diff --git a/CHANGELOG.md b/CHANGELOG.md
index 995a2be77..6d2c16d48 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -33,6 +33,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Dependencies
 
 - Remove the numpy dependency upper bound.
+- Introduce Multi-Storage Client (MSC) as an optional dependency.
 
 ## [0.9.0] - 2024-12-04
 
diff --git a/examples/multi_storage_client/README.md b/examples/multi_storage_client/README.md
new file mode 100644
index 000000000..00fa346ae
--- /dev/null
+++ b/examples/multi_storage_client/README.md
@@ -0,0 +1,98 @@
+# Training from Object Storage using Multi-Storage Client
+
+## What is Multi-Storage Client (MSC)?
+
+[Multi-Storage Client](https://github.com/NVIDIA/multi-storage-client) is a Python
+library that provides a unified interface for accessing various object stores and
+file systems. It makes it easy for ML workloads to use object stores by providing
+a familiar file-like interface without sacrificing performance. The library adds
+new functionality, such as caching, client-side observability, and leverages the native
+SDKs specific to each object store for optimal performance.
+
+## Getting Started
+
+### Installation
+
+```bash
+pip install -r requirements.txt
+```
+
+Or install different extra dependencies based on your object storage backend:
+
+```bash
+# POSIX file systems.
+pip install multi-storage-client
+
+# NVIDIA AIStore.
+pip install "multi-storage-client[aistore]"
+
+# Azure Blob Storage.
+pip install "multi-storage-client[azure-storage-blob]"
+
+# AWS S3 and S3-compatible object stores.
+pip install "multi-storage-client[boto3]"
+
+# Google Cloud Storage (GCS).
+pip install "multi-storage-client[google-cloud-storage]"
+
+# Oracle Cloud Infrastructure (OCI) Object Storage.
+pip install "multi-storage-client[oci]"
+```
+
+### Configuration File
+
+The MSC configuration file defines profiles which include storage provider configurations.
+An example MSC configuration file can be found at [msc_config.yaml](./msc_config.yaml).
+In this example, we're pointing to the [CMIP6 archive on AWS](https://registry.opendata.aws/cmip6/).
+
+## Usage Example
+
+MSC supports fsspec and integrates with frameworks such as Zarr and Xarray via
+the fsspec interface. The following example demonstrates how to use Zarr to
+access the CMIP6 dataset stored in AWS S3:
+
+```bash
+export MSC_CONFIG=./msc_config.yaml
+python
+>>> import zarr
+>>> zarr_group = zarr.open("msc://cmip6-pds/CMIP6/ScenarioMIP/NOAA-GFDL/GFDL-ESM4/ssp119/r1i1p1f1/day/tas/gr1/v20180701")
+>>> zarr_group.tree()
+/
+ ├── bnds (2,) float64
+ ├── height () float64
+ ├── lat (180,) float64
+ ├── lat_bnds (180, 2) float64
+ ├── lon (288,) float64
+ ├── lon_bnds (288, 2) float64
+ ├── tas (31390, 180, 288) float32
+ ├── time (31390,) int64
+ └── time_bnds (31390, 2) float64
+```
+
+## Update Existing Code Path with MSC
+
+For other Modulus’s examples, where Zarr is commonly used in training workflows,
+migrating to MSC is a straightforward process involving only configuration changes.
+For example, in the [Corrdiff](../generative/corrdiff/) training example, data
+currently accessed from the file system can be updated to MSC by modifying the
+input path from `/code/2023-01-24-cwb-4years.zarr` to `msc://cwb-diffusions/2023-01-24-cwb-4years.zarr`,
+assuming the data stored in local has been moved to a S3 bucket `cwb-diffusions`,
+and MSC has a profile `cwb-diffusions` pointing to this S3 bucket.
+
+### Current code path (Training from File System)
+
+```bash
+input_path = "/code/2023-01-24-cwb-4years.zarr"
+zarr.open_consolidated(input_path)
+```
+
+### Updated code path (Training from Object Store using MSC)
+
+```bash
+input_path = "msc://cwb-diffusions/2023-01-24-cwb-4years.zarr"
+zarr.open_consolidated(input_path)
+```
+
+## Additional Information
+
+- [Multi-Storage Client Documentation](https://nvidia.github.io/multi-storage-client/)
diff --git a/examples/multi_storage_client/msc_config.yaml b/examples/multi_storage_client/msc_config.yaml
new file mode 100644
index 000000000..b043fc9ba
--- /dev/null
+++ b/examples/multi_storage_client/msc_config.yaml
@@ -0,0 +1,30 @@
+# SPDX-FileCopyrightText: Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES.
+# SPDX-FileCopyrightText: All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed 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.
+
+
+# This is an example MSC configuration file for accessing the CMIP6 archive on AWS:
+# https://registry.opendata.aws/cmip6/
+profiles:
+  cmip6-pds:
+    storage_provider:
+      type: s3
+      options:
+        region_name: us-west-2
+        base_path: cmip6-pds
+        signature_version: UNSIGNED
+cache:
+  location: /tmp/.cache
+  size_mb: 5000
diff --git a/examples/multi_storage_client/requirements.txt b/examples/multi_storage_client/requirements.txt
new file mode 100644
index 000000000..0c472bafc
--- /dev/null
+++ b/examples/multi_storage_client/requirements.txt
@@ -0,0 +1 @@
+multi-storage-client[boto3]
diff --git a/pyproject.toml b/pyproject.toml
index 24d4da7cf..8a086d88a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -77,6 +77,10 @@ fignet = [
     "webdataset>=0.2",
 ]
 
+storage = [
+    "multi-storage-client>=0.14.0",
+]
+
 all = [
     "h5py>=3.7.0",
     "netcdf4>=1.6.3",
@@ -94,6 +98,7 @@ all = [
     "nvidia-modulus[dev]",
     "nvidia-modulus[makani]",
     "nvidia-modulus[fignet]",
+    "nvidia-modulus[storage]",
 ]