diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
index 953022255d3e..00f10b99d933 100644
--- a/.github/CODEOWNERS
+++ b/.github/CODEOWNERS
@@ -71,6 +71,7 @@
 /profiler/**/*                         @GoogleCloudPlatform/python-samples-reviewers
 /pubsub/**/*                           @anguillanneuf @hongalex @GoogleCloudPlatform/python-samples-reviewers
 /pubsublite/**/*                       @anguillanneuf @hongalex @GoogleCloudPlatform/python-samples-reviewers
+/retail/**/*                           @GoogleCloudPlatform/dee-data-ai @GoogleCloudPlatform/python-samples-reviewers
 /run/**/*                              @GoogleCloudPlatform/aap-dpes  @GoogleCloudPlatform/python-samples-reviewers
 /run/django/**/*                       @glasnt @GoogleCloudPlatform/aap-dpes  @GoogleCloudPlatform/python-samples-reviewers
 /secretmanager/**/*                    @GoogleCloudPlatform/aap-dpes @GoogleCloudPlatform/python-samples-reviewers
diff --git a/.github/blunderbuss.yml b/.github/blunderbuss.yml
index 37c5eeea116f..1b0f09f6f812 100644
--- a/.github/blunderbuss.yml
+++ b/.github/blunderbuss.yml
@@ -91,8 +91,9 @@ assign_issues_by:
 - labels:
   - 'api: language'
   - 'api: texttospeech'
+  - 'api: retail'
   to:
-    - GoogleCloudPlatform/dee-data-ai
+  - GoogleCloudPlatform/dee-data-ai
 - labels:
   - 'api: ml'
   to:
@@ -186,7 +187,10 @@ assign_prs_by:
   - 'api: cloudtasks'
   to:
   - GoogleCloudPlatform/infra-db-dpes
-
+- labels:
+  - 'api: retail'
+  to: 
+  - GoogleCloudPlatform/dee-data-ai
 assign_issues:
   - GoogleCloudPlatform/python-samples-owners
 
diff --git a/retail/interactive-tutorials/README.md b/retail/interactive-tutorials/README.md
new file mode 100644
index 000000000000..64e6631cf826
--- /dev/null
+++ b/retail/interactive-tutorials/README.md
@@ -0,0 +1,188 @@
+#Retail Search Interactive Tutorials
+
+##Run tutorials in Cloud Shell
+
+To advance with the interactive tutorials, use Retail Search step-by-step manuals on the right side of the Cloud Shell IDE: 
+![Interactive tutorials](images/tutorial1.png)
+
+The interactive tutorial should open by default. If it didn’t, click on the Tutorial symbol in the menu bar to open the step-by-step manual:
+![Toggle tutorial](images/tutorials2.png)
+
+For more details about the Cloud Shell environment, refer to the [Cloud Shell documentation](https://cloud.google.com/shell/docs).
+
+## Interactive tutorial flow
+
+Interactive guides are intended to help you understand the features provided by Google Cloud Retail Search and test the Retail API in action.
+
+To proceed with the tutorial, choose a language you’ll be deploying your project in:
+![Select a programming language](images/tutorials3.png)
+
+
+To begin with the tutorial workflow, click the Start button:
+![Begin with the tutorial](images/tutorials4.png)
+
+Then, you can use Next and Previous buttons to navigate the tutorial pages.
+
+## Get started with the Google Cloud Retail API
+
+The Retail API provides you with the following possibilities to: 
+  - Create and maintaining the catalog data. 
+  - Fine-tune the search configuration.
+  - Import and maintain the user events data.
+
+You can find the information about the Retail services in the [documentation](https://cloud.google.com/retail/docs)
+
+<!--TODO(tkarasova) update the link to the tutorials when will be published-->
+If you would like to have a closer look at the Retail API features and try them yourself,
+the best option is to use the [Interactive Tutorials](https://cloud.google.com/retail/docs/overview). The tutorials will be launched in the CloudShell environment, and you will be able to request the Retail services and check the response with minimum time and effort.
+
+The code samples in the directory **python-retail/samples/interactive-tutorials** are explicitly created for use with the Retail Interactive Tutorials.
+
+If, for some reason, you have decided to proceed with these code samples without the tutorial, please go through the following steps and set up the required preconditions.
+
+### Select your project and enable the Retail API
+
+Google Cloud organizes resources into projects. This lets you
+collect all related resources for a single application in one place.
+
+If you don't have a Google Cloud project yet or you're not the owner of an existing one, you can
+[create a new project](https://console.cloud.google.com/projectcreate).
+
+After the project is created, set your PROJECT_ID to a ```project``` variable:
+
+1. Run the following command in the Terminal:
+
+    ```bash
+    gcloud config set project <YOUR_PROJECT_ID>
+    ```
+
+1. Ensure that the Retail API is enabled for your project in the [API & Services page](https://console.cloud.google.com/apis/api/retail.googleapis.com/).
+
+## Prepare your work environment
+
+To prepare the work environment you should perform the following steps:
+- Create a service account.
+- Create service account key and set it to authorize your calls to the Retail API.
+- Install Google Cloud Retail library.
+
+### Create service account
+
+To access the Retail API, you must create a service account. Check that you are an owner of your Google Cloud project on the [IAM page](https://console.cloud.google.com/iam-admin/iam).
+
+1. To create a service account, perform the following command:
+
+    ```bash
+    gcloud iam service-accounts create <YOUR_SERVICE_ACCOUNT_ID>
+    ```
+
+1. Assign the needed roles to your service account:
+
+    ```bash
+    for role in {retail.admin,storage.admin}
+    do gcloud projects add-iam-policy-binding <YOUR_PROJECT_ID> --member="serviceAccount:<YOUR_SERVICE_ACCOUNT_ID>@<YOUR_PROJECT_ID>.iam.gserviceaccount.com" --role="roles/${role}"
+    done
+    ```
+
+1. Use the following command to print out the service account email:
+
+    ```bash
+    gcloud iam service-accounts list|grep <YOUR_SERVICE_ACCOUNT_ID>
+    ```
+
+    Copy the service account email.
+
+
+1.  Upload your service account key JSON file and use it to activate the service
+    account:
+
+    ```bash
+    gcloud iam service-accounts keys create ~/key.json --iam-account <YOUR_SERVICE_ACCOUNT_EMAIL>
+    ```
+
+    ```bash
+    gcloud auth activate-service-account --key-file ~/key.json
+    ```
+
+1.  Set the key as the GOOGLE_APPLICATION_CREDENTIALS environment variable to
+    use it for sending requests to the Retail API.
+
+    ```bash
+    export GOOGLE_APPLICATION_CREDENTIALS=~/key.json
+    ```
+
+### Install Google Cloud Retail libraries
+
+To run Python code samples for the Retail API tutorial, you need to set up your virtual environment.
+
+1. Run the following commands in a Terminal to create an isolated Python environment:
+
+    ```bash
+    virtualenv -p python3 myenv
+    source myenv/bin/activate
+    ```
+
+1. Next, install Google packages:
+
+    ```bash
+    pip install google
+    pip install google-cloud-retail
+    pip install google-cloud-storage
+    pip install google-cloud-bigquery
+
+    ```
+
+## Import catalog data
+
+There is a python-retail/samples/interactive-tutorials/resources/products.json file with valid products prepared in the `resources` directory.
+
+The other file, python-retail/samples/interactive-tutorials/resources/products_some_invalid.json, contains both valid and invalid products. You will use it to check the error handling.
+
+### Upload catalog data to Cloud Storage
+
+In your own project you need to create a Cloud Storage bucket and put the JSON file there.
+The bucket name must be unique. For convenience, you can name it `<YOUR_PROJECT_ID>_<TIMESTAMP>`.
+
+1. The code samples for each of the Retail services are stored in different directories.
+
+    Go to the code samples directory, your starting point to run more commands.
+
+    ```bash
+    cd python-retail/samples/interactive-tutorials
+    ```
+
+1. To create the bucket and upload the JSON file, open python-retail/samples/interactive-tutorials/product/setup_product/products_create_gcs_bucket.py file
+
+1. Go to the **product** directory and run the following command in the Terminal:
+
+    ```bash
+    python product/setup_product/products_create_gcs_bucket.py
+    ```
+
+    Now you can see the bucket is created in the [Cloud Storage](https://console.cloud.google.com/storage/browser), and the files are uploaded.
+
+1. The name of the created Cloud Storage bucket is printed in the Terminal.
+
+    ```
+    The gcs bucket <YOUR_PROJECT_ID>_<TIMESTAMP> was created
+    ```
+
+    Copy the name and set it as the environment variable `BUCKET_NAME`:
+
+    ```bash
+    export BUCKET_NAME=<YOUR_BUCKET_NAME>
+    ```
+
+### Import products to the Retail Catalog
+
+To import the prepared products to a catalog, open python-retail/samples/interactive-tutorials/product/import_products_gcs.py file and run the following command in the Terminal:
+
+```bash
+python product/import_products_gcs.py
+```
+
+## Run your code sample
+
+Run the sample in a terminal with the following command:
+```bash
+python search/search_with_boost_spec.py
+```
\ No newline at end of file
diff --git a/retail/interactive-tutorials/TEST_RESOURCES_SETUP_CLEANUP.md b/retail/interactive-tutorials/TEST_RESOURCES_SETUP_CLEANUP.md
new file mode 100644
index 000000000000..78f9ca18209b
--- /dev/null
+++ b/retail/interactive-tutorials/TEST_RESOURCES_SETUP_CLEANUP.md
@@ -0,0 +1,50 @@
+# How to set up/ tear down the test resources
+
+## Required environment variables
+
+To successfully import the catalog data for tests, the following environment variables should be set:
+ - BUCKET_NAME
+ - EVENTS_BUCKET_NAME
+These values are stored in the Secret Manager and will be submitted as 
+   docker environment variables before the test run.
+   
+The Secret Manager name is set in .kokoro/presubmit/common.cfg file, SECRET_MANAGER_KEYS variable.
+
+## Import catalog data
+
+There are JSON files with valid products and user events prepared in `resources` directory:
+`samples/resources/products.json` and `samples/resources/user_events.json` respectively.
+
+Run the `create_test_resources.py` to perform the following actions:
+   - create the GCS bucket <BUCKET_NAME>, 
+      - upload the product data from `resources/products.json` file to products bucket,
+   - import products to the default branch of the Retail catalog,
+   - create the GCS bucket <EVENTS_BUCKET_NAME>, 
+      - upload the product data from `resources/user_events.json` file to events bucket,
+   - create a BigQuery dataset and table `products`,
+      - insert products from resources/products.json to the created products table,
+   - create a BigQuery dataset and table `events`,
+      - insert user events from resources/user_events.json to the created events table
+  
+
+```
+$ python create_test_resources.py
+```
+
+In the result 316 products should be created in the test project catalog.
+
+
+## Remove catalog data
+
+Run the `remove_test_resources.py` to perform the following actions:
+   - remove all objects from the GCS bucket <BUCKET_NAME>, 
+   - remove the <BUCKET_NAME> bucket,
+   - delete all products from the Retail catalog.
+   - remove all objects from the GCS bucket <EVENTS_BUCKET_NAME>, 
+   - remove the <EVENTS_BUCKET_NAME> bucket,
+   - remove dataset `products` along with tables
+   - remove dataset `user_events` along with tables 
+
+```
+$ python remove_test_resources.py
+```
\ No newline at end of file
diff --git a/retail/interactive-tutorials/events/conftest.py b/retail/interactive-tutorials/events/conftest.py
new file mode 100644
index 000000000000..09e4609a06c1
--- /dev/null
+++ b/retail/interactive-tutorials/events/conftest.py
@@ -0,0 +1,30 @@
+# 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.
+
+import pytest
+import test_utils.prefixer
+
+prefixer = test_utils.prefixer.Prefixer(
+    "python-retail", "samples/interactive-tutorials/product"
+)
+
+
+@pytest.fixture(scope="session")
+def table_id_prefix() -> str:
+    return prefixer.create_prefix()
+
+
+@pytest.fixture(scope="session")
+def bucket_name_prefix() -> str:
+    return prefixer.create_prefix()
diff --git a/retail/interactive-tutorials/events/import_user_events_big_query.py b/retail/interactive-tutorials/events/import_user_events_big_query.py
new file mode 100644
index 000000000000..1297ffbdcd17
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_big_query.py
@@ -0,0 +1,106 @@
+# 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.
+
+import argparse
+
+import google.auth
+
+project_id = google.auth.default()[1]
+
+
+def main(project_id, dataset_id, table_id):
+    # TODO: Set project_id to your Google Cloud Platform project ID.
+    # project_id = "my-project"
+
+    # TODO: Set dataset_id
+    # dataset_id = "user_events"
+
+    # TODO: Set table_id
+    # table_id = "events"
+
+    # Import products into a catalog from big query table using Retail API
+    import time
+
+    from google.cloud.retail import (
+        BigQuerySource,
+        ImportUserEventsRequest,
+        UserEventInputConfig,
+        UserEventServiceClient,
+    )
+
+    default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+    # TO CHECK ERROR HANDLING USE THE TABLE OF INVALID USER EVENTS:
+    # table_id = "events_some_invalid"
+
+    # get import user events from big query request
+    def get_import_events_big_query_request():
+        # TO CHECK ERROR HANDLING PASTE THE INVALID CATALOG NAME HERE:
+        # default_catalog = "invalid_catalog_name"
+        big_query_source = BigQuerySource()
+        big_query_source.project_id = project_id
+        big_query_source.dataset_id = dataset_id
+        big_query_source.table_id = table_id
+        big_query_source.data_schema = "user_event"
+
+        input_config = UserEventInputConfig()
+        input_config.big_query_source = big_query_source
+
+        import_request = ImportUserEventsRequest()
+        import_request.parent = default_catalog
+        import_request.input_config = input_config
+
+        print("---import user events from BigQuery source request---")
+        print(import_request)
+
+        return import_request
+
+    # call the Retail API to import user events
+    def import_user_events_from_big_query():
+        import_big_query_request = get_import_events_big_query_request()
+        big_query_operation = UserEventServiceClient().import_user_events(
+            import_big_query_request
+        )
+
+        print("---the operation was started:----")
+        print(big_query_operation.operation.name)
+
+        while not big_query_operation.done():
+            print("---please wait till operation is done---")
+            time.sleep(30)
+        print("---import user events operation is done---")
+
+        if big_query_operation.metadata is not None:
+            print("---number of successfully imported events---")
+            print(big_query_operation.metadata.success_count)
+            print("---number of failures during the importing---")
+            print(big_query_operation.metadata.failure_count)
+        else:
+            print("---operation.metadata is empty---")
+
+        if big_query_operation.result is not None:
+            print("---operation result:---")
+            print(big_query_operation.result())
+        else:
+            print("---operation.result is empty---")
+
+    import_user_events_from_big_query()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("dataset_id", nargs="?", default="user_events")
+    parser.add_argument("table_id", nargs="?", default="events")
+    args = parser.parse_args()
+    main(project_id, args.dataset_id, args.table_id)
diff --git a/retail/interactive-tutorials/events/import_user_events_bigquery_test.py b/retail/interactive-tutorials/events/import_user_events_bigquery_test.py
new file mode 100644
index 000000000000..dbc12f19673c
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_bigquery_test.py
@@ -0,0 +1,65 @@
+# 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.
+
+import re
+import subprocess
+
+from setup_events.setup_cleanup import (
+    create_bq_dataset,
+    create_bq_table,
+    delete_bq_table,
+    upload_data_to_bq_table,
+)
+from setup_events.update_user_events_json import update_events_timestamp
+
+
+def test_import_products_bq(table_id_prefix):
+    dataset = "user_events"
+    valid_products_table = f"{table_id_prefix}events"
+    product_schema = "../resources/events_schema.json"
+    valid_products_source_file = "../resources/user_events.json"
+
+    try:
+        update_events_timestamp("../resources/user_events.json")
+        update_events_timestamp("../resources/user_events_some_invalid.json")
+        create_bq_dataset(dataset)
+        create_bq_table(dataset, valid_products_table, product_schema)
+        upload_data_to_bq_table(
+            dataset, valid_products_table, valid_products_source_file, product_schema
+        )
+        output = str(
+            subprocess.check_output(
+                f"python import_user_events_big_query.py {dataset} {valid_products_table}",
+                shell=True,
+            )
+        )
+    finally:
+        delete_bq_table(dataset, valid_products_table)
+
+    assert re.match(
+        '.*import user events from BigQuery source request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(
+        ".*import user events from BigQuery source request.*?input_config.*?big_query_source.*",
+        output,
+    )
+    assert re.match(
+        ".*the operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/import-user-events.*",
+        output,
+    )
+    assert re.match(".*import user events operation is done.*", output)
+    assert re.match(".*number of successfully imported events.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
+    assert re.match(".*operation result.*?errors_config.*", output)
diff --git a/retail/interactive-tutorials/events/import_user_events_gcs.py b/retail/interactive-tutorials/events/import_user_events_gcs.py
new file mode 100644
index 000000000000..2c74618d8166
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_gcs.py
@@ -0,0 +1,111 @@
+# 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.
+
+import argparse
+import os
+
+
+def main(bucket_name):
+    # Import user events into a catalog from GCS using Retail API
+
+    import time
+
+    import google.auth
+    from google.cloud.retail import (
+        GcsSource,
+        ImportErrorsConfig,
+        ImportUserEventsRequest,
+        UserEventInputConfig,
+        UserEventServiceClient,
+    )
+
+    # Read the project number from the environment variable
+    project_id = google.auth.default()[1]
+
+    # Read bucket name from the environment variable
+    bucket_name = os.getenv("EVENTS_BUCKET_NAME")
+
+    # TODO: Developer set the bucket_name
+    # bucket_name = 'user_events_bucket'
+
+    default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+    gcs_bucket = f"gs://{bucket_name}"
+    gcs_errors_bucket = f"{gcs_bucket}/error"
+    gcs_events_object = "user_events.json"
+
+    # TO CHECK ERROR HANDLING USE THE JSON WITH INVALID PRODUCT
+    # gcs_events_object = "user_events_some_invalid.json"
+
+    # get import user events from gcs request
+    def get_import_events_gcs_request(gcs_object_name: str):
+        # TO CHECK ERROR HANDLING PASTE THE INVALID CATALOG NAME HERE:
+        # default_catalog = "invalid_catalog_name"
+        gcs_source = GcsSource()
+        gcs_source.input_uris = [f"{gcs_bucket}/{gcs_object_name}"]
+
+        input_config = UserEventInputConfig()
+        input_config.gcs_source = gcs_source
+
+        errors_config = ImportErrorsConfig()
+        errors_config.gcs_prefix = gcs_errors_bucket
+
+        import_request = ImportUserEventsRequest()
+        import_request.parent = default_catalog
+        import_request.input_config = input_config
+        import_request.errors_config = errors_config
+
+        print("---import user events from google cloud source request---")
+        print(import_request)
+
+        return import_request
+
+    # call the Retail API to import user events
+    def import_user_events_from_gcs():
+        import_gcs_request = get_import_events_gcs_request(gcs_events_object)
+        gcs_operation = UserEventServiceClient().import_user_events(import_gcs_request)
+
+        print("---the operation was started:----")
+        print(gcs_operation.operation.name)
+
+        while not gcs_operation.done():
+            print("---please wait till operation is done---")
+            time.sleep(30)
+
+        print("---import user events operation is done---")
+
+        if gcs_operation.metadata is not None:
+            print("---number of successfully imported events---")
+            print(gcs_operation.metadata.success_count)
+            print("---number of failures during the importing---")
+            print(gcs_operation.metadata.failure_count)
+        else:
+            print("---operation.metadata is empty---")
+
+        if gcs_operation.result is not None:
+            print("---operation result:---")
+            print(gcs_operation.result())
+        else:
+            print("---operation.result is empty---")
+
+    import_user_events_from_gcs()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "bucket_name", nargs="?", default=os.environ["EVENTS_BUCKET_NAME"]
+    )
+    args = parser.parse_args()
+    main(args.bucket_name)
diff --git a/retail/interactive-tutorials/events/import_user_events_gcs_test.py b/retail/interactive-tutorials/events/import_user_events_gcs_test.py
new file mode 100644
index 000000000000..897cf79ef840
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_gcs_test.py
@@ -0,0 +1,53 @@
+# 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.
+
+import re
+import subprocess
+
+from setup_events.setup_cleanup import create_bucket, delete_bucket, upload_blob
+from setup_events.update_user_events_json import update_events_timestamp
+
+
+def test_import_events_gcs(bucket_name_prefix):
+    # gcs buckets have a limit of 63 characters. Get the last 60 characters
+    bucket_name = bucket_name_prefix[63:]
+
+    try:
+        update_events_timestamp("../resources/user_events.json")
+        update_events_timestamp("../resources/user_events_some_invalid.json")
+        create_bucket(bucket_name)
+        upload_blob(bucket_name, "../resources/user_events.json")
+
+        output = str(
+            subprocess.check_output("python import_user_events_gcs.py", shell=True)
+        )
+    finally:
+        delete_bucket(bucket_name)
+
+    assert re.match(
+        '.*import user events from google cloud source request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(
+        ".*import user events from google cloud source request.*?input_config.*?gcs_source.*",
+        output,
+    )
+    assert re.match(
+        ".*the operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/import-user-events.*",
+        output,
+    )
+    assert re.match(".*import user events operation is done.*", output)
+    assert re.match(".*number of successfully imported events.*?4.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
+    assert re.match(".*operation result.*?errors_config.*", output)
diff --git a/retail/interactive-tutorials/events/import_user_events_inline.py b/retail/interactive-tutorials/events/import_user_events_inline.py
new file mode 100644
index 000000000000..19468bdc233e
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_inline.py
@@ -0,0 +1,106 @@
+# 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.
+
+
+# Import user events into a catalog from inline source using Retail API
+#
+import datetime
+import random
+import string
+import time
+
+import google.auth
+from google.cloud.retail import (
+    ImportUserEventsRequest,
+    UserEvent,
+    UserEventInlineSource,
+    UserEventInputConfig,
+    UserEventServiceClient,
+)
+from google.protobuf.timestamp_pb2 import Timestamp
+
+project_id = google.auth.default()[1]
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+
+# get user events for import
+def get_user_events():
+    user_events = []
+    for x in range(3):
+        timestamp = Timestamp()
+        timestamp.seconds = int(datetime.datetime.now().timestamp())
+
+        user_event = UserEvent()
+        user_event.event_type = "home-page-view"
+        user_event.visitor_id = (
+            "".join(random.sample(string.ascii_lowercase, 4)) + "event_" + str(x)
+        )
+        user_event.event_time = timestamp
+        user_events.append(user_event)
+
+    print(user_events)
+    return user_events
+
+
+# get import user events from inline source request
+def get_import_events_inline_source_request(user_events_to_import):
+    inline_source = UserEventInlineSource()
+    inline_source.user_events = user_events_to_import
+
+    input_config = UserEventInputConfig()
+    input_config.user_event_inline_source = inline_source
+
+    import_request = ImportUserEventsRequest()
+    import_request.parent = default_catalog
+    import_request.input_config = input_config
+
+    print("---import user events from inline source request---")
+    print(import_request)
+
+    return import_request
+
+
+# call the Retail API to import user events
+def import_user_events_from_inline_source():
+    import_inline_request = get_import_events_inline_source_request(get_user_events())
+    import_operation = UserEventServiceClient().import_user_events(
+        import_inline_request
+    )
+
+    print("---the operation was started:----")
+    print(import_operation.operation.name)
+
+    while not import_operation.done():
+        print("---please wait till operation is done---")
+        time.sleep(5)
+
+    print("---import user events operation is done---")
+
+    if import_operation.metadata is not None:
+        print("---number of successfully imported events---")
+        print(import_operation.metadata.success_count)
+        print("---number of failures during the importing---")
+        print(import_operation.metadata.failure_count)
+    else:
+        print("---operation.metadata is empty---")
+
+    if import_operation.result is not None:
+        print("---operation result:---")
+        print(import_operation.result())
+    else:
+        print("---operation.result is empty---")
+
+
+import_user_events_from_inline_source()
diff --git a/retail/interactive-tutorials/events/import_user_events_inline_test.py b/retail/interactive-tutorials/events/import_user_events_inline_test.py
new file mode 100644
index 000000000000..ed2136aef704
--- /dev/null
+++ b/retail/interactive-tutorials/events/import_user_events_inline_test.py
@@ -0,0 +1,38 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_create_product():
+    output = str(
+        subprocess.check_output("python import_user_events_inline.py", shell=True)
+    )
+
+    assert re.match(
+        '.*import user events from inline source request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(
+        ".*import user events from inline source request.*?input_config.*?user_event_inline_source.*",
+        output,
+    )
+    assert re.match(
+        ".*the operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/import-user-events.*",
+        output,
+    )
+    assert re.match(".*import user events operation is done.*", output)
+    assert re.match(".*number of successfully imported events.*?3.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
diff --git a/retail/interactive-tutorials/events/noxfile_config.py b/retail/interactive-tutorials/events/noxfile_config.py
new file mode 100644
index 000000000000..cee552bb76b0
--- /dev/null
+++ b/retail/interactive-tutorials/events/noxfile_config.py
@@ -0,0 +1,35 @@
+# 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.
+
+# Default TEST_CONFIG_OVERRIDE for python repos.
+
+# The source of truth:
+# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/noxfile_config.py
+
+TEST_CONFIG_OVERRIDE = {
+    # You can opt out from the test for specific Python versions.
+    "ignored_versions": ["2.7", "3.6"],
+    # An envvar key for determining the project id to use. Change it
+    # to 'PROJECT_NUMBER' if you want to opt in using a
+    # build specific Cloud project. You can also use your own string
+    # to use your own Cloud project.
+    "gcloud_project_env": "GOOGLE_CLOUD_PROJECT",
+    # A dictionary you want to inject into your test. Don't put any
+    # secrets here. These values will override predefined values.
+    "envs": {
+        "DATA_LABELING_API_ENDPOINT": "us-central1-autopush-aiplatform.sandbox.googleapis.com",
+        "PYTEST_ADDOPTS": "-n=auto",  # Run tests parallel using all available CPUs
+        "EVENTS_BUCKET_NAME": "retail-interactive-tutorials-events",
+    },
+}
diff --git a/retail/interactive-tutorials/events/purge_user_event.py b/retail/interactive-tutorials/events/purge_user_event.py
new file mode 100644
index 000000000000..1f4b7bd78b94
--- /dev/null
+++ b/retail/interactive-tutorials/events/purge_user_event.py
@@ -0,0 +1,53 @@
+# 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.
+
+
+# Deleting user event using Retail API.
+#
+import google.auth
+from google.cloud.retail import PurgeUserEventsRequest, UserEventServiceClient
+
+from setup_events.setup_cleanup import write_user_event
+
+project_id = google.auth.default()[1]
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+visitor_id = "test_visitor_id"
+
+
+# get purge user event request
+def get_purge_user_event_request():
+    purge_user_event_request = PurgeUserEventsRequest()
+    # TO CHECK ERROR HANDLING SET INVALID FILTER HERE:
+    purge_user_event_request.filter = f'visitorId="{visitor_id}"'
+    purge_user_event_request.parent = default_catalog
+    purge_user_event_request.force = True
+    print("---purge user events request---")
+    print(purge_user_event_request)
+    return purge_user_event_request
+
+
+# call the Retail API to purge user event
+def call_purge_user_events():
+    purge_operation = UserEventServiceClient().purge_user_events(
+        get_purge_user_event_request()
+    )
+
+    print("---the purge operation was started:----")
+    print(purge_operation.operation.name)
+
+
+write_user_event(visitor_id)
+call_purge_user_events()
diff --git a/retail/interactive-tutorials/events/purge_user_event_test.py b/retail/interactive-tutorials/events/purge_user_event_test.py
new file mode 100644
index 000000000000..4c3188a14628
--- /dev/null
+++ b/retail/interactive-tutorials/events/purge_user_event_test.py
@@ -0,0 +1,39 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_create_product():
+    output = str(subprocess.check_output("python purge_user_event.py", shell=True))
+
+    assert re.match(".*the user event is written.*", output)
+    assert re.match(
+        '.*purge user events request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(
+        '.*purge user events request.*?filter: "visitorId=.*?test_visitor_id.*?".*',
+        output,
+    )
+    assert re.match(
+        '.*purge user events request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(".*purge user events request.*?force: true.*", output)
+    assert re.match(
+        ".*the purge operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/purge-user-events.*",
+        output,
+    )
diff --git a/retail/interactive-tutorials/events/rejoin_user_event.py b/retail/interactive-tutorials/events/rejoin_user_event.py
new file mode 100644
index 000000000000..a30510ea9f77
--- /dev/null
+++ b/retail/interactive-tutorials/events/rejoin_user_event.py
@@ -0,0 +1,56 @@
+# 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.
+
+
+# Starts a user event rejoin operation using Retail API.
+#
+import google.auth
+from google.cloud.retail import RejoinUserEventsRequest, UserEventServiceClient
+
+from setup_events.setup_cleanup import purge_user_event, write_user_event
+
+project_id = google.auth.default()[1]
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+visitor_id = "test_visitor_id"
+
+
+# get rejoin user event request
+def get_rejoin_user_event_request():
+    # TO CHECK THE ERROR HANDLING TRY TO PASS INVALID CATALOG:
+    # default_catalog = f"projects/{project_id}/locations/global/catalogs/invalid_catalog"
+    rejoin_user_event_request = RejoinUserEventsRequest()
+    rejoin_user_event_request.parent = default_catalog
+    rejoin_user_event_request.user_event_rejoin_scope = (
+        RejoinUserEventsRequest.UserEventRejoinScope.UNJOINED_EVENTS
+    )
+    print("---rejoin user events request---")
+    print(rejoin_user_event_request)
+    return rejoin_user_event_request
+
+
+# call the Retail API to rejoin user event
+def call_rejoin_user_events():
+    rejoin_operation = UserEventServiceClient().rejoin_user_events(
+        get_rejoin_user_event_request()
+    )
+
+    print("---the rejoin operation was started:----")
+    print(rejoin_operation.operation.name)
+
+
+write_user_event(visitor_id)
+call_rejoin_user_events()
+purge_user_event(visitor_id)
diff --git a/retail/interactive-tutorials/events/rejoin_user_event_test.py b/retail/interactive-tutorials/events/rejoin_user_event_test.py
new file mode 100644
index 000000000000..142afca3ece3
--- /dev/null
+++ b/retail/interactive-tutorials/events/rejoin_user_event_test.py
@@ -0,0 +1,38 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_create_product():
+    output = str(subprocess.check_output("python rejoin_user_event.py", shell=True))
+
+    assert re.match(".*the user event is written.*", output)
+    assert re.match(
+        '.*rejoin user events request.*?parent: "projects/.*?/locations/global/catalogs/default_catalog.*',
+        output,
+    )
+    assert re.match(
+        ".*rejoin user events request.*?user_event_rejoin_scope: UNJOINED_EVENTS.*",
+        output,
+    )
+    assert re.match(
+        ".*the rejoin operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/rejoin-user-events.*",
+        output,
+    )
+    assert re.match(
+        ".*the purge operation was started.*?projects/.*?/locations/global/catalogs/default_catalog/operations/purge-user-events.*",
+        output,
+    )
diff --git a/retail/interactive-tutorials/events/requirements-test.txt b/retail/interactive-tutorials/events/requirements-test.txt
new file mode 100644
index 000000000000..3743d2359d36
--- /dev/null
+++ b/retail/interactive-tutorials/events/requirements-test.txt
@@ -0,0 +1,3 @@
+pytest==7.2.0
+pytest-xdist==3.0.2
+google-cloud-testutils==1.3.3
diff --git a/retail/interactive-tutorials/events/requirements.txt b/retail/interactive-tutorials/events/requirements.txt
new file mode 100644
index 000000000000..547d882a7646
--- /dev/null
+++ b/retail/interactive-tutorials/events/requirements.txt
@@ -0,0 +1,4 @@
+google==3.0.0
+google-cloud-retail==1.10.2
+google-cloud-storage==2.6.0
+google-cloud-bigquery==3.4.0
diff --git a/retail/interactive-tutorials/events/setup_events/events_create_bigquery_table.py b/retail/interactive-tutorials/events/setup_events/events_create_bigquery_table.py
new file mode 100644
index 000000000000..c69ee172dac0
--- /dev/null
+++ b/retail/interactive-tutorials/events/setup_events/events_create_bigquery_table.py
@@ -0,0 +1,31 @@
+# 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.
+
+from setup_cleanup import create_bq_dataset, create_bq_table, \
+    upload_data_to_bq_table
+
+dataset = "user_events"
+valid_events_table = "events"
+invalid_events_table = "events_some_invalid"
+events_schema = "../resources/events_schema.json"
+valid_events_source_file = "../resources/user_events.json"
+invalid_events_source_file = "../resources/user_events_some_invalid.json"
+
+create_bq_dataset(dataset)
+create_bq_table(dataset, valid_events_table, events_schema)
+upload_data_to_bq_table(dataset, valid_events_table, valid_events_source_file,
+                        events_schema)
+create_bq_table(dataset, invalid_events_table, events_schema)
+upload_data_to_bq_table(dataset, invalid_events_table,
+                        invalid_events_source_file, events_schema)
diff --git a/retail/interactive-tutorials/events/setup_events/events_create_gcs_bucket.py b/retail/interactive-tutorials/events/setup_events/events_create_gcs_bucket.py
new file mode 100644
index 000000000000..631ad15f2bed
--- /dev/null
+++ b/retail/interactive-tutorials/events/setup_events/events_create_gcs_bucket.py
@@ -0,0 +1,29 @@
+# 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.
+
+import datetime
+
+import google.auth
+
+from setup_cleanup import create_bucket, upload_blob
+
+project_id = google.auth.default()[1]
+timestamp_ = datetime.datetime.now().timestamp().__round__()
+bucket_name = f"{project_id}_events_{timestamp_}"
+
+create_bucket(bucket_name)
+upload_blob(bucket_name, "../resources/user_events.json")
+upload_blob(bucket_name, "../resources/user_events_some_invalid.json")
+
+print(f"\nThe gcs bucket {bucket_name} was created")
diff --git a/retail/interactive-tutorials/events/setup_events/events_delete_gcs_bucket.py b/retail/interactive-tutorials/events/setup_events/events_delete_gcs_bucket.py
new file mode 100644
index 000000000000..08f74b0efa2e
--- /dev/null
+++ b/retail/interactive-tutorials/events/setup_events/events_delete_gcs_bucket.py
@@ -0,0 +1,25 @@
+# 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.
+
+import os
+
+from setup_cleanup import delete_bucket
+
+
+def delete_bucket_by_name(name: str):
+    if name is None:
+        bucket_name = os.getenv("EVENTS_BUCKET_NAME")
+        delete_bucket(bucket_name)
+    else:
+        delete_bucket(name)
diff --git a/retail/interactive-tutorials/events/setup_events/setup_cleanup.py b/retail/interactive-tutorials/events/setup_events/setup_cleanup.py
new file mode 100644
index 000000000000..ca047abde32e
--- /dev/null
+++ b/retail/interactive-tutorials/events/setup_events/setup_cleanup.py
@@ -0,0 +1,203 @@
+# 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.
+
+
+import datetime
+import json
+import re
+import shlex
+import subprocess
+
+from google.api_core.exceptions import NotFound
+import google.auth
+
+from google.cloud import bigquery
+from google.cloud import storage
+from google.cloud.retail import ProductDetail, PurgeUserEventsRequest, \
+    UserEvent, UserEventServiceClient, WriteUserEventRequest
+from google.cloud.retail_v2 import Product
+
+from google.protobuf.timestamp_pb2 import Timestamp
+
+project_id = google.auth.default()[1]
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+
+# get user event
+def get_user_event(visitor_id):
+    timestamp = Timestamp()
+    timestamp.seconds = int(datetime.datetime.now().timestamp())
+
+    product = Product()
+    product.id = 'test_id'
+
+    product_detail = ProductDetail()
+    product_detail.product = product
+
+    user_event = UserEvent()
+    user_event.event_type = "detail-page-view"
+    user_event.visitor_id = visitor_id
+    user_event.event_time = timestamp
+    user_event.product_details = [product_detail]
+
+    print(user_event)
+    return user_event
+
+
+# write user event
+def write_user_event(visitor_id):
+    write_user_event_request = WriteUserEventRequest()
+    write_user_event_request.user_event = get_user_event(visitor_id)
+    write_user_event_request.parent = default_catalog
+    user_event = UserEventServiceClient().write_user_event(
+        write_user_event_request)
+    print("---the user event is written---")
+    print(user_event)
+    return user_event
+
+
+# purge user event
+def purge_user_event(visitor_id):
+    purge_user_event_request = PurgeUserEventsRequest()
+    purge_user_event_request.filter = f'visitorId="{visitor_id}"'
+    purge_user_event_request.parent = default_catalog
+    purge_user_event_request.force = True
+    purge_operation = UserEventServiceClient().purge_user_events(
+        purge_user_event_request)
+
+    print("---the purge operation was started:----")
+    print(purge_operation.operation.name)
+
+
+def get_project_id():
+    get_project_command = "gcloud config get-value project --format json"
+    config = subprocess.check_output(shlex.split(get_project_command))
+    project_id = re.search('\"(.*?)\"', str(config)).group(1)
+    return project_id
+
+
+def create_bucket(bucket_name: str):
+    """Create a new bucket in Cloud Storage"""
+    print("Creating new bucket:" + bucket_name)
+    buckets_in_your_project = list_buckets()
+    if bucket_name in buckets_in_your_project:
+        print(f"Bucket {bucket_name} already exists")
+    else:
+        storage_client = storage.Client()
+        bucket = storage_client.bucket(bucket_name)
+        bucket.storage_class = "STANDARD"
+        new_bucket = storage_client.create_bucket(bucket, location="us")
+        print(
+            f"Created bucket {new_bucket.name} in {new_bucket.location} with storage class {new_bucket.storage_class}")
+        return new_bucket
+
+
+def delete_bucket(bucket_name: str):
+    """Delete a bucket from Cloud Storage"""
+    storage_client = storage.Client()
+    print("Deleting bucket:" + bucket_name)
+    buckets_in_your_project = list_buckets()
+    if bucket_name in buckets_in_your_project:
+        blobs = storage_client.list_blobs(bucket_name)
+        for blob in blobs:
+            blob.delete()
+        bucket = storage_client.get_bucket(bucket_name)
+        bucket.delete()
+        print(f"Bucket {bucket.name} is deleted")
+    else:
+        print(f"Bucket {bucket_name} is not found")
+
+
+def list_buckets():
+    """Lists all buckets"""
+    bucket_list = []
+    storage_client = storage.Client()
+    buckets = storage_client.list_buckets()
+    for bucket in buckets:
+        bucket_list.append(bucket.name)
+    return bucket_list
+
+
+def upload_blob(bucket_name, source_file_name):
+    """Uploads a file to the bucket."""
+    # The path to your file to upload
+    # source_file_name = "local/path/to/file"
+    print(f"Uploading data from {source_file_name} to the bucket {bucket_name}")
+    storage_client = storage.Client()
+    bucket = storage_client.bucket(bucket_name)
+    object_name = re.search('resources/(.*?)$', source_file_name).group(1)
+    blob = bucket.blob(object_name)
+    blob.upload_from_filename(source_file_name)
+    print(
+        f"File {source_file_name} uploaded to {object_name}."
+    )
+
+
+def create_bq_dataset(dataset_name):
+    """Create a BigQuery dataset"""
+    full_dataset_id = f"{project_id}.{dataset_name}"
+    bq = bigquery.Client()
+    print(f"Creating dataset {full_dataset_id}")
+    try:
+        bq.get_dataset(full_dataset_id)
+        print(f"dataset {full_dataset_id} already exists")
+    except NotFound:
+        # Construct a Dataset object to send to the API.
+        dataset = bigquery.Dataset(full_dataset_id)
+        dataset.location = "US"
+        bq.create_dataset(dataset)
+        print("dataset is created")
+
+
+def create_bq_table(dataset, table_name, schema_file_path):
+    """Create a BigQuery table"""
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    print(f"Check if BQ table {full_table_id} exists")
+    try:
+        bq.get_table(full_table_id)
+        print(f"table {full_table_id} exists and will be deleted")
+        delete_bq_table(dataset, table_name)
+    except NotFound:
+        print(f"table {full_table_id} does not exist")
+    # Construct a Table object to send to the API.
+    with open(schema_file_path, "rb") as schema:
+        schema_dict = json.load(schema)
+        table = bigquery.Table(full_table_id, schema=schema_dict)
+    bq.create_table(table)
+    print(f"table {full_table_id} is created")
+
+
+def delete_bq_table(dataset, table_name):
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    bq.delete_table(full_table_id, not_found_ok=True)
+    print(f"Table '{full_table_id}' is deleted.")
+
+
+def upload_data_to_bq_table(dataset, table_name, source, schema_file_path):
+    """Upload data to the table from specified source file"""
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    print(f"Uploading data from {source} to the table {full_table_id}")
+    with open(schema_file_path, "rb") as schema:
+        schema_dict = json.load(schema)
+    job_config = bigquery.LoadJobConfig(
+        source_format=bigquery.SourceFormat.NEWLINE_DELIMITED_JSON,
+        schema=schema_dict)
+    with open(source, "rb") as source_file:
+        job = bq.load_table_from_file(source_file, full_table_id,
+                                      job_config=job_config)
+    job.result()  # Waits for the job to complete.
+    print("data was uploaded")
diff --git a/retail/interactive-tutorials/events/setup_events/update_user_events_json.py b/retail/interactive-tutorials/events/setup_events/update_user_events_json.py
new file mode 100644
index 000000000000..803fdfe91aa3
--- /dev/null
+++ b/retail/interactive-tutorials/events/setup_events/update_user_events_json.py
@@ -0,0 +1,46 @@
+# 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.
+
+
+import datetime
+import re
+
+"""
+Run the file to update the user_events.json and user_events_some_invalid.json files with more recent timestamp
+"""
+
+
+def update_events_timestamp(json_file):
+    # Get the yesterday's date
+    request_time = datetime.datetime.now() - datetime.timedelta(days=1)
+    day = request_time.date().strftime("%Y-%m-%d")
+    print(day)
+
+    # Read in the file
+    with open(json_file, 'r') as file:
+        filedata = file.read()
+
+    # Replace the target string  '"eventTime":"YYYY-mm-dd' with yesterday date
+    filedata = re.sub('\"eventTime\":\"([0-9]{4})-([0-9]{2})-([0-9]{2})',
+                      '\"eventTime\":\"' + day, filedata, flags=re.M)
+
+    # Write the file out again
+    with open(json_file, 'w') as file:
+        file.write(filedata)
+    print(f"The {json_file} is updated")
+
+
+if __name__ == "__main__":
+    update_events_timestamp("../resources/user_events.json")
+    update_events_timestamp("../resources/user_events_some_invalid.json")
diff --git a/retail/interactive-tutorials/events/write_user_event.py b/retail/interactive-tutorials/events/write_user_event.py
new file mode 100644
index 000000000000..3f85dddd1597
--- /dev/null
+++ b/retail/interactive-tutorials/events/write_user_event.py
@@ -0,0 +1,72 @@
+# 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.
+
+
+# Write user event using Retail API.
+#
+import datetime
+
+import google.auth
+from google.cloud.retail import UserEvent, UserEventServiceClient, WriteUserEventRequest
+from google.protobuf.timestamp_pb2 import Timestamp
+
+from setup_events.setup_cleanup import purge_user_event
+
+project_id = google.auth.default()[1]
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+
+visitor_id = "test_visitor_id"
+
+
+# get user event
+def get_user_event():
+    timestamp = Timestamp()
+    timestamp.seconds = int(datetime.datetime.now().timestamp())
+
+    user_event = UserEvent()
+    user_event.event_type = "home-page-view"
+    user_event.visitor_id = visitor_id
+    user_event.event_time = timestamp
+
+    print(user_event)
+    return user_event
+
+
+# get write user event request
+def get_write_event_request(user_event):
+    # TO CHECK THE ERROR HANDLING TRY TO PASS INVALID CATALOG:
+    # default_catalog = f"projects/{project_id}/locations/global/catalogs/invalid_catalog"
+    write_user_event_request = WriteUserEventRequest()
+    write_user_event_request.user_event = user_event
+    write_user_event_request.parent = default_catalog
+
+    print("---write user event request---")
+    print(write_user_event_request)
+
+    return write_user_event_request
+
+
+# call the Retail API to write user event
+def write_user_event():
+    write_user_event_request = get_write_event_request(get_user_event())
+    user_event = UserEventServiceClient().write_user_event(write_user_event_request)
+
+    print("---written user event:---")
+    print(user_event)
+    return user_event
+
+
+write_user_event()
+purge_user_event(visitor_id)
diff --git a/retail/interactive-tutorials/events/write_user_event_test.py b/retail/interactive-tutorials/events/write_user_event_test.py
new file mode 100644
index 000000000000..ea5c62176408
--- /dev/null
+++ b/retail/interactive-tutorials/events/write_user_event_test.py
@@ -0,0 +1,27 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_create_product():
+    output = str(subprocess.check_output("python write_user_event.py", shell=True))
+
+    assert re.match(
+        '.*write user event request.*?user_event.*?event_type: "home-page-view".*',
+        output,
+    )
+    assert re.match('.*written user event.*?event_type: "home-page-view".*', output)
+    assert re.match('.*written user event.*?visitor_id: "test_visitor_id".*', output)
diff --git a/retail/interactive-tutorials/images/tutorail1.img b/retail/interactive-tutorials/images/tutorail1.img
new file mode 100644
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diff --git a/retail/interactive-tutorials/images/tutorials4.png b/retail/interactive-tutorials/images/tutorials4.png
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diff --git a/retail/interactive-tutorials/product/add_fulfillment_places.py b/retail/interactive-tutorials/product/add_fulfillment_places.py
new file mode 100644
index 000000000000..8e6c83b23d1b
--- /dev/null
+++ b/retail/interactive-tutorials/product/add_fulfillment_places.py
@@ -0,0 +1,75 @@
+# 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.
+
+# Adding place IDs using Retail API.
+#
+import asyncio
+import random
+import string
+
+from google.api_core.exceptions import GoogleAPICallError
+import google.auth
+from google.cloud.retail import AddFulfillmentPlacesRequest, ProductServiceAsyncClient
+
+from setup_product.setup_cleanup import create_product, delete_product, get_product
+
+project_id = google.auth.default()[1]
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+product_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch/products/"
+    + product_id
+)
+
+
+# add fulfillment request
+def get_add_fulfillment_request(
+    product_name: str, place_id
+) -> AddFulfillmentPlacesRequest:
+    add_fulfillment_request = AddFulfillmentPlacesRequest()
+    add_fulfillment_request.product = product_name
+    add_fulfillment_request.type_ = "pickup-in-store"
+    add_fulfillment_request.place_ids = [place_id]
+    add_fulfillment_request.allow_missing = True
+
+    # To send an out-of-order request assign the invalid add_time here:
+    # import datetime
+    # add_fulfillment_request.add_time = datetime.datetime.now() - datetime.timedelta(days=1)
+
+    print("---add fulfillment request---")
+    print(add_fulfillment_request)
+
+    return add_fulfillment_request
+
+
+async def add_places(product_name: str):
+    print("------add fulfillment places-----")
+    add_fulfillment_request = get_add_fulfillment_request(product_name, "store2")
+    operation = await ProductServiceAsyncClient().add_fulfillment_places(
+        add_fulfillment_request
+    )
+    # This operation doesn't have result or errors. So GoogleAPICallError will be raised.
+    try:
+        await operation.result()
+    except GoogleAPICallError:
+        pass
+
+    get_product(product_name)
+    delete_product(product_name)
+
+
+create_product(product_id)
+
+asyncio.run(add_places(product_name))
diff --git a/retail/interactive-tutorials/product/add_fulfillment_places_test.py b/retail/interactive-tutorials/product/add_fulfillment_places_test.py
new file mode 100644
index 000000000000..1c84b1f7dd0e
--- /dev/null
+++ b/retail/interactive-tutorials/product/add_fulfillment_places_test.py
@@ -0,0 +1,34 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_add_fulfillment():
+    output = str(
+        subprocess.check_output("python add_fulfillment_places.py", shell=True)
+    )
+
+    assert re.match(".*product is created.*", output)
+    assert re.match(".*add fulfillment request.*", output)
+    assert re.match(".*add fulfillment places.*", output)
+    assert re.match(
+        '.*get product response.*?fulfillment_info.*type_: "pickup-in-store".*?place_ids: "store1".*',
+        output,
+    )
+    assert re.match(
+        '.*get product response.*?fulfillment_info.*type_: "pickup-in-store".*?place_ids: "store2".*',
+        output,
+    )
diff --git a/retail/interactive-tutorials/product/conftest.py b/retail/interactive-tutorials/product/conftest.py
new file mode 100644
index 000000000000..09e4609a06c1
--- /dev/null
+++ b/retail/interactive-tutorials/product/conftest.py
@@ -0,0 +1,30 @@
+# 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.
+
+import pytest
+import test_utils.prefixer
+
+prefixer = test_utils.prefixer.Prefixer(
+    "python-retail", "samples/interactive-tutorials/product"
+)
+
+
+@pytest.fixture(scope="session")
+def table_id_prefix() -> str:
+    return prefixer.create_prefix()
+
+
+@pytest.fixture(scope="session")
+def bucket_name_prefix() -> str:
+    return prefixer.create_prefix()
diff --git a/retail/interactive-tutorials/product/create_product.py b/retail/interactive-tutorials/product/create_product.py
new file mode 100644
index 000000000000..680a351f052b
--- /dev/null
+++ b/retail/interactive-tutorials/product/create_product.py
@@ -0,0 +1,83 @@
+# 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.
+
+
+# Create product in a catalog using Retail API
+#
+import random
+import string
+
+import google.auth
+from google.cloud.retail import (
+    CreateProductRequest,
+    PriceInfo,
+    Product,
+    ProductServiceClient,
+)
+from google.cloud.retail_v2.types import product
+
+from setup_product.setup_cleanup import delete_product
+
+project_id = google.auth.default()[1]
+default_branch_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch"
+)
+generated_product_id = "".join(random.sample(string.ascii_lowercase, 8))
+
+
+# generate product to create
+def generate_product() -> Product:
+    price_info = PriceInfo()
+    price_info.price = 30.0
+    price_info.original_price = 35.5
+    price_info.currency_code = "USD"
+    return product.Product(
+        title="Nest Mini",
+        type_=product.Product.Type.PRIMARY,
+        categories=["Speakers and displays"],
+        brands=["Google"],
+        price_info=price_info,
+        availability="IN_STOCK",
+    )
+
+
+# get create product request
+def get_create_product_request(product_to_create: Product, product_id: str) -> object:
+    create_product_request = CreateProductRequest()
+    create_product_request.product = product_to_create
+    create_product_request.product_id = product_id
+    create_product_request.parent = default_branch_name
+
+    print("---create product request---")
+    print(create_product_request)
+
+    return create_product_request
+
+
+# call the Retail API to create product
+def create_product(product_id: str):
+    create_product_request = get_create_product_request(generate_product(), product_id)
+    product_created = ProductServiceClient().create_product(create_product_request)
+
+    print("---created product:---")
+    print(product_created)
+    return product_created
+
+
+# create a product
+created_product = create_product(generated_product_id)
+# delete created product
+delete_product(created_product.name)
diff --git a/retail/interactive-tutorials/product/create_product_test.py b/retail/interactive-tutorials/product/create_product_test.py
new file mode 100644
index 000000000000..ea2a745b619c
--- /dev/null
+++ b/retail/interactive-tutorials/product/create_product_test.py
@@ -0,0 +1,29 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_create_product():
+    output = str(subprocess.check_output("python create_product.py", shell=True))
+
+    assert re.match(".*create product request.*", output)
+    assert re.match(".*created product.*", output)
+    assert re.match(
+        '.*name: "projects/.+/locations/global/catalogs/default_catalog/branches/0/products/.*',
+        output,
+    )
+    assert re.match('.*title: "Nest Mini".*', output)
+    assert re.match(".*product.*was deleted.*", output)
diff --git a/retail/interactive-tutorials/product/crud_product.py b/retail/interactive-tutorials/product/crud_product.py
new file mode 100644
index 000000000000..55a3a872e1a6
--- /dev/null
+++ b/retail/interactive-tutorials/product/crud_product.py
@@ -0,0 +1,141 @@
+# 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.
+
+
+# Create, update, get and delete product in a catalog using Retail API.
+#
+import random
+import string
+
+import google.auth
+from google.cloud.retail import (
+    CreateProductRequest,
+    DeleteProductRequest,
+    GetProductRequest,
+    PriceInfo,
+    Product,
+    ProductServiceClient,
+    UpdateProductRequest,
+)
+from google.cloud.retail_v2.types import product
+
+project_id = google.auth.default()[1]
+default_branch_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch"
+)
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+product_name = f"{default_branch_name}/products/{product_id}"
+
+
+# generate product for create
+def generate_product() -> Product:
+    price_info = PriceInfo()
+    price_info.price = 30.0
+    price_info.original_price = 35.5
+    price_info.currency_code = "USD"
+    return product.Product(
+        title="Nest Mini",
+        type_=product.Product.Type.PRIMARY,
+        categories=["Speakers and displays"],
+        brands=["Google"],
+        price_info=price_info,
+        availability="IN_STOCK",
+    )
+
+
+# generate product for update
+def generate_product_for_update() -> Product:
+    price_info = PriceInfo()
+    price_info.price = 20.0
+    price_info.original_price = 25.5
+    price_info.currency_code = "EUR"
+    return product.Product(
+        id=product_id,
+        name=product_name,
+        title="Updated Nest Mini",
+        type_=product.Product.Type.PRIMARY,
+        categories=["Updated Speakers and displays"],
+        brands=["Updated Google"],
+        availability="OUT_OF_STOCK",
+        price_info=price_info,
+    )
+
+
+# create product
+def create_product() -> object:
+    create_product_request = CreateProductRequest()
+    create_product_request.product = generate_product()
+    create_product_request.product_id = product_id
+    create_product_request.parent = default_branch_name
+
+    print("---create product request---")
+    print(create_product_request)
+
+    product_created = ProductServiceClient().create_product(create_product_request)
+    print("---created product:---")
+    print(product_created)
+    return product_created
+
+
+# get product
+def get_product() -> object:
+    get_product_request = GetProductRequest()
+    get_product_request.name = product_name
+
+    print("---get product request---")
+    print(get_product_request)
+
+    get_product_response = ProductServiceClient().get_product(get_product_request)
+
+    print("---get product response:---")
+    print(get_product_response)
+    return get_product_response
+
+
+# update product
+def update_product():
+    update_product_request = UpdateProductRequest()
+    update_product_request.product = generate_product_for_update()
+    update_product_request.allow_missing = True
+
+    print("---update product request---")
+    print(update_product_request)
+
+    updated_product = ProductServiceClient().update_product(update_product_request)
+    print("---updated product---:")
+    print(updated_product)
+    return updated_product
+
+
+# delete product
+def delete_product():
+    delete_product_request = DeleteProductRequest()
+    delete_product_request.name = product_name
+
+    print("---delete product request---")
+    print(delete_product_request)
+
+    ProductServiceClient().delete_product(delete_product_request)
+
+    print("deleting product " + product_name)
+    print("---product was deleted:---")
+
+
+# call the methods
+create_product()
+get_product()
+update_product()
+delete_product()
diff --git a/retail/interactive-tutorials/product/crud_product_test.py b/retail/interactive-tutorials/product/crud_product_test.py
new file mode 100644
index 000000000000..a637a478b0c0
--- /dev/null
+++ b/retail/interactive-tutorials/product/crud_product_test.py
@@ -0,0 +1,36 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_add_fulfillment():
+    output = str(subprocess.check_output("python crud_product.py", shell=True))
+
+    assert re.match(".*create product request.*", output)
+    assert re.match(".*create product request.*", output)
+    assert re.match('.*create product request.*?title: "Nest Mini".*', output)
+    assert re.match(".*created product.*", output)
+    assert re.match('.*created product.*?title: "Nest Mini".*', output)
+
+    assert re.match(".*get product request.*", output)
+    assert re.match(".*get product response.*", output)
+
+    assert re.match(".*update product request.*", output)
+    assert re.match('.*update product request.*?title: "Updated Nest Mini.*', output)
+    assert re.match(".*updated product.*?title.*?Updated Nest Mini.*", output)
+    assert re.match(".*updated product.*?brands.*?Updated Google.*", output)
+    assert re.match(".*updated product.*?price.*?20.*", output)
+    assert re.match(".*product was deleted.*", output)
diff --git a/retail/interactive-tutorials/product/delete_product.py b/retail/interactive-tutorials/product/delete_product.py
new file mode 100644
index 000000000000..0c962f9a13d2
--- /dev/null
+++ b/retail/interactive-tutorials/product/delete_product.py
@@ -0,0 +1,57 @@
+# 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.
+
+
+# Delete product from a catalog using Retail API.
+#
+import random
+import string
+
+import google.auth
+from google.cloud.retail import DeleteProductRequest, ProductServiceClient
+
+from setup_product.setup_cleanup import create_product
+
+project_id = google.auth.default()[1]
+default_branch_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch"
+)
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+
+
+# get delete product request
+def get_delete_product_request(product_name: str):
+    delete_product_request = DeleteProductRequest()
+    delete_product_request.name = product_name
+
+    print("---delete product request---")
+    print(delete_product_request)
+
+    return delete_product_request
+
+
+# call the Retail API to delete product
+def delete_product(product_name: str):
+    delete_product_request = get_delete_product_request(product_name)
+    ProductServiceClient().delete_product(delete_product_request)
+
+    print("deleting product " + product_name)
+    print("---product was deleted:---")
+
+
+# delete created product
+created_product_name = create_product(product_id).name
+delete_product(created_product_name)
diff --git a/retail/interactive-tutorials/product/delete_product_test.py b/retail/interactive-tutorials/product/delete_product_test.py
new file mode 100644
index 000000000000..c01a8439e523
--- /dev/null
+++ b/retail/interactive-tutorials/product/delete_product_test.py
@@ -0,0 +1,31 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_delete_product():
+    output = str(subprocess.check_output("python delete_product.py", shell=True))
+
+    assert re.match(".*delete product request.*", output)
+    assert re.match(
+        '.*name: "projects/.+/locations/global/catalogs/default_catalog/branches/0/products/.*',
+        output,
+    )
+    assert re.match(
+        ".*deleting product projects/.+/locations/global/catalogs/default_catalog/branches/0/products/.*",
+        output,
+    )
+    assert re.match(".*product was deleted.*", output)
diff --git a/retail/interactive-tutorials/product/get_product.py b/retail/interactive-tutorials/product/get_product.py
new file mode 100644
index 000000000000..d7d38bc8b961
--- /dev/null
+++ b/retail/interactive-tutorials/product/get_product.py
@@ -0,0 +1,57 @@
+# 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.
+
+
+# Get product from a catalog using Retail API.
+#
+import random
+import string
+
+import google.auth
+from google.cloud.retail import GetProductRequest, ProductServiceClient
+
+from setup_product.setup_cleanup import create_product, delete_product
+
+project_id = google.auth.default()[1]
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+
+
+# get product request
+def get_product_request(product_name: str) -> object:
+    get_product_request = GetProductRequest()
+    get_product_request.name = product_name
+
+    print("---get product request---")
+    print(get_product_request)
+
+    return get_product_request
+
+
+# call the Retail API to get product
+def get_product(product_name: str):
+    # get a product from catalog
+    get_request = get_product_request(product_name)
+    get_product_response = ProductServiceClient().get_product(get_request)
+
+    print("---get product response:---")
+    print(get_product_response)
+    return get_product_response
+
+
+# create a product
+created_product = create_product(product_id)
+# get created product
+product = get_product(created_product.name)
+# remove created product
+delete_product(created_product.name)
diff --git a/retail/interactive-tutorials/product/get_product_test.py b/retail/interactive-tutorials/product/get_product_test.py
new file mode 100644
index 000000000000..ee80fffed08f
--- /dev/null
+++ b/retail/interactive-tutorials/product/get_product_test.py
@@ -0,0 +1,29 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_get_product():
+    output = str(subprocess.check_output("python get_product.py", shell=True))
+
+    assert re.match(".*get product request.*", output)
+    assert re.match(".*get product response.*", output)
+    assert re.match(
+        ".*get product response.*?name.*?projects/.*/locations/global/catalogs/default_catalog/branches/0/products/.*",
+        output,
+    )
+    assert re.match(".*get product response.*?title.*?Nest Mini.*", output)
+    assert re.match(".*product.*was deleted.*", output)
diff --git a/retail/interactive-tutorials/product/import_products_big_query_table.py b/retail/interactive-tutorials/product/import_products_big_query_table.py
new file mode 100644
index 000000000000..d3ee0e02adde
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_big_query_table.py
@@ -0,0 +1,112 @@
+# 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.
+
+import argparse
+
+import google.auth
+
+project_id = google.auth.default()[1]
+
+
+def main(project_id, dataset_id, table_id):
+    # TODO: Set project_id to your Google Cloud Platform project ID.
+    # project_id = "my-project"
+
+    # TODO: Set dataset_id
+    # dataset_id = "products"
+
+    # TODO: Set table_id
+    # table_id = "products"
+
+    # Import products into a catalog from big query table using Retail API
+    import time
+
+    from google.cloud.retail import (
+        BigQuerySource,
+        ImportProductsRequest,
+        ProductInputConfig,
+        ProductServiceClient,
+    )
+
+    default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+    # TO CHECK ERROR HANDLING USE THE TABLE WITH INVALID PRODUCTS:
+    # table_id = "products_some_invalid"
+
+    # get import products from big query request
+    def get_import_products_big_query_request(reconciliation_mode):
+        # TO CHECK ERROR HANDLING PASTE THE INVALID CATALOG NAME HERE:
+        # default_catalog = "invalid_catalog_name"
+        big_query_source = BigQuerySource()
+        big_query_source.project_id = project_id
+        big_query_source.dataset_id = dataset_id
+        big_query_source.table_id = table_id
+        big_query_source.data_schema = "product"
+
+        input_config = ProductInputConfig()
+        input_config.big_query_source = big_query_source
+
+        import_request = ImportProductsRequest()
+        import_request.parent = default_catalog
+        import_request.reconciliation_mode = reconciliation_mode
+        import_request.input_config = input_config
+
+        print("---import products from big query table request---")
+        print(import_request)
+
+        return import_request
+
+    # call the Retail API to import products
+    def import_products_from_big_query():
+        # TRY THE FULL RECONCILIATION MODE HERE:
+        reconciliation_mode = ImportProductsRequest.ReconciliationMode.INCREMENTAL
+
+        import_big_query_request = get_import_products_big_query_request(
+            reconciliation_mode
+        )
+        big_query_operation = ProductServiceClient().import_products(
+            import_big_query_request
+        )
+
+        print("---the operation was started:----")
+        print(big_query_operation.operation.name)
+
+        while not big_query_operation.done():
+            print("---please wait till operation is done---")
+            time.sleep(30)
+        print("---import products operation is done---")
+
+        if big_query_operation.metadata is not None:
+            print("---number of successfully imported products---")
+            print(big_query_operation.metadata.success_count)
+            print("---number of failures during the importing---")
+            print(big_query_operation.metadata.failure_count)
+        else:
+            print("---operation.metadata is empty---")
+
+        if big_query_operation.result is not None:
+            print("---operation result:---")
+            print(big_query_operation.result())
+        else:
+            print("---operation.result is empty---")
+
+    import_products_from_big_query()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("dataset_id", nargs="?", default="products")
+    parser.add_argument("table_id", nargs="?", default="products")
+    args = parser.parse_args()
+    main(project_id, args.dataset_id, args.table_id)
diff --git a/retail/interactive-tutorials/product/import_products_bq_test.py b/retail/interactive-tutorials/product/import_products_bq_test.py
new file mode 100644
index 000000000000..c41f7cfbc786
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_bq_test.py
@@ -0,0 +1,55 @@
+# 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.
+
+import re
+import subprocess
+
+from setup_product.setup_cleanup import (
+    create_bq_dataset,
+    create_bq_table,
+    delete_bq_table,
+    upload_data_to_bq_table,
+)
+
+
+def test_import_products_bq(table_id_prefix):
+    dataset = "products"
+    valid_products_table = f"{table_id_prefix}products"
+    product_schema = "../resources/product_schema.json"
+    valid_products_source_file = "../resources/products.json"
+
+    create_bq_dataset(dataset)
+    create_bq_table(dataset, valid_products_table, product_schema)
+    upload_data_to_bq_table(
+        dataset, valid_products_table, valid_products_source_file, product_schema
+    )
+
+    output = str(
+        subprocess.check_output(
+            f"python import_products_big_query_table.py {dataset} {valid_products_table}",
+            shell=True,
+        )
+    )
+
+    delete_bq_table(dataset, valid_products_table)
+
+    assert re.match(".*import products from big query table request.*", output)
+    assert re.match(".*the operation was started.*", output)
+    assert re.match(
+        ".*projects/.*/locations/global/catalogs/default_catalog/branches/0/operations/import-products.*",
+        output,
+    )
+
+    assert re.match(".*number of successfully imported products.*?316.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
diff --git a/retail/interactive-tutorials/product/import_products_gcs.py b/retail/interactive-tutorials/product/import_products_gcs.py
new file mode 100644
index 000000000000..baad2c33d31f
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_gcs.py
@@ -0,0 +1,114 @@
+# 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.
+
+import argparse
+import os
+
+
+def main(bucket_name):
+    # Import products from using Retail API.
+    #
+    import time
+
+    import google.auth
+    from google.cloud.retail import (
+        GcsSource,
+        ImportErrorsConfig,
+        ImportProductsRequest,
+        ProductInputConfig,
+        ProductServiceClient,
+    )
+
+    project_id = google.auth.default()[1]
+
+    # TODO: Developer set the bucket_name
+    # bucket_name = os.environ["BUCKET_NAME"]
+
+    # You can change the branch here. The "default_branch" is set to point to the branch "0"
+    default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+    gcs_bucket = f"gs://{bucket_name}"
+    gcs_errors_bucket = f"{gcs_bucket}/error"
+    gcs_products_object = "products.json"
+
+    # TO CHECK ERROR HANDLING USE THE JSON WITH INVALID PRODUCT
+    # gcs_products_object = "products_some_invalid.json"
+
+    def get_import_products_gcs_request(gcs_object_name: str):
+        # TO CHECK ERROR HANDLING PASTE THE INVALID CATALOG NAME HERE:
+        # default_catalog = "invalid_catalog_name"
+        gcs_source = GcsSource()
+        gcs_source.input_uris = [f"{gcs_bucket}/{gcs_object_name}"]
+
+        input_config = ProductInputConfig()
+        input_config.gcs_source = gcs_source
+        print("GRS source:")
+        print(gcs_source.input_uris)
+
+        errors_config = ImportErrorsConfig()
+        errors_config.gcs_prefix = gcs_errors_bucket
+
+        import_request = ImportProductsRequest()
+        import_request.parent = default_catalog
+        import_request.reconciliation_mode = (
+            ImportProductsRequest.ReconciliationMode.INCREMENTAL
+        )
+        import_request.input_config = input_config
+        import_request.errors_config = errors_config
+
+        print("---import products from google cloud source request---")
+        print(import_request)
+
+        return import_request
+
+    # call the Retail API to import products
+    def import_products_from_gcs():
+        import_gcs_request = get_import_products_gcs_request(gcs_products_object)
+        gcs_operation = ProductServiceClient().import_products(import_gcs_request)
+
+        print("---the operation was started:----")
+        print(gcs_operation.operation.name)
+
+        while not gcs_operation.done():
+            print("---please wait till operation is done---")
+            time.sleep(30)
+        print("---import products operation is done---")
+
+        if gcs_operation.metadata is not None:
+            print("---number of successfully imported products---")
+            print(gcs_operation.metadata.success_count)
+            print("---number of failures during the importing---")
+            print(gcs_operation.metadata.failure_count)
+        else:
+            print("---operation.metadata is empty---")
+
+        if gcs_operation.result is not None:
+            print("---operation result:---")
+            print(gcs_operation.result())
+        else:
+            print("---operation.result is empty---")
+
+        # The imported products needs to be indexed in the catalog before they become available for search.
+        print(
+            "Wait 2-5 minutes till products become indexed in the catalog, after that they will be available for search"
+        )
+
+    import_products_from_gcs()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("bucket_name", nargs="?", default=os.environ["BUCKET_NAME"])
+    args = parser.parse_args()
+    main(args.bucket_name)
diff --git a/retail/interactive-tutorials/product/import_products_gcs_test.py b/retail/interactive-tutorials/product/import_products_gcs_test.py
new file mode 100644
index 000000000000..c4751c89a050
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_gcs_test.py
@@ -0,0 +1,46 @@
+# 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.
+
+import re
+import subprocess
+
+from setup_product.setup_cleanup import create_bucket, delete_bucket, upload_blob
+
+
+def test_import_products_gcs(bucket_name_prefix):
+    # gcs buckets have a limit of 63 characters. Get the last 60 characters
+    bucket_name = bucket_name_prefix[63:]
+
+    try:
+        create_bucket(bucket_name)
+        upload_blob(bucket_name, "../resources/products.json")
+
+        output = str(
+            subprocess.check_output(
+                f"python import_products_gcs.py {bucket_name}", shell=True
+            )
+        )
+    finally:
+        delete_bucket(bucket_name)
+
+    assert re.match(".*import products from google cloud source request.*", output)
+    assert re.match('.*input_uris: "gs://.*/products.json".*', output)
+    assert re.match(".*the operation was started.*", output)
+    assert re.match(
+        ".*projects/.*/locations/global/catalogs/default_catalog/branches/0/operations/import-products.*",
+        output,
+    )
+
+    assert re.match(".*number of successfully imported products.*?316.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
diff --git a/retail/interactive-tutorials/product/import_products_inline_source.py b/retail/interactive-tutorials/product/import_products_inline_source.py
new file mode 100644
index 000000000000..a4b6075e1568
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_inline_source.py
@@ -0,0 +1,145 @@
+# 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.
+
+# Import products into a catalog from inline source using Retail API
+#
+import random
+import string
+import time
+
+import google.auth
+from google.cloud.retail import (
+    ColorInfo,
+    FulfillmentInfo,
+    ImportProductsRequest,
+    PriceInfo,
+    Product,
+    ProductInlineSource,
+    ProductInputConfig,
+    ProductServiceClient,
+)
+from google.protobuf.field_mask_pb2 import FieldMask
+
+project_id = google.auth.default()[1]
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+
+# prepare product to import as inline source
+def get_products():
+    products = []
+    product1 = Product()
+    product2 = Product()
+
+    price_info1 = PriceInfo()
+    price_info1.price = 16.0
+    price_info1.original_price = 45.0
+    price_info1.cost = 12.0
+    price_info1.currency_code = "USD"
+
+    color_info1 = ColorInfo()
+    color_info1.color_families = ["Blue"]
+    color_info1.colors = ["Light blue", "Blue", "Dark blue"]
+
+    fulfillment_info1 = FulfillmentInfo()
+    fulfillment_info1.type_ = "pickup-in-store"
+    fulfillment_info1.place_ids = ["store1", "store2"]
+
+    field_mask1 = FieldMask(paths=["title", "categories", "price_info", "color_info"])
+
+    # TO CHECK ERROR HANDLING COMMENT OUT THE PRODUCT TITLE HERE:
+    product1.title = "#IamRemarkable Pen"
+    product1.id = "".join(random.sample(string.ascii_lowercase, 8))
+    product1.categories = ["Office"]
+    product1.uri = "https://shop.googlemerchandisestore.com/Google+Redesign/Office/IamRemarkable+Pen"
+    product1.brands = ["#IamRemarkable"]
+    product1.price_info = price_info1
+    product1.color_info = color_info1
+    product1.fulfillment_info = [fulfillment_info1]
+    product1.retrievable_fields = field_mask1
+
+    price_info2 = PriceInfo()
+    price_info2.price = 35.0
+    price_info2.original_price = 45.0
+    price_info2.cost = 12.0
+    price_info2.currency_code = "USD"
+
+    color_info2 = ColorInfo()
+    color_info2.color_families = ["Blue"]
+    color_info2.colors = ["Sky blue"]
+
+    fulfillment_info2 = FulfillmentInfo()
+    fulfillment_info2.type_ = "pickup-in-store"
+    fulfillment_info2.place_ids = ["store2", "store3"]
+
+    field_mask2 = FieldMask(paths=["title", "categories", "price_info", "color_info"])
+
+    product2.title = "Android Embroidered Crewneck Sweater"
+    product2.id = "".join(random.sample(string.ascii_lowercase, 8))
+    product2.categories = ["Apparel"]
+    product2.uri = "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Android+Embroidered+Crewneck+Sweater"
+    product2.brands = ["Android"]
+    product2.price_info = price_info2
+    product2.color_info = color_info2
+    product2.fulfillment_info = [fulfillment_info2]
+    product2.retrievable_fields = field_mask2
+
+    products.append(product1)
+    products.append(product2)
+    return products
+
+
+# get import products from inline source request
+def get_import_products_inline_request(products_to_import):
+    # TO CHECK ERROR HANDLING PASTE THE INVALID CATALOG NAME HERE:
+    # default_catalog = "invalid_catalog_name"
+    inline_source = ProductInlineSource()
+    inline_source.products = products_to_import
+
+    input_config = ProductInputConfig()
+    input_config.product_inline_source = inline_source
+
+    import_request = ImportProductsRequest()
+    import_request.parent = default_catalog
+    import_request.input_config = input_config
+
+    print("---import products from inline source request---")
+    print(import_request)
+
+    return import_request
+
+
+# call the Retail API to import products
+def import_products_from_inline_source():
+    import_request = get_import_products_inline_request(get_products())
+    import_operation = ProductServiceClient().import_products(import_request)
+
+    print("---the operation was started:----")
+    print(import_operation.operation.name)
+
+    while not import_operation.done():
+        print("---please wait till operation is done---")
+        time.sleep(5)
+    print("---import products operation is done---")
+
+    if import_operation.metadata is not None:
+        print("---number of successfully imported products---")
+        print(import_operation.metadata.success_count)
+        print("---number of failures during the importing---")
+        print(import_operation.metadata.failure_count)
+    else:
+        print("---operation.metadata is empty---")
+
+
+import_products_from_inline_source()
diff --git a/retail/interactive-tutorials/product/import_products_inline_test.py b/retail/interactive-tutorials/product/import_products_inline_test.py
new file mode 100644
index 000000000000..927943e93719
--- /dev/null
+++ b/retail/interactive-tutorials/product/import_products_inline_test.py
@@ -0,0 +1,32 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_import_products_gcs():
+    output = str(
+        subprocess.check_output("python import_products_inline_source.py", shell=True)
+    )
+
+    assert re.match(".*import products from inline source request.*", output)
+    assert re.match(".*the operation was started.*", output)
+    assert re.match(
+        ".*projects/.*/locations/global/catalogs/default_catalog/branches/0/operations/import-products.*",
+        output,
+    )
+
+    assert re.match(".*number of successfully imported products.*?2.*", output)
+    assert re.match(".*number of failures during the importing.*?0.*", output)
diff --git a/retail/interactive-tutorials/product/noxfile_config.py b/retail/interactive-tutorials/product/noxfile_config.py
new file mode 100644
index 000000000000..8008bc714ad2
--- /dev/null
+++ b/retail/interactive-tutorials/product/noxfile_config.py
@@ -0,0 +1,31 @@
+# Copyright 2020 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.
+
+# Default TEST_CONFIG_OVERRIDE for python repos.
+
+# The source of truth:
+# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/noxfile_config.py
+
+TEST_CONFIG_OVERRIDE = {
+    # You can opt out from the test for specific Python versions.
+    # An envvar key for determining the project id to use. Change it
+    # to 'BUILD_SPECIFIC_GCLOUD_PROJECT' if you want to opt in using a
+    # build specific Cloud project. You can also use your own string
+    # to use your own Cloud project.
+    "gcloud_project_env": "GOOGLE_CLOUD_PROJECT",
+    # 'gcloud_project_env': 'BUILD_SPECIFIC_GCLOUD_PROJECT',
+    # A dictionary you want to inject into your test. Don't put any
+    # secrets here. These values will override predefined values.
+    "envs": {"BUCKET_NAME": "retail-interactive-tutorials"},
+}
diff --git a/retail/interactive-tutorials/product/remove_fulfillment_places.py b/retail/interactive-tutorials/product/remove_fulfillment_places.py
new file mode 100644
index 000000000000..b3dd2a38137c
--- /dev/null
+++ b/retail/interactive-tutorials/product/remove_fulfillment_places.py
@@ -0,0 +1,70 @@
+# 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.
+
+# Remove place IDs using Retail API.
+#
+import asyncio
+import random
+import string
+
+from google.api_core.exceptions import GoogleAPICallError
+from google.cloud.retail import (
+    ProductServiceAsyncClient,
+    RemoveFulfillmentPlacesRequest,
+)
+
+from setup_product.setup_cleanup import create_product, delete_product, get_product
+
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+
+
+# remove fulfillment request
+def get_remove_fulfillment_request(
+    product_name: str, store_id
+) -> RemoveFulfillmentPlacesRequest:
+    remove_fulfillment_request = RemoveFulfillmentPlacesRequest()
+    remove_fulfillment_request.product = product_name
+    remove_fulfillment_request.type_ = "pickup-in-store"
+    remove_fulfillment_request.place_ids = [store_id]
+    remove_fulfillment_request.allow_missing = True
+
+    # To send an out-of-order request assign the invalid remove_time here:
+    # import datetime
+    # remove_fulfillment_request.remove_time = datetime.datetime.now() - datetime.timedelta(days=1)
+
+    print("---remove fulfillment request---")
+    print(remove_fulfillment_request)
+
+    return remove_fulfillment_request
+
+
+async def remove_places(product_name: str):
+    print("------remove fulfillment places-----")
+    remove_fulfillment_request = get_remove_fulfillment_request(product_name, "store0")
+    operation = await ProductServiceAsyncClient().remove_fulfillment_places(
+        remove_fulfillment_request
+    )
+    # This operation doesn't have result or errors. So GoogleAPICallError will be raised.
+    try:
+        await operation.result()
+    except GoogleAPICallError:
+        pass
+
+    get_product(product_name)
+    delete_product(product_name)
+
+
+product = create_product(product_id)
+
+asyncio.run(remove_places(product.name))
diff --git a/retail/interactive-tutorials/product/remove_fulfillment_places_test.py b/retail/interactive-tutorials/product/remove_fulfillment_places_test.py
new file mode 100644
index 000000000000..e6ae874229a9
--- /dev/null
+++ b/retail/interactive-tutorials/product/remove_fulfillment_places_test.py
@@ -0,0 +1,31 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_add_fulfillment():
+    output = str(
+        subprocess.check_output("python remove_fulfillment_places.py", shell=True)
+    )
+
+    assert re.match(".*product is created.*", output)
+    assert re.match(".*remove fulfillment request.*", output)
+    assert re.match(".*remove fulfillment places.*", output)
+    assert re.match(
+        '.*get product response.*?fulfillment_info.*type_: "pickup-in-store".*?place_ids: "store1".*',
+        output,
+    )
+    assert not re.search(".*get product response.*?fulfillment_info.*store0.*", output)
diff --git a/retail/interactive-tutorials/product/requirements-test.txt b/retail/interactive-tutorials/product/requirements-test.txt
new file mode 100644
index 000000000000..3743d2359d36
--- /dev/null
+++ b/retail/interactive-tutorials/product/requirements-test.txt
@@ -0,0 +1,3 @@
+pytest==7.2.0
+pytest-xdist==3.0.2
+google-cloud-testutils==1.3.3
diff --git a/retail/interactive-tutorials/product/requirements.txt b/retail/interactive-tutorials/product/requirements.txt
new file mode 100644
index 000000000000..8162b3242f08
--- /dev/null
+++ b/retail/interactive-tutorials/product/requirements.txt
@@ -0,0 +1,4 @@
+google==3.0.0
+google-cloud-retail==1.10.2
+google-cloud-storage==2.6.0
+google-cloud-bigquery==3.4.0
\ No newline at end of file
diff --git a/retail/interactive-tutorials/product/set_inventory.py b/retail/interactive-tutorials/product/set_inventory.py
new file mode 100644
index 000000000000..b491dd816fce
--- /dev/null
+++ b/retail/interactive-tutorials/product/set_inventory.py
@@ -0,0 +1,105 @@
+# 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.
+
+# Updating inventory information using Retail API.
+#
+import asyncio
+import random
+import string
+
+from google.api_core.exceptions import GoogleAPICallError
+import google.auth
+from google.cloud.retail import (
+    FulfillmentInfo,
+    PriceInfo,
+    Product,
+    ProductServiceAsyncClient,
+    SetInventoryRequest,
+)
+from google.protobuf.field_mask_pb2 import FieldMask
+
+from setup_product.setup_cleanup import create_product, delete_product, get_product
+
+project_id = google.auth.default()[1]
+product_id = "".join(random.sample(string.ascii_lowercase, 8))
+product_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch/products/"
+    + product_id
+)
+
+
+# product inventory info
+def get_product_with_inventory_info(product_name: str) -> Product:
+    price_info = PriceInfo()
+    price_info.price = 15.0
+    price_info.original_price = 60.0
+    price_info.cost = 8.0
+    price_info.currency_code = "USD"
+
+    fulfillment_info = FulfillmentInfo()
+    fulfillment_info.type_ = "pickup-in-store"
+    fulfillment_info.place_ids = ["store1", "store2"]
+
+    product = Product()
+    product.name = product_name
+    product.price_info = price_info
+    product.fulfillment_info = [fulfillment_info]
+    product.availability = "IN_STOCK"
+
+    return product
+
+
+# set inventory request
+def get_set_inventory_request(product_name: str) -> SetInventoryRequest:
+    set_mask = FieldMask(
+        paths=["price_info", "availability", "fulfillment_info", "available_quantity"]
+    )
+
+    set_inventory_request = SetInventoryRequest()
+    set_inventory_request.inventory = get_product_with_inventory_info(product_name)
+    set_inventory_request.allow_missing = True
+    set_inventory_request.set_mask = set_mask
+
+    # To send an out-of-order request assign the invalid set_time here:
+    # import datetime
+    # set_inventory_request.set_time = datetime.datetime.now() - datetime.timedelta(days=1)
+
+    print("---set inventory request---")
+    print(set_inventory_request)
+
+    return set_inventory_request
+
+
+# set inventory to product
+def set_inventory(product_name: str):
+    set_inventory_request = get_set_inventory_request(product_name)
+    return ProductServiceAsyncClient().set_inventory(set_inventory_request)
+
+
+async def set_inventory_and_remove_product(product_name: str):
+    operation = await set_inventory(product_name)
+    # This operation doesn't have result or errors. So GoogleAPICallError will be raised.
+    try:
+        await operation.result()
+    except GoogleAPICallError:
+        pass
+
+    get_product(product_name)
+    delete_product(product_name)
+
+
+product = create_product(product_id)
+asyncio.run(set_inventory_and_remove_product(product.name))
diff --git a/retail/interactive-tutorials/product/set_inventory_test.py b/retail/interactive-tutorials/product/set_inventory_test.py
new file mode 100644
index 000000000000..900b79d6d52f
--- /dev/null
+++ b/retail/interactive-tutorials/product/set_inventory_test.py
@@ -0,0 +1,39 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_set_inventory():
+    output = str(subprocess.check_output("python set_inventory.py", shell=True))
+    print(output)
+    assert re.match(".*product is created.*", output)
+    assert re.match(
+        '.*name: "projects/.*/locations/global/catalogs/default_catalog/branches/0/products.*',
+        output,
+    )
+    assert re.match(".*set inventory request.*", output)
+    assert re.match(
+        '.*get product response.*?fulfillment_info.*type_: "pickup-in-store".*?place_ids: "store1".*',
+        output,
+    )
+    assert re.match(
+        '.*get product response.*?fulfillment_info.*type_: "pickup-in-store".*?place_ids: "store2".*',
+        output,
+    )
+    assert re.match(
+        ".*product projects/.*/locations/global/catalogs/default_catalog/branches/0/products.* was deleted.*",
+        output,
+    )
diff --git a/retail/interactive-tutorials/product/setup_product/products_create_bigquery_table.py b/retail/interactive-tutorials/product/setup_product/products_create_bigquery_table.py
new file mode 100644
index 000000000000..2a0bc7943a55
--- /dev/null
+++ b/retail/interactive-tutorials/product/setup_product/products_create_bigquery_table.py
@@ -0,0 +1,31 @@
+# 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.
+
+from setup_cleanup import create_bq_dataset, create_bq_table, \
+    upload_data_to_bq_table
+
+dataset = "products"
+valid_products_table = "products"
+invalid_products_table = "products_some_invalid"
+product_schema = "../resources/product_schema.json"
+valid_products_source_file = "../resources/products.json"
+invalid_products_source_file = "../resources/products_some_invalid.json"
+
+create_bq_dataset(dataset)
+create_bq_table(dataset, valid_products_table, product_schema)
+upload_data_to_bq_table(dataset, valid_products_table,
+                        valid_products_source_file, product_schema)
+create_bq_table(dataset, invalid_products_table, product_schema)
+upload_data_to_bq_table(dataset, invalid_products_table,
+                        invalid_products_source_file, product_schema)
diff --git a/retail/interactive-tutorials/product/setup_product/products_create_gcs_bucket.py b/retail/interactive-tutorials/product/setup_product/products_create_gcs_bucket.py
new file mode 100644
index 000000000000..dd27d98feba0
--- /dev/null
+++ b/retail/interactive-tutorials/product/setup_product/products_create_gcs_bucket.py
@@ -0,0 +1,39 @@
+# 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.
+
+import datetime
+from pathlib import Path, PurePath
+
+import google.auth
+
+from setup_cleanup import create_bucket, upload_blob
+
+project_id = google.auth.default()[1]
+timestamp_ = datetime.datetime.now().timestamp().__round__()
+BUCKET_NAME = f"{project_id}_products_{timestamp_}"
+
+
+def create_gcs_bucket(bucket_name=BUCKET_NAME):
+    create_bucket(bucket_name)
+
+    path_to_resources_dir = PurePath(
+        Path.home(), "cloudshell_open/python-retail/samples/interactive-tutorials/resources"
+    )
+    upload_blob(bucket_name, str(path_to_resources_dir / "products.json"))
+    upload_blob(bucket_name, str(path_to_resources_dir / "products_some_invalid.json"))
+    print(f"\nThe gcs bucket {bucket_name} was created")
+
+
+if __name__ == "__main__":
+    create_gcs_bucket()
diff --git a/retail/interactive-tutorials/product/setup_product/setup_cleanup.py b/retail/interactive-tutorials/product/setup_product/setup_cleanup.py
new file mode 100644
index 000000000000..4392ab64e792
--- /dev/null
+++ b/retail/interactive-tutorials/product/setup_product/setup_cleanup.py
@@ -0,0 +1,214 @@
+# 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.
+
+import json
+import re
+
+from google.api_core.exceptions import NotFound
+import google.auth
+
+from google.cloud import bigquery
+from google.cloud import storage
+from google.cloud.retail import CreateProductRequest, DeleteProductRequest, \
+    FulfillmentInfo, GetProductRequest, PriceInfo, Product, ProductServiceClient
+
+project_id = google.auth.default()[1]
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog"
+default_branch_name = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+
+def generate_product() -> Product:
+    price_info = PriceInfo()
+    price_info.price = 30.0
+    price_info.original_price = 35.5
+    price_info.currency_code = "USD"
+    fulfillment_info = FulfillmentInfo()
+    fulfillment_info.type_ = "pickup-in-store"
+    fulfillment_info.place_ids = ["store0", "store1"]
+    return Product(
+        title='Nest Mini',
+        type_=Product.Type.PRIMARY,
+        categories=['Speakers and displays'],
+        brands=['Google'],
+        price_info=price_info,
+        fulfillment_info=[fulfillment_info],
+        availability="IN_STOCK",
+    )
+
+
+def create_product(product_id: str) -> object:
+    create_product_request = CreateProductRequest()
+    create_product_request.product = generate_product()
+    create_product_request.product_id = product_id
+    create_product_request.parent = default_branch_name
+
+    created_product = ProductServiceClient().create_product(
+        create_product_request)
+    print("---product is created:---")
+    print(created_product)
+
+    return created_product
+
+
+def delete_product(product_name: str):
+    delete_product_request = DeleteProductRequest()
+    delete_product_request.name = product_name
+    ProductServiceClient().delete_product(delete_product_request)
+
+    print("---product " + product_name + " was deleted:---")
+
+
+def get_product(product_name: str):
+    get_product_request = GetProductRequest()
+    get_product_request.name = product_name
+    try:
+        product = ProductServiceClient().get_product(get_product_request)
+        print("---get product response:---")
+        print(product)
+        return product
+    except NotFound as e:
+        print(e.message)
+        return e.message
+
+
+def try_to_delete_product_if_exists(product_name: str):
+    get_product_request = GetProductRequest()
+    get_product_request.name = product_name
+    delete_product_request = DeleteProductRequest()
+    delete_product_request.name = product_name
+    print(
+        "---delete product from the catalog, if the product already exists---")
+    try:
+        product = ProductServiceClient().get_product(get_product_request)
+        ProductServiceClient().delete_product(product.name)
+    except NotFound as e:
+        print(e.message)
+
+
+def create_bucket(bucket_name: str):
+    """Create a new bucket in Cloud Storage"""
+    print("Creating new bucket:" + bucket_name)
+    buckets_in_your_project = list_buckets()
+    if bucket_name in buckets_in_your_project:
+        print(f"Bucket {bucket_name} already exists")
+    else:
+        storage_client = storage.Client()
+        bucket = storage_client.bucket(bucket_name)
+        bucket.storage_class = "STANDARD"
+        new_bucket = storage_client.create_bucket(bucket, location="us")
+        print(
+            f"Created bucket {new_bucket.name} in {new_bucket.location} with storage class {new_bucket.storage_class}"
+        )
+        return new_bucket
+
+
+def delete_bucket(bucket_name: str):
+    """Delete a bucket from Cloud Storage"""
+    print(f"Deleting bucket name: {bucket_name}")
+    storage_client = storage.Client()
+    buckets_in_your_project = list_buckets()
+    if bucket_name in buckets_in_your_project:
+        blobs = storage_client.list_blobs(bucket_name)
+        for blob in blobs:
+            blob.delete()
+        bucket = storage_client.get_bucket(bucket_name)
+        bucket.delete()
+        print(f"Bucket {bucket.name} is deleted")
+    else:
+        print(f"Bucket {bucket_name} is not found")
+
+
+def list_buckets():
+    """Lists all buckets"""
+    bucket_list = []
+    storage_client = storage.Client()
+    buckets = storage_client.list_buckets()
+    for bucket in buckets:
+        bucket_list.append(bucket.name)
+    return bucket_list
+
+
+def upload_blob(bucket_name, source_file_name):
+    """Uploads a file to the bucket."""
+    # The path to your file to upload
+    # source_file_name = "local/path/to/file"
+    print(f"Uploading data from {source_file_name} to the bucket {bucket_name}")
+    storage_client = storage.Client()
+    bucket = storage_client.bucket(bucket_name)
+    object_name = re.search('resources/(.*?)$', source_file_name).group(1)
+    blob = bucket.blob(object_name)
+    blob.upload_from_filename(source_file_name)
+
+    print(
+        f"File {source_file_name} uploaded to {object_name}."
+    )
+
+
+def create_bq_dataset(dataset_name):
+    """Create a BigQuery dataset"""
+    full_dataset_id = f"{project_id}.{dataset_name}"
+    bq = bigquery.Client()
+    print(f"Creating dataset {full_dataset_id}")
+    try:
+        bq.get_dataset(full_dataset_id)
+        print(f"dataset {full_dataset_id} already exists")
+    except NotFound:
+        # Construct a Dataset object to send to the API.
+        dataset = bigquery.Dataset(full_dataset_id)
+        dataset.location = "US"
+        bq.create_dataset(dataset)
+        print("dataset is created")
+
+
+def create_bq_table(dataset, table_name, schema_file_path):
+    """Create a BigQuery table"""
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    print(f"Check if BQ table {full_table_id} exists")
+    try:
+        bq.get_table(full_table_id)
+        print(f"table {full_table_id} exists and will be deleted")
+        delete_bq_table(dataset, table_name)
+    except NotFound:
+        print(f"table {full_table_id} does not exist")
+    # Construct a Table object to send to the API.
+    with open(schema_file_path, "rb") as schema:
+        schema_dict = json.load(schema)
+        table = bigquery.Table(full_table_id, schema=schema_dict)
+    bq.create_table(table)
+    print(f"table {full_table_id} is created")
+
+
+def delete_bq_table(dataset, table_name):
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    bq.delete_table(full_table_id, not_found_ok=True)
+    print(f"Table '{full_table_id}' is deleted.")
+
+
+def upload_data_to_bq_table(dataset, table_name, source, schema_file_path):
+    """Upload data to the table from specified source file"""
+    full_table_id = f"{project_id}.{dataset}.{table_name}"
+    bq = bigquery.Client()
+    print(f"Uploading data from {source} to the table {full_table_id}")
+    with open(schema_file_path, "rb") as schema:
+        schema_dict = json.load(schema)
+    job_config = bigquery.LoadJobConfig(
+        source_format=bigquery.SourceFormat.NEWLINE_DELIMITED_JSON,
+        schema=schema_dict)
+    with open(source, "rb") as source_file:
+        job = bq.load_table_from_file(source_file, full_table_id,
+                                      job_config=job_config)
+    job.result()  # Waits for the job to complete.
+    print("data was uploaded")
diff --git a/retail/interactive-tutorials/product/update_product.py b/retail/interactive-tutorials/product/update_product.py
new file mode 100644
index 000000000000..8468b3d44aea
--- /dev/null
+++ b/retail/interactive-tutorials/product/update_product.py
@@ -0,0 +1,92 @@
+# 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.
+
+
+# Update product in a catalog using Retail API
+#
+import random
+import string
+
+import google.auth
+from google.cloud.retail import (
+    PriceInfo,
+    Product,
+    ProductServiceClient,
+    UpdateProductRequest,
+)
+from google.cloud.retail_v2.types import product
+
+from setup_product.setup_cleanup import create_product, delete_product
+
+project_id = google.auth.default()[1]
+default_branch_name = (
+    "projects/"
+    + project_id
+    + "/locations/global/catalogs/default_catalog/branches/default_branch"
+)
+generated_product_id = "".join(random.sample(string.ascii_lowercase, 8))
+
+
+# generate product for update
+def generate_product_for_update(product_id: str) -> Product:
+    price_info = PriceInfo()
+    price_info.price = 20.0
+    price_info.original_price = 25.5
+    price_info.currency_code = "EUR"
+    return product.Product(
+        id=product_id,
+        name="projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/branches/default_branch/products/"
+        + product_id,
+        title="Updated Nest Mini",
+        type_=product.Product.Type.PRIMARY,
+        categories=["Updated Speakers and displays"],
+        brands=["Updated Google"],
+        availability="OUT_OF_STOCK",
+        price_info=price_info,
+    )
+
+
+# get update product request
+def get_update_product_request(product_to_update: Product):
+    update_product_request = UpdateProductRequest()
+    update_product_request.product = product_to_update
+    update_product_request.allow_missing = True
+    # PASTE UPDATE MASK HERE: # the import FieldMask from google.protobuf.field_mask_pb2 is required
+
+    print("---update product request---")
+    print(update_product_request)
+
+    return update_product_request
+
+
+# call the Retail API to update product
+def update_product(original_product: Product):
+    # update product
+    updated_product = ProductServiceClient().update_product(
+        get_update_product_request(generate_product_for_update(original_product.id))
+    )
+
+    print("---updated product---:")
+    print(updated_product)
+    return updated_product
+
+
+# create product
+created_product = create_product(generated_product_id)
+# UPDATE PRODUCT
+update_product(created_product)
+# delete product
+delete_product(created_product.name)
diff --git a/retail/interactive-tutorials/product/update_product_test.py b/retail/interactive-tutorials/product/update_product_test.py
new file mode 100644
index 000000000000..deba8d35716d
--- /dev/null
+++ b/retail/interactive-tutorials/product/update_product_test.py
@@ -0,0 +1,27 @@
+# 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.
+
+import re
+import subprocess
+
+
+def test_add_fulfillment():
+    output = str(subprocess.check_output("python update_product.py", shell=True))
+
+    assert re.match(".*product is created.*", output)
+    assert re.match(".*updated product.*", output)
+    assert re.match(".*updated product.*?title.*?Updated Nest Mini.*", output)
+    assert re.match(".*updated product.*?brands.*?Updated Google.*", output)
+    assert re.match(".*updated product.*?price.*?20.*", output)
+    assert re.match(".*product.*was deleted.*", output)
diff --git a/retail/interactive-tutorials/resources/events_schema.json b/retail/interactive-tutorials/resources/events_schema.json
new file mode 100644
index 000000000000..a52c0e56f364
--- /dev/null
+++ b/retail/interactive-tutorials/resources/events_schema.json
@@ -0,0 +1,73 @@
+[
+    {
+      "fields":[
+        {
+          "mode": "NULLABLE",
+          "name": "currencyCode",
+          "type": "STRING"
+        },
+        {
+          "mode": "NULLABLE",
+          "name": "revenue",
+          "type": "FLOAT"
+        }
+      ],
+      "mode": "NULLABLE",
+      "name": "purchaseTransaction",
+      "type": "RECORD"
+    },
+    {
+      "fields":[
+        {
+          "mode": "NULLABLE",
+          "name": "quantity",
+          "type": "INTEGER"
+        },
+        {
+          "fields":[
+            {
+              "mode": "NULLABLE",
+              "name": "id",
+              "type": "STRING"
+            }
+          ],
+          "mode": "NULLABLE",
+          "name": "product",
+          "type": "RECORD"
+        }
+      ],
+      "mode": "REPEATED",
+      "name": "productDetails",
+      "type": "RECORD"
+    },
+    {
+      "mode": "REQUIRED",
+      "name": "eventTime",
+      "type": "STRING"
+    },
+    {
+      "mode": "REQUIRED",
+      "name": "visitorId",
+      "type": "STRING"
+    },
+    {
+      "mode": "REQUIRED",
+      "name": "eventType",
+      "type": "STRING"
+    },
+    {
+      "mode": "NULLABLE",
+      "name": "searchQuery",
+      "type": "STRING"
+    },
+    {
+      "mode": "NULLABLE",
+      "name": "cartId",
+      "type": "STRING"
+    },
+    {
+      "mode": "REPEATED",
+      "name": "pageCategories",
+      "type": "STRING"
+    }
+  ]
\ No newline at end of file
diff --git a/retail/interactive-tutorials/resources/product_schema.json b/retail/interactive-tutorials/resources/product_schema.json
new file mode 100644
index 000000000000..2dcc79f7fe3c
--- /dev/null
+++ b/retail/interactive-tutorials/resources/product_schema.json
@@ -0,0 +1,317 @@
+[
+  {
+    "name": "name",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "id",
+    "type": "STRING",
+    "mode": "REQUIRED"
+  },
+  {
+    "name": "type",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "primaryProductId",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "collectionMemberIds",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "gtin",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "categories",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "title",
+    "type": "STRING",
+    "mode": "REQUIRED"
+  },
+  {
+    "name": "brands",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "description",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "languageCode",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "attributes",
+    "type": "RECORD",
+    "mode": "REPEATED",
+    "fields": [
+      {
+        "name": "key",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "value",
+        "type": "RECORD",
+        "mode": "NULLABLE",
+        "fields": [
+          {
+            "name": "text",
+            "type": "STRING",
+            "mode": "REPEATED"
+          },
+          {
+            "name": "numbers",
+            "type": "FLOAT",
+            "mode": "REPEATED"
+          },
+          {
+            "name": "searchable",
+            "type": "BOOLEAN",
+            "mode": "NULLABLE"
+          },
+          {
+            "name": "indexable",
+            "type": "BOOLEAN",
+            "mode": "NULLABLE"
+          }
+        ]
+      }
+    ]
+  },
+  {
+    "name": "tags",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "priceInfo",
+    "type": "RECORD",
+    "mode": "NULLABLE",
+    "fields": [
+      {
+        "name": "currencyCode",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "price",
+        "type": "FLOAT",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "originalPrice",
+        "type": "FLOAT",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "cost",
+        "type": "FLOAT",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "priceEffectiveTime",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "priceExpireTime",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      }
+    ]
+  },
+  {
+    "name": "rating",
+    "type": "RECORD",
+    "mode": "NULLABLE",
+    "fields": [
+      {
+        "name": "ratingCount",
+        "type": "INTEGER",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "averageRating",
+        "type": "FLOAT",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "ratingHistogram",
+        "type": "INTEGER",
+        "mode": "REPEATED"
+      }
+    ]
+  },
+  {
+    "name": "expireTime",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "ttl",
+    "type": "RECORD",
+    "mode": "NULLABLE",
+    "fields": [
+      {
+        "name": "seconds",
+        "type": "INTEGER",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "nanos",
+        "type": "INTEGER",
+        "mode": "NULLABLE"
+      }
+    ]
+  },
+  {
+    "name": "availableTime",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "availability",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "availableQuantity",
+    "type": "INTEGER",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "fulfillmentInfo",
+    "type": "RECORD",
+    "mode": "REPEATED",
+    "fields": [
+      {
+        "name": "type",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "placeIds",
+        "type": "STRING",
+        "mode": "REPEATED"
+      }
+    ]
+  },
+  {
+    "name": "uri",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "images",
+    "type": "RECORD",
+    "mode": "REPEATED",
+    "fields": [
+      {
+        "name": "uri",
+        "type": "STRING",
+        "mode": "REQUIRED"
+      },
+      {
+        "name": "height",
+        "type": "INTEGER",
+        "mode": "NULLABLE"
+      },
+      {
+        "name": "width",
+        "type": "INTEGER",
+        "mode": "NULLABLE"
+      }
+    ]
+  },
+  {
+    "name": "audience",
+    "type": "RECORD",
+    "mode": "NULLABLE",
+    "fields": [
+      {
+        "name": "genders",
+        "type": "STRING",
+        "mode": "REPEATED"
+      },
+      {
+        "name": "ageGroups",
+        "type": "STRING",
+        "mode": "REPEATED"
+      }
+    ]
+  },
+  {
+    "name": "colorInfo",
+    "type": "RECORD",
+    "mode": "NULLABLE",
+    "fields": [
+      {
+        "name": "colorFamilies",
+        "type": "STRING",
+        "mode": "REPEATED"
+      },
+      {
+        "name": "colors",
+        "type": "STRING",
+        "mode": "REPEATED"
+      }
+    ]
+  },
+  {
+    "name": "sizes",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "materials",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "patterns",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "conditions",
+    "type": "STRING",
+    "mode": "REPEATED"
+  },
+  {
+    "name": "retrievableFields",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "publishTime",
+    "type": "STRING",
+    "mode": "NULLABLE"
+  },
+  {
+    "name": "promotions",
+    "type": "RECORD",
+    "mode": "REPEATED",
+    "fields": [
+      {
+        "name": "promotionId",
+        "type": "STRING",
+        "mode": "NULLABLE"
+      }
+    ]
+  }
+]
\ No newline at end of file
diff --git a/retail/interactive-tutorials/resources/products.json b/retail/interactive-tutorials/resources/products.json
new file mode 100644
index 000000000000..8c433890927a
--- /dev/null
+++ b/retail/interactive-tutorials/resources/products.json
@@ -0,0 +1,316 @@
+{"id": "GGCOGOAC101259","name": "GGCOGOAC101259","title": "#IamRemarkable Pen","brands": ["#IamRemarkable"],"categories": ["Office"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "16"},"colorInfo": {"colorFamilies": ["Blue"],"colors": ["Light blue","Blue","Dark blue"]},"availability": "IN_STOCK","availableQuantity": 50,"availableTime": "2021-10-11T12:00:00+00:00","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGCOGOAC101259.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Metal","Recycled Plastic"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Office/IamRemarkable+Pen"}
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+{"id": "GGOEYALQ091914","name": "GGOEYALQ091914","title": "YouTube Women's Favorite Tee White","brands": ["YouTube"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "22"},"colorInfo": {"colorFamilies": ["White"],"colors": ["White"]},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGXXX0919.jpg"}],"sizes": ["XS","S","M","L","XL"],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"collection", "value": {"indexable": "true","numbers": [2021.0]}},{"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Polyester"]}},{"key":"style", "value": {"indexable": "true","searchable": "true","text": ["Casual"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Youtube+Favorite+Tee+White"}
+{"id": "GGOEGCKA151899","name": "GGOEGCKA151899","title": "Google 4in Decal","brands": ["Google"],"categories": ["Accessories"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "2"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGCKA151899.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Stationery/Google+4in+Decal"}
+{"id": "GGOEGAEQ162514","name": "GGOEGAEQ162514","title": "Google 5k Run 2020 Unisex Tee","brands": ["Google"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "22"},"availability": "IN_STOCK","availableQuantity": 50,"availableTime": "2021-10-11T12:00:00+00:00","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGXXX1625.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Redesign/5k+run/Google+5K+Run+2020+Unisex+Tee"}
+{"id": "GGOEGEBK094499","name": "GGOEGEBK094499","title": "Google Bot Natural","brands": ["Google"],"categories": ["Accessories"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "10"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGEBK094499.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Accessories/Google+Bot"}
+{"id": "GGPRGCBA106399","name": "GGPRGCBA106399","title": "Google Campus Bike","brands": ["Google"],"categories": ["Accessories"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "30"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGCBA096099.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Prize+Portal/Google+Campus+Bike"}
+{"id": "GGOEGAER141015","name": "GGOEGAER141015","title": "Google Chicago Campus Unisex Tee","brands": ["Google"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "25"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGXXX1410.jpg"}],"sizes": ["XS","S","M","L","XL"],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"collection", "value": {"indexable": "true","numbers": [2021.0]}},{"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Polyester"]}},{"key":"style", "value": {"indexable": "true","searchable": "true","text": ["Casual"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Google+Chicago+Campus+Unisex+Tee"}
+{"id": "GGOEGAEC141218","name": "GGOEGAEC141218","title": "Google Chicago Campus Zip Hoodie","brands": ["Google"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "38"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGXXX1412.jpg"}],"sizes": ["XS","S","M","L","XL"],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"collection", "value": {"indexable": "true","numbers": [2021.0]}},{"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Polyester"]}},{"key":"style", "value": {"indexable": "true","searchable": "true","text": ["Casual"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Google+Chicago+Campus+Zip+Hoodie"}
+{"id": "GGOECAEB165414","name": "GGOECAEB165414","title": "Google Cloud Carhartt Crew Sweatshirt","brands": ["Google Cloud"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "30"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOECXXX1654.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Google+Cloud+Unisex+Carhartt+Crew+Sweatshirt"}
+{"id": "GGOEGAEJ178516","name": "GGOEGAEJ178516","title": "Google Cloud Packable Lightweight Jacket","brands": ["Google Cloud"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "32"},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/noimage.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Google+Cloud+Packable+Lightweight+Jacket"}
+{"id": "GGOEGADH134212","name": "GGOEGADH134212","title": "Google Crewneck Sweatshirt Green","brands": ["Google"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "35"},"colorInfo": {"colorFamilies": ["Green"],"colors": ["Olive","Grass green","Light green"]},"availability": "OUT_OF_STOCK","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEGXXX1342.jpg"}],"sizes": ["XS","S","M","L","XL"],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"collection", "value": {"indexable": "true","numbers": [2021.0]}},{"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Merino"]}},{"key":"style", "value": {"indexable": "true","searchable": "true","text": ["Casual"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Google+Crewneck+Sweatshirt+Green"}
diff --git a/retail/interactive-tutorials/resources/products_some_invalid.json b/retail/interactive-tutorials/resources/products_some_invalid.json
new file mode 100644
index 000000000000..f46dc76191c7
--- /dev/null
+++ b/retail/interactive-tutorials/resources/products_some_invalid.json
@@ -0,0 +1,3 @@
+{"id": "GGCOGOAC101259","name": "GGCOGOAC101259","title": "#IamRemarkable Pen","brands": ["#IamRemarkable"],"categories": ["Office"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "16"},"colorInfo": {"colorFamilies": ["Blue"],"colors": ["Light blue","Blue","Dark blue"]},"availability": "INVALID_VALUE","availableQuantity": 50,"availableTime": "2021-10-11T12:00:00+00:00","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGCOGOAC101259.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Metal","Recycled Plastic"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Office/IamRemarkable+Pen"}
+{"id": "GGPRAHPL107110","name": "GGPRAHPL107110","title": "Android Iconic Hat Green","brands": ["Android"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "16"},"colorInfo": {"colorFamilies": ["Green"],"colors": ["Olive","Grass green","Light green"]},"availability": "IN_STOCK","availableQuantity": 50,"availableTime": "2021-10-11T12:00:00+00:00","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEAHPL130910.jpg"}],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","uri": "https://shop.googlemerchandisestore.com/Google+Prize+Portal/Android+Iconic+Hat+Green"}
+{"id": "GGOEAAKQ137410","name": "GGOEAAKQ137410","title": "Android Iconic Sock","brands": ["Android"],"categories": ["Apparel"],"priceInfo": {"cost": "12.0","currencyCode": "USD","originalPrice": "45.0","priceEffectiveTime": "2020-08-01T12:00:00+00:00","priceExpireTime": "2120-08-01T12:00:00+00:00","price": "17"},"availability": "IN_STOCK","availableQuantity": 50,"availableTime": "2021-10-11T12:00:00+00:00","images": [{"height": "300","width": "400","uri": "https://shop.googlemerchandisestore.com/store/20160512512/assets/items/images/GGOEAAKQ137410.jpg"}],"sizes": ["XS","S","M","L","XL"],"retrievableFields": "name,title,brands,categories,priceInfo,colorInfo,availability,images,attributes.material,attributes.ecofriendly,attributes.style,attributes.collection,uri","attributes":[ {"key":"collection", "value": {"indexable": "true","numbers": [2022.0]}},{"key":"material", "value": {"indexable": "true","searchable": "true","text": ["Polyester","Membrane"]}},{"key":"ecofriendly", "value": {"indexable": "false","searchable": "false","text": ["Low-impact fabrics","recycled fabrics","recycled packaging","plastic-free packaging","ethically made"]}},{"key":"style", "value": {"indexable": "true","searchable": "true","text": ["Sport","Functional"]}}],"uri": "https://shop.googlemerchandisestore.com/Google+Redesign/Apparel/Android+Iconic+Sock"}
\ No newline at end of file
diff --git a/retail/interactive-tutorials/resources/user_events.json b/retail/interactive-tutorials/resources/user_events.json
new file mode 100644
index 000000000000..87ee6d056383
--- /dev/null
+++ b/retail/interactive-tutorials/resources/user_events.json
@@ -0,0 +1,4 @@
+{"eventType":"home-page-view","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00"}
+{"eventType":"search","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","searchQuery":"RockerJeans teenagers blue jeans"}
+{"eventType":"search","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","searchQuery":"SocksUnlimited teenagers black socks"}
+{"eventType":"detail-page-view","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","productDetails":{"product":{"id":"GGCOGAEC100616"},"quantity":3}}
diff --git a/retail/interactive-tutorials/resources/user_events_some_invalid.json b/retail/interactive-tutorials/resources/user_events_some_invalid.json
new file mode 100644
index 000000000000..164d9f348318
--- /dev/null
+++ b/retail/interactive-tutorials/resources/user_events_some_invalid.json
@@ -0,0 +1,4 @@
+{"eventType":"home-page-view","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00"}
+{"eventType":"invalid","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","searchQuery":"RockerJeans teenagers blue jeans"}
+{"eventType":"search","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","searchQuery":"SocksUnlimited teenagers black socks"}
+{"eventType":"detail-page-view","visitorId":"bjbs_group1_visitor1","eventTime":"2022-02-23T10:27:42+00:00","productDetails":{"product":{"id":"GGCOGAEC100616"},"quantity":3}}
diff --git a/retail/interactive-tutorials/search/noxfile_config.py b/retail/interactive-tutorials/search/noxfile_config.py
new file mode 100644
index 000000000000..eeab78b4df11
--- /dev/null
+++ b/retail/interactive-tutorials/search/noxfile_config.py
@@ -0,0 +1,32 @@
+# Copyright 2020 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.
+
+# Default TEST_CONFIG_OVERRIDE for python repos.
+
+# The source of truth:
+# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/noxfile_config.py
+
+TEST_CONFIG_OVERRIDE = {
+    # You can opt out from the test for specific Python versions.
+    "ignored_versions": ["2.7", "3.6"],
+    # An envvar key for determining the project id to use. Change it
+    # to 'BUILD_SPECIFIC_GCLOUD_PROJECT' if you want to opt in using a
+    # build specific Cloud project. You can also use your own string
+    # to use your own Cloud project.
+    "gcloud_project_env": "GOOGLE_CLOUD_PROJECT",
+    # 'gcloud_project_env': 'BUILD_SPECIFIC_GCLOUD_PROJECT',
+    # A dictionary you want to inject into your test. Don't put any
+    # secrets here. These values will override predefined values.
+    "envs": {"BUCKET_NAME": "retail-interactive-tutorials"},
+}
diff --git a/retail/interactive-tutorials/search/requirements-test.txt b/retail/interactive-tutorials/search/requirements-test.txt
new file mode 100644
index 000000000000..0f2f6024983b
--- /dev/null
+++ b/retail/interactive-tutorials/search/requirements-test.txt
@@ -0,0 +1,2 @@
+pytest==7.2.0
+pytest-xdist==3.0.2
diff --git a/retail/interactive-tutorials/search/requirements.txt b/retail/interactive-tutorials/search/requirements.txt
new file mode 100644
index 000000000000..8162b3242f08
--- /dev/null
+++ b/retail/interactive-tutorials/search/requirements.txt
@@ -0,0 +1,4 @@
+google==3.0.0
+google-cloud-retail==1.10.2
+google-cloud-storage==2.6.0
+google-cloud-bigquery==3.4.0
\ No newline at end of file
diff --git a/retail/interactive-tutorials/search/search_simple_query.py b/retail/interactive-tutorials/search/search_simple_query.py
new file mode 100644
index 000000000000..a8bb8dde7771
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_simple_query.py
@@ -0,0 +1,60 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement  # Placement is used to identify the Serving Config name.
+    search_request.query = query
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.page_size = 10
+
+    print("---search request:---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT QUERY PHRASES HERE:
+    query_phrase = "Hoodie"
+
+    search_request = get_search_request(query_phrase)
+    search_response = SearchServiceClient().search(search_request)
+
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_simple_query_test.py b/retail/interactive-tutorials/search/search_simple_query_test.py
new file mode 100644
index 000000000000..6d4068a3ae5c
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_simple_query_test.py
@@ -0,0 +1,37 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_simple_query import search
+
+
+def test_search_simple_query_pass():
+    output = str(subprocess.check_output("python search_simple_query.py", shell=True))
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_simple_query_response():
+    response = search()
+
+    assert len(response.results) == 10
+    product_title = response.results[0].product.title
+    assert re.match(".*Hoodie.*", product_title)
diff --git a/retail/interactive-tutorials/search/search_with_boost_spec.py b/retail/interactive-tutorials/search/search_with_boost_spec.py
new file mode 100644
index 000000000000..de129192bce4
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_boost_spec.py
@@ -0,0 +1,69 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog, rerank the
+# results boosting or burying the products that match defined condition.
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str, condition: str, boost_strength: float):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    condition_boost_spec = SearchRequest.BoostSpec.ConditionBoostSpec()
+    condition_boost_spec.condition = condition
+    condition_boost_spec.boost = boost_strength
+
+    boost_spec = SearchRequest.BoostSpec()
+    boost_spec.condition_boost_specs = [condition_boost_spec]
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement  # Placement is used to identify the Serving Config name.
+    search_request.query = query
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.boost_spec = boost_spec
+    search_request.page_size = 10
+
+    print("---search request---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT CONDITIONS HERE:
+    condition = '(colorFamilies: ANY("Blue"))'
+    boost = 0.0
+
+    search_request = get_search_request("Tee", condition, boost)
+    search_response = SearchServiceClient().search(search_request)
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_boost_spec_test.py b/retail/interactive-tutorials/search/search_with_boost_spec_test.py
new file mode 100644
index 000000000000..e0214a759279
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_boost_spec_test.py
@@ -0,0 +1,39 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_boost_spec import search
+
+
+def test_search_with_boost_spec_pass():
+    output = str(
+        subprocess.check_output("python search_with_boost_spec.py", shell=True)
+    )
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_with_boost_spec():
+    response = search()
+
+    assert len(response.results) == 10
+    product_title = response.results[0].product.title
+    assert re.match(".*Tee.*", product_title)
diff --git a/retail/interactive-tutorials/search/search_with_facet_spec.py b/retail/interactive-tutorials/search/search_with_facet_spec.py
new file mode 100644
index 000000000000..c86d9f3d3883
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_facet_spec.py
@@ -0,0 +1,67 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog with facets.
+#
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str, facet_key_param: str):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+    # PUT THE INTERVALS HERE:
+    facet_key = SearchRequest.FacetSpec().FacetKey()
+    facet_key.key = facet_key_param
+
+    facet_spec = SearchRequest.FacetSpec()
+    facet_spec.facet_key = facet_key
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement  # Placement is used to identify the Serving Config name.
+    search_request.query = query
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.facet_specs = [facet_spec]
+    search_request.page_size = 10
+
+    print("---search request---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT FACETS HERE:
+    facet_key = "colorFamilies"
+
+    search_request = get_search_request("Tee", facet_key)
+    search_response = SearchServiceClient().search(search_request)
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+        print("---facets:---")
+        print(search_response.facets)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_facet_spec_test.py b/retail/interactive-tutorials/search/search_with_facet_spec_test.py
new file mode 100644
index 000000000000..a54d038f8d8b
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_facet_spec_test.py
@@ -0,0 +1,41 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_facet_spec import search
+
+
+def test_search_with_filtering_pass():
+    output = str(
+        subprocess.check_output("python search_with_facet_spec.py", shell=True)
+    )
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+    assert re.match(".*facets.*?colorFamilies.*", output)
+
+
+def test_search_with_filtering():
+    response = search()
+
+    assert len(response.results) == 10
+    product_title = response.results[0].product.title
+    assert re.match(".*Tee.*", product_title)
+    assert response.facets[0].key == "colorFamilies"
diff --git a/retail/interactive-tutorials/search/search_with_filtering.py b/retail/interactive-tutorials/search/search_with_filtering.py
new file mode 100644
index 000000000000..a4ac85df297f
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_filtering.py
@@ -0,0 +1,61 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog, filter the results by different product fields.
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str, _filter: str):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement  # Placement is used to identify the Serving Config name.
+    search_request.query = query
+    search_request.filter = _filter
+    search_request.page_size = 10
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.page_size = 10
+
+    print("---search request:---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT FILTER EXPRESSIONS HERE:
+    filter_ = '(colorFamilies: ANY("Black"))'
+
+    search_request = get_search_request("Tee", filter_)
+    search_response = SearchServiceClient().search(search_request)
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_filtering_test.py b/retail/interactive-tutorials/search/search_with_filtering_test.py
new file mode 100644
index 000000000000..4bbd83d8536d
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_filtering_test.py
@@ -0,0 +1,39 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_filtering import search
+
+
+def test_search_with_filtering_pass():
+    output = str(subprocess.check_output("python search_with_filtering.py", shell=True))
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_with_filtering():
+    response = search()
+
+    assert len(response.results) == 10
+    product_title = response.results[0].product.title
+    assert re.match(".*Tee.*", product_title)
+    assert re.match(".*Black.*", product_title)
+    assert "Black" in response.results[0].product.color_info.color_families
diff --git a/retail/interactive-tutorials/search/search_with_ordering.py b/retail/interactive-tutorials/search/search_with_ordering.py
new file mode 100644
index 000000000000..5b357700ff7b
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_ordering.py
@@ -0,0 +1,61 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog, order the results by different product fields.
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str, order: str):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement
+    search_request.query = query
+    search_request.order_by = order
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.page_size = 10
+
+    print("---search request---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT ORDERING EXPRESSIONS HERE:
+    order = "price desc"
+
+    search_request = get_search_request("Hoodie", order)
+    search_response = SearchServiceClient().search(search_request)
+
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_ordering_test.py b/retail/interactive-tutorials/search/search_with_ordering_test.py
new file mode 100644
index 000000000000..1529ab09147e
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_ordering_test.py
@@ -0,0 +1,36 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_ordering import search
+
+
+def test_search_with_ordering_pass():
+    output = str(subprocess.check_output("python search_with_ordering.py", shell=True))
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_with_ordering():
+    response = search()
+
+    assert len(response.results) == 10
+    assert response.results[0].product.price_info.price == 39
diff --git a/retail/interactive-tutorials/search/search_with_pagination.py b/retail/interactive-tutorials/search/search_with_pagination.py
new file mode 100644
index 000000000000..a4a87608cb4c
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_pagination.py
@@ -0,0 +1,73 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog,
+# limit the number of the products per page and go to the next page using "next_page_token"
+# or jump to chosen page using "offset".
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(query: str, page_size: int, offset: int, next_page_token: str):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.query = query
+    search_request.page_size = page_size
+    search_request.offset = offset
+    search_request.page_token = next_page_token
+
+    print("---search request:---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT PAGINATION PARAMETERS HERE:
+    page_size = 6
+    offset = 0
+    page_token = ""
+
+    search_request_first_page = get_search_request(
+        "Hoodie", page_size, offset, page_token
+    )
+    search_response_first_page = SearchServiceClient().search(search_request_first_page)
+
+    print("---search response---")
+    if not search_response_first_page.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response_first_page)
+
+    # PASTE CALL WITH NEXT PAGE TOKEN HERE:
+
+    # PASTE CALL WITH OFFSET HERE:
+
+    return search_response_first_page
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_pagination_test.py b/retail/interactive-tutorials/search/search_with_pagination_test.py
new file mode 100644
index 000000000000..06426ee721aa
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_pagination_test.py
@@ -0,0 +1,39 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_pagination import search
+
+
+def test_search_with_pagination_pass():
+    output = str(
+        subprocess.check_output("python search_with_pagination.py", shell=True)
+    )
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_with_pagination():
+    response = search()
+
+    product_title = response.results[0].product.title
+    assert re.match(".*Hoodie", product_title)
+    assert len(response.results) == 6
diff --git a/retail/interactive-tutorials/search/search_with_query_expansion_spec.py b/retail/interactive-tutorials/search/search_with_query_expansion_spec.py
new file mode 100644
index 000000000000..63a16a9bcfbb
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_query_expansion_spec.py
@@ -0,0 +1,67 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog,
+# enabling the query expansion feature to let the Google Retail Search build an automatic query expansion.
+#
+
+import google.auth
+from google.cloud.retail import SearchRequest, SearchServiceClient
+
+project_id = google.auth.default()[1]
+
+
+# get search service request:
+def get_search_request(
+    query: str, condition: SearchRequest.QueryExpansionSpec.Condition
+):
+    default_search_placement = (
+        "projects/"
+        + project_id
+        + "/locations/global/catalogs/default_catalog/placements/default_search"
+    )
+
+    query_expansion_spec = SearchRequest().QueryExpansionSpec()
+    query_expansion_spec.condition = condition
+
+    search_request = SearchRequest()
+    search_request.placement = default_search_placement  # Placement is used to identify the Serving Config name.
+    search_request.query = query
+    search_request.visitor_id = "123456"  # A unique identifier to track visitors
+    search_request.query_expansion_spec = query_expansion_spec
+    search_request.page_size = 10
+
+    print("---search request:---")
+    print(search_request)
+
+    return search_request
+
+
+# call the Retail Search:
+def search():
+    # TRY DIFFERENT QUERY EXPANSION CONDITION HERE:
+    condition = SearchRequest.QueryExpansionSpec.Condition.AUTO
+
+    search_request = get_search_request("Google Youth Hero Tee Grey", condition)
+    search_response = SearchServiceClient().search(search_request)
+
+    print("---search response---")
+    if not search_response.results:
+        print("The search operation returned no matching results.")
+    else:
+        print(search_response)
+    return search_response
+
+
+search()
diff --git a/retail/interactive-tutorials/search/search_with_query_expansion_spec_test.py b/retail/interactive-tutorials/search/search_with_query_expansion_spec_test.py
new file mode 100644
index 000000000000..2210b8084509
--- /dev/null
+++ b/retail/interactive-tutorials/search/search_with_query_expansion_spec_test.py
@@ -0,0 +1,41 @@
+# 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.
+
+# Call Retail API to search for a products in a catalog using only search query.
+#
+import re
+import subprocess
+
+from search_with_query_expansion_spec import search
+
+
+def test_search_with_query_expansion_spec_pass():
+    output = str(
+        subprocess.check_output(
+            "python search_with_query_expansion_spec.py", shell=True
+        )
+    )
+
+    assert re.match(".*search request.*", output)
+    assert re.match(".*search response.*", output)
+    # check the response contains some products
+    assert re.match(".*results.*id.*", output)
+
+
+def test_search_with_query_expansion_spec():
+    response = search()
+
+    assert response.results[0].product.title == "Google Youth Hero Tee Grey"
+    assert response.results[2].product.title != "Google Youth Hero Tee Grey"
+    assert response.query_expansion_info.expanded_query is True
diff --git a/retail/interactive-tutorials/test_resources_recovery/create_test_resources.py b/retail/interactive-tutorials/test_resources_recovery/create_test_resources.py
new file mode 100644
index 000000000000..0e6bbad41491
--- /dev/null
+++ b/retail/interactive-tutorials/test_resources_recovery/create_test_resources.py
@@ -0,0 +1,202 @@
+# 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.
+
+import os
+import re
+import shlex
+import subprocess
+import time
+
+import google.auth
+from google.cloud import storage
+from google.cloud.retail import GcsSource, ImportErrorsConfig, \
+    ImportProductsRequest, ProductInputConfig
+from google.cloud.retail import ProductServiceClient
+from google.cloud.storage.bucket import Bucket
+
+products_bucket_name = os.environ['BUCKET_NAME']
+events_bucket_name = os.environ['EVENTS_BUCKET_NAME']
+project_id = google.auth.default()[1]
+
+product_resource_file = "../resources/products.json"
+events_source_file = "../resources/user_events.json"
+
+product_dataset = "products"
+product_table = "products"
+product_schema = "../resources/product_schema.json"
+events_dataset = "user_events"
+events_table = "events"
+events_schema = "../resources/events_schema.json"
+
+object_name = re.search('resources/(.*?)$', product_resource_file).group(1)
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+storage_client = storage.Client()
+
+
+def create_bucket(bucket_name: str) -> Bucket:
+    """Create a new bucket in Cloud Storage"""
+    print("Creating new bucket:" + bucket_name)
+    bucket_exists = check_if_bucket_exists(bucket_name)
+    if bucket_exists:
+        print(f"Bucket {bucket_name} already exists")
+        return storage_client.bucket(bucket_name)
+    else:
+        bucket = storage_client.bucket(bucket_name)
+        bucket.storage_class = "STANDARD"
+        new_bucket = storage_client.create_bucket(bucket, location="us")
+        print(
+            f"Created bucket {new_bucket.name} in {new_bucket.location} with storage class {new_bucket.storage_class}"
+        )
+        return new_bucket
+
+
+def check_if_bucket_exists(new_bucket_name):
+    """Check if bucket is already exists"""
+    bucket_exists = False
+    buckets = storage_client.list_buckets()
+    for bucket in buckets:
+        if bucket.name == new_bucket_name:
+            bucket_exists = True
+            break
+    return bucket_exists
+
+
+def upload_data_to_bucket(bucket: Bucket):
+    """Upload data to a GCS bucket"""
+    blob = bucket.blob(object_name)
+    blob.upload_from_filename(product_resource_file)
+    print(f"Data from {product_resource_file} has being uploaded to {bucket.name}")
+
+
+def get_import_products_gcs_request():
+    """Get import products from gcs request"""
+    gcs_bucket = f"gs://{products_bucket_name}"
+    gcs_errors_bucket = f"{gcs_bucket}/error"
+
+    gcs_source = GcsSource()
+    gcs_source.input_uris = [f"{gcs_bucket}/{object_name}"]
+
+    input_config = ProductInputConfig()
+    input_config.gcs_source = gcs_source
+
+    errors_config = ImportErrorsConfig()
+    errors_config.gcs_prefix = gcs_errors_bucket
+
+    import_request = ImportProductsRequest()
+    import_request.parent = default_catalog
+    import_request.reconciliation_mode = ImportProductsRequest.ReconciliationMode.INCREMENTAL
+    import_request.input_config = input_config
+    import_request.errors_config = errors_config
+
+    print("---import products from google cloud source request---")
+    print(import_request)
+
+    return import_request
+
+
+def import_products_from_gcs():
+    """Call the Retail API to import products"""
+    import_gcs_request = get_import_products_gcs_request()
+    gcs_operation = ProductServiceClient().import_products(
+        import_gcs_request)
+    print(
+        f"Import operation is started: {gcs_operation.operation.name}")
+
+    while not gcs_operation.done():
+        print("Please wait till operation is completed")
+        time.sleep(30)
+    print("Import products operation is completed")
+
+    if gcs_operation.metadata is not None:
+        print("Number of successfully imported products")
+        print(gcs_operation.metadata.success_count)
+        print("Number of failures during the importing")
+        print(gcs_operation.metadata.failure_count)
+    else:
+        print("Operation.metadata is empty")
+
+    print(
+        "Wait 2 -5 minutes till products become indexed in the catalog,\
+after that they will be available for search")
+
+
+def create_bq_dataset(dataset_name):
+    """Create a BigQuery dataset"""
+    print(f"Creating dataset {dataset_name}")
+    try:
+        list_bq_dataset(project_id, dataset_name)
+        print(f"dataset {dataset_name} already exists")
+    except subprocess.CalledProcessError:
+        create_dataset_command = f'bq --location=US mk -d --default_table_expiration 3600 --description "This is my dataset." {project_id}:{dataset_name}'
+        subprocess.check_output(shlex.split(create_dataset_command))
+        print("dataset is created")
+
+
+def list_bq_dataset(project_id: str, dataset_name: str):
+    """List BigQuery dataset in the project"""
+    list_dataset_command = f"bq show {project_id}:{dataset_name}"
+    dataset_name = subprocess.check_output(shlex.split(list_dataset_command))
+    return str(dataset_name)
+
+
+def create_bq_table(dataset, table_name, schema):
+    """Create a BigQuery table"""
+    print(f"Creating BigQuery table {table_name}")
+    if table_name not in list_bq_tables(dataset):
+        create_table_command = f"bq mk --table {project_id}:{dataset}.{table_name} {schema}"
+        output = subprocess.check_output(shlex.split(create_table_command))
+        print(output)
+        print("table is created")
+    else:
+        print(f"table {table_name} already exists")
+
+
+def list_bq_tables(dataset):
+    """List BigQuery tables in the dataset"""
+    list_tables_command = f"bq ls {project_id}:{dataset}"
+    tables = subprocess.check_output(shlex.split(list_tables_command))
+    return str(tables)
+
+
+def upload_data_to_bq_table(dataset, table_name, source, schema):
+    """Upload data to the table from specified source file"""
+    print(f"Uploading data from {source} to the table {dataset}.{table_name}")
+    upload_data_command = f"bq load --source_format=NEWLINE_DELIMITED_JSON {project_id}:{dataset}.{table_name} {source} {schema}"
+    output = subprocess.check_output(shlex.split(upload_data_command))
+    print(output)
+
+
+# Create a GCS bucket with products.json file
+created_products_bucket = create_bucket(products_bucket_name)
+upload_data_to_bucket(created_products_bucket)
+
+# Create a GCS bucket with user_events.json file
+created_events_bucket = create_bucket(events_bucket_name)
+upload_data_to_bucket(created_events_bucket)
+
+# Import prodcuts from the GCS bucket to the Retail catalog
+import_products_from_gcs()
+
+# Create a BigQuery table with products
+create_bq_dataset(product_dataset)
+create_bq_table(product_dataset, product_table, product_schema)
+upload_data_to_bq_table(product_dataset, product_table,
+                        product_resource_file, product_schema)
+
+# Create a BigQuery table with user events
+create_bq_dataset(events_dataset)
+create_bq_table(events_dataset, events_table, events_schema)
+upload_data_to_bq_table(events_dataset, events_table, events_source_file,
+                        events_schema)
diff --git a/retail/interactive-tutorials/test_resources_recovery/remove_test_resources.py b/retail/interactive-tutorials/test_resources_recovery/remove_test_resources.py
new file mode 100644
index 000000000000..551f71491c4b
--- /dev/null
+++ b/retail/interactive-tutorials/test_resources_recovery/remove_test_resources.py
@@ -0,0 +1,90 @@
+# 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.
+
+import os
+import shlex
+import subprocess
+
+from google.api_core.exceptions import NotFound, PermissionDenied
+import google.auth
+from google.cloud import storage
+from google.cloud.retail import DeleteProductRequest, ListProductsRequest, \
+    ProductServiceClient
+from google.cloud.storage.bucket import Bucket
+
+
+project_id = google.auth.default()[1]
+product_bucket_name = os.environ['BUCKET_NAME']
+events_bucket_name = os.environ['EVENTS_BUCKET_NAME']
+
+product_dataset = "products"
+events_dataset = "user_events"
+
+default_catalog = f"projects/{project_id}/locations/global/catalogs/default_catalog/branches/default_branch"
+
+storage_client = storage.Client()
+
+
+def delete_bucket(bucket_name):
+    """Delete bucket"""
+    try:
+        bucket = storage_client.get_bucket(bucket_name)
+    except NotFound:
+        print(f"Bucket {bucket_name} does not exists")
+    else:
+        delete_object_from_bucket(bucket)
+        bucket.delete()
+        print(f"bucket {bucket_name} is deleted")
+
+
+def delete_object_from_bucket(bucket: Bucket):
+    """Delete object from bucket"""
+    blobs = bucket.list_blobs()
+    for blob in blobs:
+        blob.delete()
+    print(f"all objects are deleted from GCS bucket {bucket.name}")
+
+
+def delete_all_products():
+    """Delete all products in the catalog"""
+    print("Deleting all products, please wait")
+    product_client = ProductServiceClient()
+    list_request = ListProductsRequest()
+    list_request.parent = default_catalog
+    products = product_client.list_products(list_request)
+    delete_count = 0
+    for product in products:
+        delete_request = DeleteProductRequest()
+        delete_request.name = product.name
+        try:
+            product_client.delete_product(delete_request)
+            delete_count += 1
+        except PermissionDenied:
+            print(
+                "Ignore PermissionDenied in case the product does not exist at time of deletion")
+    print(f"{delete_count} products were deleted from {default_catalog}")
+
+
+def delete_bq_dataset_with_tables(dataset):
+    """Delete a BigQuery dataset with all tables"""
+    delete_dataset_command = f"bq rm -r -d -f {dataset}"
+    output = subprocess.check_output(shlex.split(delete_dataset_command))
+    print(output)
+
+
+delete_bucket(product_bucket_name)
+delete_bucket(events_bucket_name)
+delete_all_products()
+delete_bq_dataset_with_tables(product_dataset)
+delete_bq_dataset_with_tables(events_dataset)
diff --git a/retail/interactive-tutorials/user_environment_setup.sh b/retail/interactive-tutorials/user_environment_setup.sh
new file mode 100644
index 000000000000..974ad4446d4c
--- /dev/null
+++ b/retail/interactive-tutorials/user_environment_setup.sh
@@ -0,0 +1,90 @@
+#!/bin/bash
+
+# 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.
+
+success() {
+    echo "========================================="
+    echo "The Google Cloud setup is completed."
+    echo "Please proceed with the Tutorial steps"
+    echo "========================================="
+    exit 0
+}
+
+failure() {
+    echo "========================================="
+    echo "The Google Cloud setup was not completed."
+    echo "Please fix the errors above!"
+    echo "========================================="
+    exit 1
+}
+
+# catch any error that happened during execution
+trap 'failure' ERR
+
+# set the Google Cloud Project ID
+project_id=$1
+echo "Project ID: $project_id"
+gcloud config set project "$project_id"
+
+email=$(gcloud auth list --filter="status:ACTIVE account:$project_id.iam.gserviceaccount.com" --format="value(account)")
+echo $email
+
+# Check if user has service account active
+if [ -z "$email" ]
+then
+    # Create a new service account
+    timestamp=$(date +%s)
+    service_account_id="service-acc-$timestamp"
+    echo "Service Account: $service_account_id"
+    gcloud iam service-accounts create "$service_account_id"
+else
+    service_account_id="${email%@*}"
+    # Log out of service account
+    gcloud auth revoke 2>/dev/null
+fi
+echo "$service_account_id"
+
+
+editor=$(gcloud projects get-iam-policy $project_id  \
+--flatten="bindings[].members" \
+--format='table(bindings.role)' \
+--filter="bindings.members:$service_account_id ROLE=roles/editor")
+
+retail_admin=$(gcloud projects get-iam-policy $project_id  \
+--flatten="bindings[].members" \
+--format='table(bindings.role)' \
+--filter="bindings.members:$service_account_id ROLE=roles/retail.admin")
+
+
+# Check if any of the needed roles is missing
+if [ -z "$editor" ] || [ -z "$retail_admin" ]
+then
+    # Assign necessary roles to your new service account.
+    for role in {retail.admin,editor}
+    do
+        gcloud projects add-iam-policy-binding "$project_id" --member="serviceAccount:$service_account_id@$project_id.iam.gserviceaccount.com" --role=roles/"${role}"
+    done
+    echo "Wait ~60 seconds to be sure the appropriate roles have been assigned to your service account"
+    sleep 60
+fi
+
+# Upload your service account key file.
+service_acc_email="$service_account_id@$project_id.iam.gserviceaccount.com"
+gcloud iam service-accounts keys create ~/key.json --iam-account "$service_acc_email"
+
+# Activate the service account using the key.
+gcloud auth activate-service-account --key-file ~/key.json
+
+'success'
diff --git a/retail/interactive-tutorials/user_import_data_to_catalog.sh b/retail/interactive-tutorials/user_import_data_to_catalog.sh
new file mode 100644
index 000000000000..82ee4aad5da4
--- /dev/null
+++ b/retail/interactive-tutorials/user_import_data_to_catalog.sh
@@ -0,0 +1,38 @@
+#!/bin/bash
+
+# Copyright 2022 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+{
+  # Create a GCS bucket and upload the product data to the bucket
+  output=$(python ~/cloudshell_open/python-retail/samples/interactive-tutorials/product/setup_product/products_create_gcs_bucket.py)
+
+  # Get the bucket name and store it in the env variable BUCKET_NAME
+  temp="${output#*The gcs bucket }"
+  bucket_name="${temp% was created*}"
+  export BUCKET_NAME=$bucket_name
+
+  # Import products to the Retail catalog
+  python ~/cloudshell_open/python-retail/samples/interactive-tutorials/product/import_products_gcs.py
+} && {
+  # Print success message
+  echo "====================================="
+  echo "Your Retail catalog is ready to use!"
+  echo "====================================="
+} || {
+  # Print error message
+  echo "====================================="
+  echo "Your Retail catalog wasn't created! Please fix the errors above!"
+  echo "====================================="
+}