            email: "[email protected]".to_string(),
+            phone_numbers: vec!["+1234567890".to_string()],
+            preferences: HashMap::from([
+                ("language".to_string(), "en".to_string()),
+                ("currency".to_string(), "USD".to_string()),
+            ]),
+            member_since: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+        };
+
+        let order_item = FuryOrderItem {
+            product: product.clone(),
+            quantity: 1,
+            unit_price: 999.99,
+            customizations: HashMap::from([("color".to_string(), 
"black".to_string())]),
+        };
+
+        let order = FuryOrder {
+            id: "order_1".to_string(),
+            customer: customer.clone(),
+            items: vec![order_item],
+            total_amount: 999.99,
+            status: "completed".to_string(),
+            order_date: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+            metadata: HashMap::from([("payment_method".to_string(), 
"credit_card".to_string())]),
+        };
+
+        let mut order_lookup = HashMap::new();
+        order_lookup.insert(order.id.clone(), order.clone());
+
+        ECommerceData {
+            orders: vec![order],
+            customers: vec![customer],
+            products: vec![product],
+            order_lookup,
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        let mut products = Vec::new();
+        let mut customers = Vec::new();
+        let mut orders = Vec::new();
+        let mut order_lookup = HashMap::new();
+
+        // Generate 20 products
+        for i in 1..=20 {
+            let product = FuryProduct {
+                id: format!("prod_{}", i),
+                name: generate_random_string(30),
+                price: (i as f64) * 50.0,
+                categories: generate_random_strings(3, 15),
+                attributes: {
+                    let mut map = HashMap::new();
+                    for j in 1..=5 {
+                        map.insert(format!("attr_{}", j), 
generate_random_string(20));
+                    }
+                    map
+                },
+            };
+            products.push(product);
+        }
+
+        // Generate 10 customers
+        for i in 1..=10 {
+            let customer = FuryCustomer {
+                id: format!("cust_{}", i),
+                name: generate_random_string(40),
+                email: format!("user{}@example.com", i),
+                phone_numbers: generate_random_strings(2, 12),
+                preferences: {
+                    let mut map = HashMap::new();
+                    for j in 1..=10 {
+                        map.insert(format!("pref_{}", j), 
generate_random_string(15));
+                    }
+                    map
+                },
+                member_since: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+            };
+            customers.push(customer);
+        }
+
+        // Generate 15 orders
+        for i in 1..=15 {
+            let customer = customers[i % customers.len()].clone();
+            let mut items = Vec::new();
+            let mut total = 0.0;
+
+            for j in 1..=3 {
+                let product = products[j % products.len()].clone();
+                let quantity = ((j % 5) + 1) as i32;
+                let unit_price = product.price;
+                total += unit_price * quantity as f64;
+
+                let item = FuryOrderItem {
+                    product,
+                    quantity,
+                    unit_price,
+                    customizations: {
+                        let mut map = HashMap::new();
+                        for k in 1..=3 {
+                            map.insert(format!("custom_{}", k), 
generate_random_string(10));
+                        }
+                        map
+                    },
+                };
+                items.push(item);
+            }
+
+            let order = FuryOrder {
+                id: format!("order_{}", i),
+                customer,
+                items,
+                total_amount: total,
+                status: if i % 3 == 0 {
+                    "pending".to_string()
+                } else {
+                    "completed".to_string()
+                },
+                order_date: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+                metadata: {
+                    let mut map = HashMap::new();
+                    for k in 1..=5 {
+                        map.insert(format!("meta_{}", k), 
generate_random_string(20));
+                    }
+                    map
+                },
+            };
+
+            order_lookup.insert(order.id.clone(), order.clone());
+            orders.push(order);
+        }
+
+        ECommerceData {
+            orders,
+            customers,
+            products,
+            order_lookup,
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        let mut products = Vec::new();
+        let mut customers = Vec::new();
+        let mut orders = Vec::new();
+        let mut order_lookup = HashMap::new();
+
+        // Generate 100 products
+        for i in 1..=100 {
+            let product = FuryProduct {
+                id: format!("prod_{}", i),
+                name: generate_random_string(50),
+                price: (i as f64) * 25.0,
+                categories: generate_random_strings(5, 20),
+                attributes: {
+                    let mut map = HashMap::new();
+                    for j in 1..=10 {
+                        map.insert(format!("attr_{}", j), 
generate_random_string(30));
+                    }
+                    map
+                },
+            };
+            products.push(product);
+        }
+
+        // Generate 50 customers
+        for i in 1..=50 {
+            let customer = FuryCustomer {
+                id: format!("cust_{}", i),
+                name: generate_random_string(60),
+                email: format!("user{}@example.com", i),
+                phone_numbers: generate_random_strings(3, 15),
+                preferences: {
+                    let mut map = HashMap::new();
+                    for j in 1..=20 {
+                        map.insert(format!("pref_{}", j), 
generate_random_string(25));
+                    }
+                    map
+                },
+                member_since: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+            };
+            customers.push(customer);
+        }
+
+        // Generate 100 orders
+        for i in 1..=100 {
+            let customer = customers[i % customers.len()].clone();
+            let mut items = Vec::new();
+            let mut total = 0.0;
+
+            for j in 1..=5 {
+                let product = products[j % products.len()].clone();
+                let quantity = ((j % 10) + 1) as i32;
+                let unit_price = product.price;
+                total += unit_price * quantity as f64;
+
+                let item = FuryOrderItem {
+                    product,
+                    quantity,
+                    unit_price,
+                    customizations: {
+                        let mut map = HashMap::new();
+                        for k in 1..=5 {
+                            map.insert(format!("custom_{}", k), 
generate_random_string(20));
+                        }
+                        map
+                    },
+                };
+                items.push(item);
+            }
+
+            let order = FuryOrder {
+                id: format!("order_{}", i),
+                customer,
+                items,
+                total_amount: total,
+                status: if i % 4 == 0 {
+                    "pending".to_string()
+                } else {
+                    "completed".to_string()
+                },
+                order_date: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+                metadata: {
+                    let mut map = HashMap::new();
+                    for k in 1..=10 {
+                        map.insert(format!("meta_{}", k), 
generate_random_string(30));
+                    }
+                    map
+                },
+            };
+
+            order_lookup.insert(order.id.clone(), order.clone());
+            orders.push(order);
+        }
+
+        ECommerceData {
+            orders,
+            customers,
+            products,
+            order_lookup,
+        }
+    }
+}
+
+// Conversion functions for Serde
+impl From<FuryProduct> for SerdeProduct {
+    fn from(f: FuryProduct) -> Self {
+        SerdeProduct {
+            id: f.id,
+            name: f.name,
+            price: f.price,
+            categories: f.categories,
+            attributes: f.attributes,
+        }
+    }
+}
+
+impl From<FuryOrderItem> for SerdeOrderItem {
+    fn from(f: FuryOrderItem) -> Self {
+        SerdeOrderItem {
+            product: f.product.into(),
+            quantity: f.quantity,
+            unit_price: f.unit_price,
+            customizations: f.customizations,
+        }
+    }
+}
+
+impl From<FuryCustomer> for SerdeCustomer {
+    fn from(f: FuryCustomer) -> Self {
+        SerdeCustomer {
+            id: f.id,
+            name: f.name,
+            email: f.email,
+            phone_numbers: f.phone_numbers,
+            preferences: f.preferences,
+            member_since: f.member_since.and_utc(),
+        }
+    }
+}
+
+impl From<FuryOrder> for SerdeOrder {
+    fn from(f: FuryOrder) -> Self {
+        SerdeOrder {
+            id: f.id,
+            customer: f.customer.into(),
+            items: f.items.into_iter().map(|i| i.into()).collect(),
+            total_amount: f.total_amount,
+            status: f.status,
+            order_date: f.order_date.and_utc(),
+            metadata: f.metadata,
+        }
+    }
+}
+
+impl From<ECommerceData> for SerdeECommerceData {
+    fn from(f: ECommerceData) -> Self {
+        SerdeECommerceData {
+            orders: f.orders.into_iter().map(|o| o.into()).collect(),
+            customers: f.customers.into_iter().map(|c| c.into()).collect(),
+            products: f.products.into_iter().map(|p| p.into()).collect(),
+            order_lookup: f
+                .order_lookup
+                .into_iter()
+                .map(|(k, v)| (k, v.into()))
+                .collect(),
+        }
+    }
+}
+
+// Reverse conversions from Serde to Fury
+impl From<SerdeProduct> for FuryProduct {
+    fn from(s: SerdeProduct) -> Self {
+        FuryProduct {
+            id: s.id,
+            name: s.name,
+            price: s.price,
+            categories: s.categories,
+            attributes: s.attributes,
+        }
+    }
+}
+
+impl From<SerdeOrderItem> for FuryOrderItem {
+    fn from(s: SerdeOrderItem) -> Self {
+        FuryOrderItem {
+            product: s.product.into(),
+            quantity: s.quantity,
+            unit_price: s.unit_price,
+            customizations: s.customizations,
+        }
+    }
+}
+
+impl From<SerdeCustomer> for FuryCustomer {
+    fn from(s: SerdeCustomer) -> Self {
+        FuryCustomer {
+            id: s.id,
+            name: s.name,
+            email: s.email,
+            phone_numbers: s.phone_numbers,
+            preferences: s.preferences,
+            member_since: s.member_since.naive_utc(),
+        }
+    }
+}
+
+impl From<SerdeOrder> for FuryOrder {
+    fn from(s: SerdeOrder) -> Self {
+        FuryOrder {
+            id: s.id,
+            customer: s.customer.into(),
+            items: s.items.into_iter().map(|i| i.into()).collect(),
+            total_amount: s.total_amount,
+            status: s.status,
+            order_date: s.order_date.naive_utc(),
+            metadata: s.metadata,
+        }
+    }
+}
+
+impl From<SerdeECommerceData> for ECommerceData {
+    fn from(s: SerdeECommerceData) -> Self {
+        ECommerceData {
+            orders: s.orders.into_iter().map(|o| o.into()).collect(),
+            customers: s.customers.into_iter().map(|c| c.into()).collect(),
+            products: s.products.into_iter().map(|p| p.into()).collect(),
+            order_lookup: s
+                .order_lookup
+                .into_iter()
+                .map(|(k, v)| (k, v.into()))
+                .collect(),
+        }
+    }
+}
diff --git a/rust/benches/src/models/medium.rs 
b/rust/benches/src/models/medium.rs
new file mode 100644
index 000000000..e5a72bbe3
--- /dev/null
+++ b/rust/benches/src/models/medium.rs
@@ -0,0 +1,294 @@
+// 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 crate::models::{generate_random_string, generate_random_strings, 
TestDataGenerator};
+use chrono::{DateTime, NaiveDateTime, Utc};
+use fory_derive::Fory;
+use serde::{Deserialize, Serialize};
+use std::collections::HashMap;
+
+// Fury models
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryAddress {
+    pub street: String,
+    pub city: String,
+    pub country: String,
+    pub zip_code: String,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct Person {
+    pub name: String,
+    pub age: i32,
+    pub address: FuryAddress,
+    pub hobbies: Vec<String>,
+    pub metadata: HashMap<String, String>,
+    pub created_at: NaiveDateTime,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct Company {
+    pub name: String,
+    pub employees: Vec<Person>,
+    pub offices: HashMap<String, FuryAddress>,
+    pub is_public: bool,
+}
+
+// Serde models
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeAddress {
+    pub street: String,
+    pub city: String,
+    pub country: String,
+    pub zip_code: String,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdePerson {
+    pub name: String,
+    pub age: i32,
+    pub address: SerdeAddress,
+    pub hobbies: Vec<String>,
+    pub metadata: HashMap<String, String>,
+    pub created_at: DateTime<Utc>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeCompany {
+    pub name: String,
+    pub employees: Vec<SerdePerson>,
+    pub offices: HashMap<String, SerdeAddress>,
+    pub is_public: bool,
+}
+
+impl TestDataGenerator for Person {
+    type Data = Person;
+
+    fn generate_small() -> Self::Data {
+        Person {
+            name: "John Doe".to_string(),
+            age: 30,
+            address: FuryAddress {
+                street: "123 Main St".to_string(),
+                city: "New York".to_string(),
+                country: "USA".to_string(),
+                zip_code: "10001".to_string(),
+            },
+            hobbies: vec!["reading".to_string(), "coding".to_string()],
+            metadata: HashMap::from([
+                ("department".to_string(), "engineering".to_string()),
+                ("level".to_string(), "senior".to_string()),
+            ]),
+            created_at: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        Person {
+            name: generate_random_string(30),
+            age: 35,
+            address: FuryAddress {
+                street: generate_random_string(50),
+                city: generate_random_string(20),
+                country: generate_random_string(15),
+                zip_code: generate_random_string(10),
+            },
+            hobbies: generate_random_strings(10, 15),
+            metadata: {
+                let mut map = HashMap::new();
+                for i in 1..=20 {
+                    map.insert(format!("key_{}", i), 
generate_random_string(20));
+                }
+                map
+            },
+            created_at: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        Person {
+            name: generate_random_string(100),
+            age: 40,
+            address: FuryAddress {
+                street: generate_random_string(100),
+                city: generate_random_string(50),
+                country: generate_random_string(30),
+                zip_code: generate_random_string(20),
+            },
+            hobbies: generate_random_strings(50, 25),
+            metadata: {
+                let mut map = HashMap::new();
+                for i in 1..=100 {
+                    map.insert(format!("key_{}", i), 
generate_random_string(50));
+                }
+                map
+            },
+            created_at: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+        }
+    }
+}
+
+impl TestDataGenerator for Company {
+    type Data = Company;
+
+    fn generate_small() -> Self::Data {
+        Company {
+            name: "Tech Corp".to_string(),
+            employees: vec![Person::generate_small()],
+            offices: HashMap::from([(
+                "HQ".to_string(),
+                FuryAddress {
+                    street: "456 Tech Ave".to_string(),
+                    city: "San Francisco".to_string(),
+                    country: "USA".to_string(),
+                    zip_code: "94105".to_string(),
+                },
+            )]),
+            is_public: true,
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        let mut employees = Vec::new();
+        for i in 1..=10 {
+            let mut person = Person::generate_medium();
+            person.name = format!("Employee_{}", i);
+            employees.push(person);
+        }
+
+        let mut offices = HashMap::new();
+        for i in 1..=5 {
+            offices.insert(
+                format!("Office_{}", i),
+                FuryAddress {
+                    street: generate_random_string(50),
+                    city: generate_random_string(20),
+                    country: generate_random_string(15),
+                    zip_code: generate_random_string(10),
+                },
+            );
+        }
+
+        Company {
+            name: generate_random_string(50),
+            employees,
+            offices,
+            is_public: true,
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        let mut employees = Vec::new();
+        for i in 1..=100 {
+            let mut person = Person::generate_large();
+            person.name = format!("Employee_{}", i);
+            employees.push(person);
+        }
+
+        let mut offices = HashMap::new();
+        for i in 1..=20 {
+            offices.insert(
+                format!("Office_{}", i),
+                FuryAddress {
+                    street: generate_random_string(100),
+                    city: generate_random_string(50),
+                    country: generate_random_string(30),
+                    zip_code: generate_random_string(20),
+                },
+            );
+        }
+
+        Company {
+            name: generate_random_string(100),
+            employees,
+            offices,
+            is_public: false,
+        }
+    }
+}
+
+// Conversion functions for Serde
+impl From<FuryAddress> for SerdeAddress {
+    fn from(f: FuryAddress) -> Self {
+        SerdeAddress {
+            street: f.street,
+            city: f.city,
+            country: f.country,
+            zip_code: f.zip_code,
+        }
+    }
+}
+
+impl From<Person> for SerdePerson {
+    fn from(f: Person) -> Self {
+        SerdePerson {
+            name: f.name,
+            age: f.age,
+            address: f.address.into(),
+            hobbies: f.hobbies,
+            metadata: f.metadata,
+            created_at: f.created_at.and_utc(),
+        }
+    }
+}
+
+impl From<Company> for SerdeCompany {
+    fn from(f: Company) -> Self {
+        SerdeCompany {
+            name: f.name,
+            employees: f.employees.into_iter().map(|e| e.into()).collect(),
+            offices: f.offices.into_iter().map(|(k, v)| (k, 
v.into())).collect(),
+            is_public: f.is_public,
+        }
+    }
+}
+
+// Reverse conversions from Serde to Fury
+impl From<SerdeAddress> for FuryAddress {
+    fn from(s: SerdeAddress) -> Self {
+        FuryAddress {
+            street: s.street,
+            city: s.city,
+            country: s.country,
+            zip_code: s.zip_code,
+        }
+    }
+}
+
+impl From<SerdePerson> for Person {
+    fn from(s: SerdePerson) -> Self {
+        Person {
+            name: s.name,
+            age: s.age,
+            address: s.address.into(),
+            hobbies: s.hobbies,
+            metadata: s.metadata,
+            created_at: s.created_at.naive_utc(),
+        }
+    }
+}
+
+impl From<SerdeCompany> for Company {
+    fn from(s: SerdeCompany) -> Self {
+        Company {
+            name: s.name,
+            employees: s.employees.into_iter().map(|e| e.into()).collect(),
+            offices: s.offices.into_iter().map(|(k, v)| (k, 
v.into())).collect(),
+            is_public: s.is_public,
+        }
+    }
+}
diff --git a/rust/benches/src/models/mod.rs b/rust/benches/src/models/mod.rs
new file mode 100644
index 000000000..94efc49e5
--- /dev/null
+++ b/rust/benches/src/models/mod.rs
@@ -0,0 +1,45 @@
+// 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.
+
+pub mod complex;
+pub mod medium;
+pub mod realworld;
+pub mod simple;
+
+use rand::Rng;
+
+pub trait TestDataGenerator {
+    type Data;
+    fn generate_small() -> Self::Data;
+    fn generate_medium() -> Self::Data;
+    fn generate_large() -> Self::Data;
+}
+
+pub fn generate_random_string(len: usize) -> String {
+    const CHARSET: &[u8] = 
b"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789";
+    let mut rng = rand::thread_rng();
+    (0..len)
+        .map(|_| {
+            let idx = rng.gen_range(0..CHARSET.len());
+            CHARSET[idx] as char
+        })
+        .collect()
+}
+
+pub fn generate_random_strings(count: usize, len: usize) -> Vec<String> {
+    (0..count).map(|_| generate_random_string(len)).collect()
+}
diff --git a/rust/benches/src/models/realworld.rs 
b/rust/benches/src/models/realworld.rs
new file mode 100644
index 000000000..01f773023
--- /dev/null
+++ b/rust/benches/src/models/realworld.rs
@@ -0,0 +1,440 @@
+// 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 crate::models::{generate_random_string, generate_random_strings, 
TestDataGenerator};
+use chrono::{DateTime, NaiveDateTime, Utc};
+use fory_derive::Fory;
+use serde::{Deserialize, Serialize};
+use std::collections::HashMap;
+
+// Fury models
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryLogEntry {
+    pub id: String,
+    pub level: i32, // 0=DEBUG, 1=INFO, 2=WARN, 3=ERROR, 4=FATAL
+    pub message: String,
+    pub service: String,
+    pub timestamp: NaiveDateTime,
+    pub context: HashMap<String, String>,
+    pub tags: Vec<String>,
+    pub duration_ms: f64,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryUserProfile {
+    pub user_id: String,
+    pub username: String,
+    pub email: String,
+    pub preferences: HashMap<String, String>,
+    pub permissions: Vec<String>,
+    pub last_login: NaiveDateTime,
+    pub is_active: bool,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct FuryAPIMetrics {
+    pub endpoint: String,
+    pub request_count: i64,
+    pub avg_response_time: f64,
+    pub error_count: i64,
+    pub status_codes: HashMap<String, i64>,
+    pub measured_at: NaiveDateTime,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct SystemData {
+    pub logs: Vec<FuryLogEntry>,
+    pub users: Vec<FuryUserProfile>,
+    pub metrics: Vec<FuryAPIMetrics>,
+    pub system_info: HashMap<String, String>,
+}
+
+// Serde models
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeLogEntry {
+    pub id: String,
+    pub level: i32,
+    pub message: String,
+    pub service: String,
+    pub timestamp: DateTime<Utc>,
+    pub context: HashMap<String, String>,
+    pub tags: Vec<String>,
+    pub duration_ms: f64,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeUserProfile {
+    pub user_id: String,
+    pub username: String,
+    pub email: String,
+    pub preferences: HashMap<String, String>,
+    pub permissions: Vec<String>,
+    pub last_login: DateTime<Utc>,
+    pub is_active: bool,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeAPIMetrics {
+    pub endpoint: String,
+    pub request_count: i64,
+    pub avg_response_time: f64,
+    pub error_count: i64,
+    pub status_codes: HashMap<String, i64>,
+    pub measured_at: DateTime<Utc>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeSystemData {
+    pub logs: Vec<SerdeLogEntry>,
+    pub users: Vec<SerdeUserProfile>,
+    pub metrics: Vec<SerdeAPIMetrics>,
+    pub system_info: HashMap<String, String>,
+}
+
+impl TestDataGenerator for SystemData {
+    type Data = SystemData;
+
+    fn generate_small() -> Self::Data {
+        let log = FuryLogEntry {
+            id: "log_1".to_string(),
+            level: 1, // INFO
+            message: "User login successful".to_string(),
+            service: "auth-service".to_string(),
+            timestamp: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+            context: HashMap::from([
+                ("user_id".to_string(), "123".to_string()),
+                ("ip".to_string(), "192.168.1.1".to_string()),
+            ]),
+            tags: vec!["auth".to_string(), "login".to_string()],
+            duration_ms: 45.2,
+        };
+
+        let user = FuryUserProfile {
+            user_id: "user_123".to_string(),
+            username: "johndoe".to_string(),
+            email: "[email protected]".to_string(),
+            preferences: HashMap::from([
+                ("theme".to_string(), "dark".to_string()),
+                ("language".to_string(), "en".to_string()),
+            ]),
+            permissions: vec!["read".to_string(), "write".to_string()],
+            last_login: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+            is_active: true,
+        };
+
+        let metric = FuryAPIMetrics {
+            endpoint: "/api/users".to_string(),
+            request_count: 1000,
+            avg_response_time: 150.5,
+            error_count: 5,
+            status_codes: HashMap::from([
+                ("200".to_string(), 950),
+                ("404".to_string(), 45),
+                ("500".to_string(), 5),
+            ]),
+            measured_at: DateTime::from_timestamp(1640995200, 
0).unwrap().naive_utc(),
+        };
+
+        SystemData {
+            logs: vec![log],
+            users: vec![user],
+            metrics: vec![metric],
+            system_info: HashMap::from([
+                ("version".to_string(), "1.0.0".to_string()),
+                ("environment".to_string(), "production".to_string()),
+            ]),
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        let mut logs = Vec::new();
+        let mut users = Vec::new();
+        let mut metrics = Vec::new();
+
+        // Generate 50 log entries
+        for i in 1..=50 {
+            let log = FuryLogEntry {
+                id: format!("log_{}", i),
+                level: i % 5,
+                message: generate_random_string(100),
+                service: format!("service_{}", i % 10),
+                timestamp: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+                context: {
+                    let mut map = HashMap::new();
+                    for j in 1..=5 {
+                        map.insert(format!("ctx_{}", j), 
generate_random_string(20));
+                    }
+                    map
+                },
+                tags: generate_random_strings(3, 10),
+                duration_ms: (i as f64) * 10.0,
+            };
+            logs.push(log);
+        }
+
+        // Generate 20 users
+        for i in 1..=20 {
+            let user = FuryUserProfile {
+                user_id: format!("user_{}", i),
+                username: generate_random_string(20),
+                email: format!("user{}@example.com", i),
+                preferences: {
+                    let mut map = HashMap::new();
+                    for j in 1..=10 {
+                        map.insert(format!("pref_{}", j), 
generate_random_string(15));
+                    }
+                    map
+                },
+                permissions: generate_random_strings(5, 15),
+                last_login: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+                is_active: i % 3 != 0,
+            };
+            users.push(user);
+        }
+
+        // Generate 10 metrics
+        for i in 1..=10 {
+            let metric = FuryAPIMetrics {
+                endpoint: format!("/api/endpoint_{}", i),
+                request_count: (i * 1000) as i64,
+                avg_response_time: (i as f64) * 50.0,
+                error_count: (i * 10) as i64,
+                status_codes: {
+                    let mut map = HashMap::new();
+                    map.insert("200".to_string(), (i * 800) as i64);
+                    map.insert("404".to_string(), (i * 50) as i64);
+                    map.insert("500".to_string(), (i * 10) as i64);
+                    map
+                },
+                measured_at: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+            };
+            metrics.push(metric);
+        }
+
+        SystemData {
+            logs,
+            users,
+            metrics,
+            system_info: {
+                let mut map = HashMap::new();
+                for i in 1..=10 {
+                    map.insert(format!("info_{}", i), 
generate_random_string(30));
+                }
+                map
+            },
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        let mut logs = Vec::new();
+        let mut users = Vec::new();
+        let mut metrics = Vec::new();
+
+        // Generate 500 log entries
+        for i in 1..=500 {
+            let log = FuryLogEntry {
+                id: format!("log_{}", i),
+                level: i % 5,
+                message: generate_random_string(200),
+                service: format!("service_{}", i % 50),
+                timestamp: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+                context: {
+                    let mut map = HashMap::new();
+                    for j in 1..=10 {
+                        map.insert(format!("ctx_{}", j), 
generate_random_string(30));
+                    }
+                    map
+                },
+                tags: generate_random_strings(5, 15),
+                duration_ms: (i as f64) * 5.0,
+            };
+            logs.push(log);
+        }
+
+        // Generate 100 users
+        for i in 1..=100 {
+            let user = FuryUserProfile {
+                user_id: format!("user_{}", i),
+                username: generate_random_string(30),
+                email: format!("user{}@example.com", i),
+                preferences: {
+                    let mut map = HashMap::new();
+                    for j in 1..=20 {
+                        map.insert(format!("pref_{}", j), 
generate_random_string(25));
+                    }
+                    map
+                },
+                permissions: generate_random_strings(10, 20),
+                last_login: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+                is_active: i % 4 != 0,
+            };
+            users.push(user);
+        }
+
+        // Generate 50 metrics
+        for i in 1..=50 {
+            let metric = FuryAPIMetrics {
+                endpoint: format!("/api/endpoint_{}", i),
+                request_count: (i * 2000) as i64,
+                avg_response_time: (i as f64) * 25.0,
+                error_count: (i * 20) as i64,
+                status_codes: {
+                    let mut map = HashMap::new();
+                    map.insert("200".to_string(), (i * 1600) as i64);
+                    map.insert("404".to_string(), (i * 200) as i64);
+                    map.insert("500".to_string(), (i * 20) as i64);
+                    map
+                },
+                measured_at: DateTime::from_timestamp(1640995200 + i as i64, 0)
+                    .unwrap()
+                    .naive_utc(),
+            };
+            metrics.push(metric);
+        }
+
+        SystemData {
+            logs,
+            users,
+            metrics,
+            system_info: {
+                let mut map = HashMap::new();
+                for i in 1..=20 {
+                    map.insert(format!("info_{}", i), 
generate_random_string(50));
+                }
+                map
+            },
+        }
+    }
+}
+
+// Conversion functions for Serde
+impl From<FuryLogEntry> for SerdeLogEntry {
+    fn from(f: FuryLogEntry) -> Self {
+        SerdeLogEntry {
+            id: f.id,
+            level: f.level,
+            message: f.message,
+            service: f.service,
+            timestamp: f.timestamp.and_utc(),
+            context: f.context,
+            tags: f.tags,
+            duration_ms: f.duration_ms,
+        }
+    }
+}
+
+impl From<FuryUserProfile> for SerdeUserProfile {
+    fn from(f: FuryUserProfile) -> Self {
+        SerdeUserProfile {
+            user_id: f.user_id,
+            username: f.username,
+            email: f.email,
+            preferences: f.preferences,
+            permissions: f.permissions,
+            last_login: f.last_login.and_utc(),
+            is_active: f.is_active,
+        }
+    }
+}
+
+impl From<FuryAPIMetrics> for SerdeAPIMetrics {
+    fn from(f: FuryAPIMetrics) -> Self {
+        SerdeAPIMetrics {
+            endpoint: f.endpoint,
+            request_count: f.request_count,
+            avg_response_time: f.avg_response_time,
+            error_count: f.error_count,
+            status_codes: f.status_codes,
+            measured_at: f.measured_at.and_utc(),
+        }
+    }
+}
+
+impl From<SystemData> for SerdeSystemData {
+    fn from(f: SystemData) -> Self {
+        SerdeSystemData {
+            logs: f.logs.into_iter().map(|l| l.into()).collect(),
+            users: f.users.into_iter().map(|u| u.into()).collect(),
+            metrics: f.metrics.into_iter().map(|m| m.into()).collect(),
+            system_info: f.system_info,
+        }
+    }
+}
+
+// Reverse conversions from Serde to Fury
+impl From<SerdeLogEntry> for FuryLogEntry {
+    fn from(s: SerdeLogEntry) -> Self {
+        FuryLogEntry {
+            id: s.id,
+            level: s.level,
+            message: s.message,
+            service: s.service,
+            timestamp: s.timestamp.naive_utc(),
+            context: s.context,
+            tags: s.tags,
+            duration_ms: s.duration_ms,
+        }
+    }
+}
+
+impl From<SerdeUserProfile> for FuryUserProfile {
+    fn from(s: SerdeUserProfile) -> Self {
+        FuryUserProfile {
+            user_id: s.user_id,
+            username: s.username,
+            email: s.email,
+            preferences: s.preferences,
+            permissions: s.permissions,
+            last_login: s.last_login.naive_utc(),
+            is_active: s.is_active,
+        }
+    }
+}
+
+impl From<SerdeAPIMetrics> for FuryAPIMetrics {
+    fn from(s: SerdeAPIMetrics) -> Self {
+        FuryAPIMetrics {
+            endpoint: s.endpoint,
+            request_count: s.request_count,
+            avg_response_time: s.avg_response_time,
+            error_count: s.error_count,
+            status_codes: s.status_codes,
+            measured_at: s.measured_at.naive_utc(),
+        }
+    }
+}
+
+impl From<SerdeSystemData> for SystemData {
+    fn from(s: SerdeSystemData) -> Self {
+        SystemData {
+            logs: s.logs.into_iter().map(|l| l.into()).collect(),
+            users: s.users.into_iter().map(|u| u.into()).collect(),
+            metrics: s.metrics.into_iter().map(|m| m.into()).collect(),
+            system_info: s.system_info,
+        }
+    }
+}
diff --git a/rust/benches/src/models/simple.rs 
b/rust/benches/src/models/simple.rs
new file mode 100644
index 000000000..7323ac617
--- /dev/null
+++ b/rust/benches/src/models/simple.rs
@@ -0,0 +1,230 @@
+// 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 crate::models::{generate_random_string, TestDataGenerator};
+use fory_derive::Fory;
+use serde::{Deserialize, Serialize};
+use std::collections::HashMap;
+
+// Fury models
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct SimpleStruct {
+    pub id: i32,
+    pub name: String,
+    pub active: bool,
+    pub score: f64,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct SimpleList {
+    pub numbers: Vec<i32>,
+    pub names: Vec<String>,
+}
+
+#[derive(Fory, Debug, Clone, PartialEq, Default)]
+pub struct SimpleMap {
+    pub string_to_int: HashMap<String, i32>,
+    pub int_to_string: HashMap<i32, String>,
+}
+
+// Serde models
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeSimpleStruct {
+    pub id: i32,
+    pub name: String,
+    pub active: bool,
+    pub score: f64,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeSimpleList {
+    pub numbers: Vec<i32>,
+    pub names: Vec<String>,
+}
+
+#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
+pub struct SerdeSimpleMap {
+    pub string_to_int: HashMap<String, i32>,
+    pub int_to_string: HashMap<i32, String>,
+}
+
+impl TestDataGenerator for SimpleStruct {
+    type Data = SimpleStruct;
+
+    fn generate_small() -> Self::Data {
+        SimpleStruct {
+            id: 1,
+            name: "test".to_string(),
+            active: true,
+            score: 95.5,
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        SimpleStruct {
+            id: 12345,
+            name: generate_random_string(50),
+            active: true,
+            score: 87.123456,
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        SimpleStruct {
+            id: 999999,
+            name: generate_random_string(200),
+            active: false,
+            score: 123.456789,
+        }
+    }
+}
+
+impl TestDataGenerator for SimpleList {
+    type Data = SimpleList;
+
+    fn generate_small() -> Self::Data {
+        SimpleList {
+            numbers: vec![1, 2, 3, 4, 5],
+            names: vec!["a".to_string(), "b".to_string(), "c".to_string()],
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        SimpleList {
+            numbers: (1..=100).collect(),
+            names: (1..=50).map(|i| format!("name_{}", i)).collect(),
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        SimpleList {
+            numbers: (1..=1000).collect(),
+            names: (1..=500).map(|_i| generate_random_string(20)).collect(),
+        }
+    }
+}
+
+impl TestDataGenerator for SimpleMap {
+    type Data = SimpleMap;
+
+    fn generate_small() -> Self::Data {
+        let mut string_to_int = HashMap::new();
+        string_to_int.insert("one".to_string(), 1);
+        string_to_int.insert("two".to_string(), 2);
+
+        let mut int_to_string = HashMap::new();
+        int_to_string.insert(1, "one".to_string());
+        int_to_string.insert(2, "two".to_string());
+
+        SimpleMap {
+            string_to_int,
+            int_to_string,
+        }
+    }
+
+    fn generate_medium() -> Self::Data {
+        let mut string_to_int = HashMap::new();
+        let mut int_to_string = HashMap::new();
+
+        for i in 1..=50 {
+            let key = format!("key_{}", i);
+            string_to_int.insert(key.clone(), i);
+            int_to_string.insert(i, key);
+        }
+
+        SimpleMap {
+            string_to_int,
+            int_to_string,
+        }
+    }
+
+    fn generate_large() -> Self::Data {
+        let mut string_to_int = HashMap::new();
+        let mut int_to_string = HashMap::new();
+
+        for i in 1..=500 {
+            let key = generate_random_string(15);
+            string_to_int.insert(key.clone(), i);
+            int_to_string.insert(i, key);
+        }
+
+        SimpleMap {
+            string_to_int,
+            int_to_string,
+        }
+    }
+}
+
+// Conversion functions for Serde
+impl From<SimpleStruct> for SerdeSimpleStruct {
+    fn from(f: SimpleStruct) -> Self {
+        SerdeSimpleStruct {
+            id: f.id,
+            name: f.name,
+            active: f.active,
+            score: f.score,
+        }
+    }
+}
+
+impl From<SimpleList> for SerdeSimpleList {
+    fn from(f: SimpleList) -> Self {
+        SerdeSimpleList {
+            numbers: f.numbers,
+            names: f.names,
+        }
+    }
+}
+
+impl From<SimpleMap> for SerdeSimpleMap {
+    fn from(f: SimpleMap) -> Self {
+        SerdeSimpleMap {
+            string_to_int: f.string_to_int,
+            int_to_string: f.int_to_string,
+        }
+    }
+}
+
+// Reverse conversions from Serde to Fury
+impl From<SerdeSimpleStruct> for SimpleStruct {
+    fn from(s: SerdeSimpleStruct) -> Self {
+        SimpleStruct {
+            id: s.id,
+            name: s.name,
+            active: s.active,
+            score: s.score,
+        }
+    }
+}
+
+impl From<SerdeSimpleList> for SimpleList {
+    fn from(s: SerdeSimpleList) -> Self {
+        SimpleList {
+            numbers: s.numbers,
+            names: s.names,
+        }
+    }
+}
+
+impl From<SerdeSimpleMap> for SimpleMap {
+    fn from(s: SerdeSimpleMap) -> Self {
+        SimpleMap {
+            string_to_int: s.string_to_int,
+            int_to_string: s.int_to_string,
+        }
+    }
+}
diff --git a/rust/benches/src/serializers/fury.rs 
b/rust/benches/src/serializers/fury.rs
new file mode 100644
index 000000000..f8e672be7
--- /dev/null
+++ b/rust/benches/src/serializers/fury.rs
@@ -0,0 +1,129 @@
+// 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 crate::models::complex::{ECommerceData, FuryCustomer, FuryOrder, 
FuryOrderItem, FuryProduct};
+use crate::models::medium::{Company, FuryAddress, Person};
+use crate::models::realworld::{FuryAPIMetrics, FuryLogEntry, FuryUserProfile, 
SystemData};
+use crate::models::simple::{SimpleList, SimpleMap, SimpleStruct};
+use crate::serializers::Serializer;
+use fory_core::fory::Fory;
+
+#[derive(Default)]
+pub struct FurySerializer {
+    fory: Fory,
+}
+
+impl FurySerializer {
+    pub fn new() -> Self {
+        let mut fory = Fory::default();
+
+        // Register simple types
+        fory.register::<SimpleStruct>(100);
+        fory.register::<SimpleList>(101);
+        fory.register::<SimpleMap>(102);
+
+        // Register medium types
+        fory.register::<FuryAddress>(200);
+        fory.register::<Person>(201);
+        fory.register::<Company>(202);
+
+        // Register complex types
+        fory.register::<FuryProduct>(300);
+        fory.register::<FuryOrderItem>(301);
+        fory.register::<FuryCustomer>(302);
+        fory.register::<FuryOrder>(303);
+        fory.register::<ECommerceData>(304);
+
+        // Register realworld types
+        fory.register::<FuryLogEntry>(400);
+        fory.register::<FuryUserProfile>(401);
+        fory.register::<FuryAPIMetrics>(402);
+        fory.register::<SystemData>(403);
+
+        Self { fory }
+    }
+}
+
+impl Serializer<SimpleStruct> for FurySerializer {
+    fn serialize(&self, data: &SimpleStruct) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleStruct, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<SimpleList> for FurySerializer {
+    fn serialize(&self, data: &SimpleList) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleList, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<SimpleMap> for FurySerializer {
+    fn serialize(&self, data: &SimpleMap) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleMap, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<Person> for FurySerializer {
+    fn serialize(&self, data: &Person) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Person, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<Company> for FurySerializer {
+    fn serialize(&self, data: &Company) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Company, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<ECommerceData> for FurySerializer {
+    fn serialize(&self, data: &ECommerceData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<ECommerceData, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
+
+impl Serializer<SystemData> for FurySerializer {
+    fn serialize(&self, data: &SystemData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.serialize(data))
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SystemData, Box<dyn 
std::error::Error>> {
+        Ok(self.fory.deserialize(data)?)
+    }
+}
diff --git a/rust/benches/src/serializers/json.rs 
b/rust/benches/src/serializers/json.rs
new file mode 100644
index 000000000..b58f6c941
--- /dev/null
+++ b/rust/benches/src/serializers/json.rs
@@ -0,0 +1,120 @@
+// 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 crate::models::complex::{ECommerceData, SerdeECommerceData};
+use crate::models::medium::{Company, Person, SerdeCompany, SerdePerson};
+use crate::models::realworld::{SerdeSystemData, SystemData};
+use crate::models::simple::{
+    SerdeSimpleList, SerdeSimpleMap, SerdeSimpleStruct, SimpleList, SimpleMap, 
SimpleStruct,
+};
+use crate::serializers::Serializer;
+use serde_json;
+
+#[derive(Default)]
+pub struct JsonSerializer;
+
+impl JsonSerializer {
+    pub fn new() -> Self {
+        Self
+    }
+}
+
+impl Serializer<SimpleStruct> for JsonSerializer {
+    fn serialize(&self, data: &SimpleStruct) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleStruct = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleStruct, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleStruct = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<SimpleList> for JsonSerializer {
+    fn serialize(&self, data: &SimpleList) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleList = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleList, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleList = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<SimpleMap> for JsonSerializer {
+    fn serialize(&self, data: &SimpleMap) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleMap = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleMap, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSimpleMap = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<Person> for JsonSerializer {
+    fn serialize(&self, data: &Person) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdePerson = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Person, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdePerson = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<Company> for JsonSerializer {
+    fn serialize(&self, data: &Company) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeCompany = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Company, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeCompany = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<ECommerceData> for JsonSerializer {
+    fn serialize(&self, data: &ECommerceData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeECommerceData = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<ECommerceData, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeECommerceData = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+impl Serializer<SystemData> for JsonSerializer {
+    fn serialize(&self, data: &SystemData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSystemData = data.clone().into();
+        Ok(serde_json::to_vec(&serde_data)?)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SystemData, Box<dyn 
std::error::Error>> {
+        let serde_data: SerdeSystemData = serde_json::from_slice(data)?;
+        Ok(serde_data.into())
+    }
+}
+
+// Conversion functions from Serde to Fury models are defined in the model 
files
diff --git a/rust/benches/src/serializers/mod.rs 
b/rust/benches/src/serializers/mod.rs
new file mode 100644
index 000000000..84a1e19c7
--- /dev/null
+++ b/rust/benches/src/serializers/mod.rs
@@ -0,0 +1,53 @@
+// 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.
+
+pub mod fury;
+pub mod json;
+pub mod protobuf;
+
+use chrono::{DateTime, NaiveDateTime, Utc};
+use prost_types::Timestamp;
+
+pub trait Serializer<T> {
+    fn serialize(&self, data: &T) -> Result<Vec<u8>, Box<dyn 
std::error::Error>>;
+    fn deserialize(&self, data: &[u8]) -> Result<T, Box<dyn 
std::error::Error>>;
+}
+
+// Helper functions for protobuf conversion
+pub fn naive_datetime_to_timestamp(dt: NaiveDateTime) -> Timestamp {
+    Timestamp {
+        seconds: dt.and_utc().timestamp(),
+        nanos: dt.and_utc().timestamp_subsec_nanos() as i32,
+    }
+}
+
+pub fn timestamp_to_naive_datetime(ts: Timestamp) -> NaiveDateTime {
+    DateTime::from_timestamp(ts.seconds, ts.nanos as u32)
+        .unwrap()
+        .naive_utc()
+}
+
+pub fn datetime_to_timestamp(dt: DateTime<Utc>) -> Timestamp {
+    Timestamp {
+        seconds: dt.timestamp(),
+        nanos: dt.timestamp_subsec_nanos() as i32,
+    }
+}
+
+pub fn timestamp_to_datetime(ts: Timestamp) -> DateTime<Utc> {
+    DateTime::from_timestamp(ts.seconds, ts.nanos as u32).unwrap()
+}
diff --git a/rust/benches/src/serializers/protobuf.rs 
b/rust/benches/src/serializers/protobuf.rs
new file mode 100644
index 000000000..363519d7e
--- /dev/null
+++ b/rust/benches/src/serializers/protobuf.rs
@@ -0,0 +1,526 @@
+// 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 crate::models::complex::{ECommerceData, FuryCustomer, FuryOrder, 
FuryOrderItem, FuryProduct};
+use crate::models::medium::{Company, FuryAddress, Person};
+use crate::models::realworld::{FuryAPIMetrics, FuryLogEntry, FuryUserProfile, 
SystemData};
+use crate::models::simple::{SimpleList, SimpleMap, SimpleStruct};
+use crate::serializers::{naive_datetime_to_timestamp, 
timestamp_to_naive_datetime, Serializer};
+use prost::Message;
+
+// Import protobuf types from the generated code (included directly in lib.rs)
+use crate::{
+    Address, ApiMetrics, Customer, LogEntry, Order, OrderItem, Product, 
ProtoCompany,
+    ProtoECommerceData, ProtoPerson, ProtoSimpleList, ProtoSimpleMap, 
ProtoSimpleStruct,
+    ProtoSystemData, UserProfile,
+};
+
+#[derive(Default)]
+pub struct ProtobufSerializer;
+
+impl ProtobufSerializer {
+    pub fn new() -> Self {
+        Self
+    }
+}
+
+// Conversion functions from Fury models to Protobuf models
+impl From<&SimpleStruct> for ProtoSimpleStruct {
+    fn from(f: &SimpleStruct) -> Self {
+        ProtoSimpleStruct {
+            id: f.id,
+            name: f.name.clone(),
+            active: f.active,
+            score: f.score,
+        }
+    }
+}
+
+impl From<&SimpleList> for ProtoSimpleList {
+    fn from(f: &SimpleList) -> Self {
+        ProtoSimpleList {
+            numbers: f.numbers.clone(),
+            names: f.names.clone(),
+        }
+    }
+}
+
+impl From<&SimpleMap> for ProtoSimpleMap {
+    fn from(f: &SimpleMap) -> Self {
+        ProtoSimpleMap {
+            string_to_int: f.string_to_int.clone(),
+            int_to_string: f.int_to_string.clone(),
+        }
+    }
+}
+
+impl From<&FuryAddress> for Address {
+    fn from(f: &FuryAddress) -> Self {
+        Address {
+            street: f.street.clone(),
+            city: f.city.clone(),
+            country: f.country.clone(),
+            zip_code: f.zip_code.clone(),
+        }
+    }
+}
+
+impl From<&Person> for ProtoPerson {
+    fn from(f: &Person) -> Self {
+        ProtoPerson {
+            name: f.name.clone(),
+            age: f.age,
+            address: Some((&f.address).into()),
+            hobbies: f.hobbies.clone(),
+            metadata: f.metadata.clone(),
+            created_at: Some(naive_datetime_to_timestamp(f.created_at)),
+        }
+    }
+}
+
+impl From<&Company> for ProtoCompany {
+    fn from(f: &Company) -> Self {
+        ProtoCompany {
+            name: f.name.clone(),
+            employees: f.employees.iter().map(|e| e.into()).collect(),
+            offices: f
+                .offices
+                .iter()
+                .map(|(k, v)| (k.clone(), v.into()))
+                .collect(),
+            is_public: f.is_public,
+        }
+    }
+}
+
+impl From<&FuryProduct> for Product {
+    fn from(f: &FuryProduct) -> Self {
+        Product {
+            id: f.id.clone(),
+            name: f.name.clone(),
+            price: f.price,
+            categories: f.categories.clone(),
+            attributes: f.attributes.clone(),
+        }
+    }
+}
+
+impl From<&FuryOrderItem> for OrderItem {
+    fn from(f: &FuryOrderItem) -> Self {
+        OrderItem {
+            product: Some((&f.product).into()),
+            quantity: f.quantity,
+            unit_price: f.unit_price,
+            customizations: f.customizations.clone(),
+        }
+    }
+}
+
+impl From<&FuryCustomer> for Customer {
+    fn from(f: &FuryCustomer) -> Self {
+        Customer {
+            id: f.id.clone(),
+            name: f.name.clone(),
+            email: f.email.clone(),
+            phone_numbers: f.phone_numbers.clone(),
+            preferences: f.preferences.clone(),
+            member_since: Some(naive_datetime_to_timestamp(f.member_since)),
+        }
+    }
+}
+
+impl From<&FuryOrder> for Order {
+    fn from(f: &FuryOrder) -> Self {
+        Order {
+            id: f.id.clone(),
+            customer: Some((&f.customer).into()),
+            items: f.items.iter().map(|i| i.into()).collect(),
+            total_amount: f.total_amount,
+            status: f.status.clone(),
+            order_date: Some(naive_datetime_to_timestamp(f.order_date)),
+            metadata: f.metadata.clone(),
+        }
+    }
+}
+
+impl From<&ECommerceData> for ProtoECommerceData {
+    fn from(f: &ECommerceData) -> Self {
+        ProtoECommerceData {
+            orders: f.orders.iter().map(|o| o.into()).collect(),
+            customers: f.customers.iter().map(|c| c.into()).collect(),
+            products: f.products.iter().map(|p| p.into()).collect(),
+            order_lookup: f
+                .order_lookup
+                .iter()
+                .map(|(k, v)| (k.clone(), v.into()))
+                .collect(),
+        }
+    }
+}
+
+impl From<&FuryLogEntry> for LogEntry {
+    fn from(f: &FuryLogEntry) -> Self {
+        LogEntry {
+            id: f.id.clone(),
+            level: f.level,
+            message: f.message.clone(),
+            service: f.service.clone(),
+            timestamp: Some(naive_datetime_to_timestamp(f.timestamp)),
+            context: f.context.clone(),
+            tags: f.tags.clone(),
+            duration_ms: f.duration_ms,
+        }
+    }
+}
+
+impl From<&FuryUserProfile> for UserProfile {
+    fn from(f: &FuryUserProfile) -> Self {
+        UserProfile {
+            user_id: f.user_id.clone(),
+            username: f.username.clone(),
+            email: f.email.clone(),
+            preferences: f.preferences.clone(),
+            permissions: f.permissions.clone(),
+            last_login: Some(naive_datetime_to_timestamp(f.last_login)),
+            is_active: f.is_active,
+        }
+    }
+}
+
+impl From<&FuryAPIMetrics> for ApiMetrics {
+    fn from(f: &FuryAPIMetrics) -> Self {
+        ApiMetrics {
+            endpoint: f.endpoint.clone(),
+            request_count: f.request_count,
+            avg_response_time: f.avg_response_time,
+            error_count: f.error_count,
+            status_codes: f.status_codes.clone(),
+            measured_at: Some(naive_datetime_to_timestamp(f.measured_at)),
+        }
+    }
+}
+
+impl From<&SystemData> for ProtoSystemData {
+    fn from(f: &SystemData) -> Self {
+        ProtoSystemData {
+            logs: f.logs.iter().map(|l| l.into()).collect(),
+            users: f.users.iter().map(|u| u.into()).collect(),
+            metrics: f.metrics.iter().map(|m| m.into()).collect(),
+            system_info: f.system_info.clone(),
+        }
+    }
+}
+
+// Conversion functions from Protobuf models to Fury models
+impl From<ProtoSimpleStruct> for SimpleStruct {
+    fn from(p: ProtoSimpleStruct) -> Self {
+        SimpleStruct {
+            id: p.id,
+            name: p.name,
+            active: p.active,
+            score: p.score,
+        }
+    }
+}
+
+impl From<ProtoSimpleList> for SimpleList {
+    fn from(p: ProtoSimpleList) -> Self {
+        SimpleList {
+            numbers: p.numbers,
+            names: p.names,
+        }
+    }
+}
+
+impl From<ProtoSimpleMap> for SimpleMap {
+    fn from(p: ProtoSimpleMap) -> Self {
+        SimpleMap {
+            string_to_int: p.string_to_int,
+            int_to_string: p.int_to_string,
+        }
+    }
+}
+
+impl From<Address> for FuryAddress {
+    fn from(p: Address) -> Self {
+        FuryAddress {
+            street: p.street,
+            city: p.city,
+            country: p.country,
+            zip_code: p.zip_code,
+        }
+    }
+}
+
+impl From<ProtoPerson> for Person {
+    fn from(p: ProtoPerson) -> Self {
+        Person {
+            name: p.name,
+            age: p.age,
+            address: p.address.map(|a| a.into()).unwrap_or_default(),
+            hobbies: p.hobbies,
+            metadata: p.metadata,
+            created_at: p
+                .created_at
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+        }
+    }
+}
+
+impl From<ProtoCompany> for Company {
+    fn from(p: ProtoCompany) -> Self {
+        Company {
+            name: p.name,
+            employees: p.employees.into_iter().map(|e| e.into()).collect(),
+            offices: p.offices.into_iter().map(|(k, v)| (k, 
v.into())).collect(),
+            is_public: p.is_public,
+        }
+    }
+}
+
+impl From<Product> for FuryProduct {
+    fn from(p: Product) -> Self {
+        FuryProduct {
+            id: p.id,
+            name: p.name,
+            price: p.price,
+            categories: p.categories,
+            attributes: p.attributes,
+        }
+    }
+}
+
+impl From<OrderItem> for FuryOrderItem {
+    fn from(p: OrderItem) -> Self {
+        FuryOrderItem {
+            product: p.product.map(|prod| prod.into()).unwrap_or_default(),
+            quantity: p.quantity,
+            unit_price: p.unit_price,
+            customizations: p.customizations,
+        }
+    }
+}
+
+impl From<Customer> for FuryCustomer {
+    fn from(p: Customer) -> Self {
+        FuryCustomer {
+            id: p.id,
+            name: p.name,
+            email: p.email,
+            phone_numbers: p.phone_numbers,
+            preferences: p.preferences,
+            member_since: p
+                .member_since
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+        }
+    }
+}
+
+impl From<Order> for FuryOrder {
+    fn from(p: Order) -> Self {
+        FuryOrder {
+            id: p.id,
+            customer: p.customer.map(|c| c.into()).unwrap_or_default(),
+            items: p.items.into_iter().map(|i| i.into()).collect(),
+            total_amount: p.total_amount,
+            status: p.status,
+            order_date: p
+                .order_date
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+            metadata: p.metadata,
+        }
+    }
+}
+
+impl From<ProtoECommerceData> for ECommerceData {
+    fn from(p: ProtoECommerceData) -> Self {
+        ECommerceData {
+            orders: p.orders.into_iter().map(|o| o.into()).collect(),
+            customers: p.customers.into_iter().map(|c| c.into()).collect(),
+            products: p.products.into_iter().map(|prod| prod.into()).collect(),
+            order_lookup: p
+                .order_lookup
+                .into_iter()
+                .map(|(k, v)| (k, v.into()))
+                .collect(),
+        }
+    }
+}
+
+impl From<LogEntry> for FuryLogEntry {
+    fn from(p: LogEntry) -> Self {
+        FuryLogEntry {
+            id: p.id,
+            level: p.level,
+            message: p.message,
+            service: p.service,
+            timestamp: p
+                .timestamp
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+            context: p.context,
+            tags: p.tags,
+            duration_ms: p.duration_ms,
+        }
+    }
+}
+
+impl From<UserProfile> for FuryUserProfile {
+    fn from(p: UserProfile) -> Self {
+        FuryUserProfile {
+            user_id: p.user_id,
+            username: p.username,
+            email: p.email,
+            preferences: p.preferences,
+            permissions: p.permissions,
+            last_login: p
+                .last_login
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+            is_active: p.is_active,
+        }
+    }
+}
+
+impl From<ApiMetrics> for FuryAPIMetrics {
+    fn from(p: ApiMetrics) -> Self {
+        FuryAPIMetrics {
+            endpoint: p.endpoint,
+            request_count: p.request_count,
+            avg_response_time: p.avg_response_time,
+            error_count: p.error_count,
+            status_codes: p.status_codes,
+            measured_at: p
+                .measured_at
+                .map(timestamp_to_naive_datetime)
+                .unwrap_or_default(),
+        }
+    }
+}
+
+impl From<ProtoSystemData> for SystemData {
+    fn from(p: ProtoSystemData) -> Self {
+        SystemData {
+            logs: p.logs.into_iter().map(|l| l.into()).collect(),
+            users: p.users.into_iter().map(|u| u.into()).collect(),
+            metrics: p.metrics.into_iter().map(|m| m.into()).collect(),
+            system_info: p.system_info,
+        }
+    }
+}
+
+// Serializer implementations
+impl Serializer<SimpleStruct> for ProtobufSerializer {
+    fn serialize(&self, data: &SimpleStruct) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoSimpleStruct = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleStruct, Box<dyn 
std::error::Error>> {
+        let proto = ProtoSimpleStruct::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<SimpleList> for ProtobufSerializer {
+    fn serialize(&self, data: &SimpleList) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoSimpleList = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleList, Box<dyn 
std::error::Error>> {
+        let proto = ProtoSimpleList::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<SimpleMap> for ProtobufSerializer {
+    fn serialize(&self, data: &SimpleMap) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoSimpleMap = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SimpleMap, Box<dyn 
std::error::Error>> {
+        let proto = ProtoSimpleMap::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<Person> for ProtobufSerializer {
+    fn serialize(&self, data: &Person) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoPerson = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Person, Box<dyn 
std::error::Error>> {
+        let proto = ProtoPerson::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<Company> for ProtobufSerializer {
+    fn serialize(&self, data: &Company) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoCompany = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<Company, Box<dyn 
std::error::Error>> {
+        let proto = ProtoCompany::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<ECommerceData> for ProtobufSerializer {
+    fn serialize(&self, data: &ECommerceData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoECommerceData = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<ECommerceData, Box<dyn 
std::error::Error>> {
+        let proto = ProtoECommerceData::decode(data)?;
+        Ok(proto.into())
+    }
+}
+
+impl Serializer<SystemData> for ProtobufSerializer {
+    fn serialize(&self, data: &SystemData) -> Result<Vec<u8>, Box<dyn 
std::error::Error>> {
+        let proto: ProtoSystemData = data.into();
+        let mut buf = Vec::new();
+        proto.encode(&mut buf)?;
+        Ok(buf)
+    }
+
+    fn deserialize(&self, data: &[u8]) -> Result<SystemData, Box<dyn 
std::error::Error>> {
+        let proto = ProtoSystemData::decode(data)?;
+        Ok(proto.into())
+    }
+}


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