diff --git a/datasets/fashion_mnist/infra/fashion_mnist_dataset.tf b/datasets/fashion_mnist/infra/fashion_mnist_dataset.tf
new file mode 100644
index 000000000..a0fbe913c
--- /dev/null
+++ b/datasets/fashion_mnist/infra/fashion_mnist_dataset.tf
@@ -0,0 +1,32 @@
+/**
+ * Copyright 2021 Google LLC
+ *
+ * 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.
+ */
+
+
+resource "google_storage_bucket" "fashion-mnist" {
+  name                        = "${var.bucket_name_prefix}-fashion-mnist"
+  force_destroy               = true
+  location                    = "US"
+  uniform_bucket_level_access = true
+  lifecycle {
+    ignore_changes = [
+      logging,
+    ]
+  }
+}
+
+output "storage_bucket-fashion-mnist-name" {
+  value = google_storage_bucket.fashion-mnist.name
+}
diff --git a/datasets/fashion_mnist/infra/provider.tf b/datasets/fashion_mnist/infra/provider.tf
new file mode 100644
index 000000000..23ab87dcd
--- /dev/null
+++ b/datasets/fashion_mnist/infra/provider.tf
@@ -0,0 +1,28 @@
+/**
+ * Copyright 2021 Google LLC
+ *
+ * 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.
+ */
+
+
+provider "google" {
+  project                     = var.project_id
+  impersonate_service_account = var.impersonating_acct
+  region                      = var.region
+}
+
+data "google_client_openid_userinfo" "me" {}
+
+output "impersonating-account" {
+  value = data.google_client_openid_userinfo.me.email
+}
diff --git a/datasets/fashion_mnist/infra/variables.tf b/datasets/fashion_mnist/infra/variables.tf
new file mode 100644
index 000000000..53f483735
--- /dev/null
+++ b/datasets/fashion_mnist/infra/variables.tf
@@ -0,0 +1,26 @@
+/**
+ * Copyright 2021 Google LLC
+ *
+ * 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.
+ */
+
+
+variable "project_id" {}
+variable "bucket_name_prefix" {}
+variable "impersonating_acct" {}
+variable "region" {}
+variable "env" {}
+variable "iam_policies" {
+  default = {}
+}
+
diff --git a/datasets/fashion_mnist/pipelines/dataset.yaml b/datasets/fashion_mnist/pipelines/dataset.yaml
new file mode 100644
index 000000000..259fb7944
--- /dev/null
+++ b/datasets/fashion_mnist/pipelines/dataset.yaml
@@ -0,0 +1,26 @@
+# Copyright 2022 Google LLC
+#
+# 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.
+
+dataset:
+  name: fashion_mnist
+  friendly_name: fashion_mnist
+  description: ~
+  dataset_sources: ~
+  terms_of_use: ~
+
+resources:
+  - type: storage_bucket
+    name: fashion-mnist
+    uniform_bucket_level_access: True
+    location: US
diff --git a/datasets/fashion_mnist/pipelines/fashion_mnist/fashion_mnist_dag.py b/datasets/fashion_mnist/pipelines/fashion_mnist/fashion_mnist_dag.py
new file mode 100644
index 000000000..26bb05347
--- /dev/null
+++ b/datasets/fashion_mnist/pipelines/fashion_mnist/fashion_mnist_dag.py
@@ -0,0 +1,48 @@
+# Copyright 2021 Google LLC
+#
+# 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.
+
+
+from airflow import DAG
+from airflow.operators import bash
+
+default_args = {
+    "owner": "Google",
+    "depends_on_past": False,
+    "start_date": "2022-06-10",
+}
+
+
+with DAG(
+    dag_id="fashion_mnist.fashion_mnist",
+    default_args=default_args,
+    max_active_runs=1,
+    schedule_interval="@weekly",
+    catchup=False,
+    default_view="graph",
+) as dag:
+
+    # Task to copy `fashion-mnist.gz` from FASHION MNIST Database to GCS
+    download_zip_files = bash.BashOperator(
+        task_id="download_zip_files",
+        bash_command="mkdir -p $data_dir/fashion-mnist\ncurl -o $data_dir/fashion-mnist/t10k-images-idx3-ubyte.gz -L $fashion_mnist_test\ncurl -o $data_dir/fashion-mnist/train-images-idx3-ubyte.gz -L $fashion_mnist_train\ncurl -o $data_dir/fashion-mnist/train-labels-idx1-ubyte.gz -L $fashion_mnist_train_labels\ncurl -o $data_dir/fashion-mnist/t10k-labels-idx1-ubyte.gz -L $fashion_mnist_test_labels\n",
+        env={
+            "data_dir": "/home/airflow/gcs/data/fashion-mnist",
+            "fashion_mnist_test": "http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz",
+            "fashion_mnist_train": "http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz",
+            "fashion_mnist_train_labels": "http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz",
+            "fashion_mnist_test_labels": "http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz",
+        },
+    )
+
+    download_zip_files
diff --git a/datasets/fashion_mnist/pipelines/fashion_mnist/pipeline.yaml b/datasets/fashion_mnist/pipelines/fashion_mnist/pipeline.yaml
new file mode 100644
index 000000000..a0057b5b4
--- /dev/null
+++ b/datasets/fashion_mnist/pipelines/fashion_mnist/pipeline.yaml
@@ -0,0 +1,50 @@
+# Copyright 2022 Google LLC
+#
+# 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.
+
+---
+resources: ~
+dag:
+  airflow_version: 2
+  initialize:
+    dag_id: fashion_mnist
+    default_args:
+      owner: "Google"
+      depends_on_past: False
+      start_date: '2022-06-10'
+    max_active_runs: 1
+    schedule_interval: "@weekly"
+    catchup: False
+    default_view: graph
+
+  tasks:
+    - operator: BashOperator
+      description: "Task to copy `fashion-mnist.gz` from FASHION MNIST Database to GCS"
+      args:
+        task_id: "download_fashion_mnist_zip_files"
+        bash_command: |
+          mkdir -p $data_dir/fashion-mnist
+          curl -o $data_dir/fashion-mnist/t10k-images-idx3-ubyte.gz -L $fashion_mnist_test
+          curl -o $data_dir/fashion-mnist/train-images-idx3-ubyte.gz -L $fashion_mnist_train
+          curl -o $data_dir/fashion-mnist/train-labels-idx1-ubyte.gz -L $fashion_mnist_train_labels
+          curl -o $data_dir/fashion-mnist/t10k-labels-idx1-ubyte.gz -L $fashion_mnist_test_labels
+
+        env:
+          data_dir: /home/airflow/gcs/data/fashion-mnist
+          fashion_mnist_test: http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-images-idx3-ubyte.gz
+          fashion_mnist_train: http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-images-idx3-ubyte.gz
+          fashion_mnist_train_labels: http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/train-labels-idx1-ubyte.gz
+          fashion_mnist_test_labels: http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/t10k-labels-idx1-ubyte.gz
+
+  graph_paths:
+    - "download_fashion_mnist_zip_files"