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Load Data from Apple App-Store Connect to AWS S3 using dlt in Python

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This documentation provides a guide on how to load data from Apple App-Store Connect to AWS S3 using the open-source Python library dlt. Apple App-Store Connect allows you to monitor your app's sales and downloads, respond to reviews, and receive notifications about new reviews. AWS S3 serves as a filesystem destination that stores data, enabling the creation of data lakes. You can upload data in JSONL, Parquet, or CSV formats. This guide will walk you through the steps to set up and use dlt for this purpose. For more information about Apple App-Store Connect, visit here.

dlt Key Features

- **Easy to get started**: `dlt` is a Python library that is easy to use and understand. It is designed to be simple to use and easy to understand. Type `pip install dlt` and you are ready to go.
- **Databricks Integration**: Seamlessly integrate with Databricks for advanced data processing. Follow the [setup guide](https://dlthub.com/docs/dlt-ecosystem/destinations/databricks) to get started.
- **Google Cloud Storage Support**: Utilize Google Cloud Storage for your data needs. Learn more about configuring it [here](https://dlthub.com/docs/dlt-ecosystem/destinations/filesystem).
- **Azure Blob Storage Integration**: Easily set up Azure Blob Storage as your destination. Detailed instructions can be found [here](https://dlthub.com/docs/dlt-ecosystem/destinations/filesystem).
- **Snowflake Authentication Options**: Supports multiple authentication types including password, key pair, and external authentication. Check the [authentication guide](https://dlthub.com/docs/dlt-ecosystem/destinations/snowflake) for more information.

Getting started with your pipeline locally

OpenAPI Source Generator dlt-init-openapi

This walkthrough makes use of the dlt-init-openapi generator cli tool. You can read more about it here. The code generated by this tool uses the dlt rest_api verified source, docs for this are here.

0. Prerequisites

dlt and dlt-init-openapi requires Python 3.9 or higher. Additionally, you need to have the pip package manager installed, and we recommend using a virtual environment to manage your dependencies. You can learn more about preparing your computer for dlt in our installation reference.

1. Install dlt and dlt-init-openapi

First you need to install the dlt-init-openapi cli tool.

pip install dlt-init-openapi

The dlt-init-openapi cli is a powerful generator which you can use to turn any OpenAPI spec into a dlt source to ingest data from that api. The quality of the generator source is dependent on how well the API is designed and how accurate the OpenAPI spec you are using is. You may need to make tweaks to the generated code, you can learn more about this here.

# generate pipeline
# NOTE: add_limit adds a global limit, you can remove this later
# NOTE: you will need to select which endpoints to render, you
# can just hit Enter and all will be rendered.
dlt-init-openapi apple_app_store_connect --url https://api.apis.guru/v2/specs/apple.com/app-store-connect/1.4.1/openapi.yaml --global-limit 2
cd apple_app_store_connect_pipeline
# install generated requirements
pip install -r requirements.txt

The last command will install the required dependencies for your pipeline. The dependencies are listed in the requirements.txt:

dlt>=0.4.12

You now have the following folder structure in your project:

apple_app_store_connect_pipeline/
├── .dlt/
│ ├── config.toml # configs for your pipeline
│ └── secrets.toml # secrets for your pipeline
├── rest_api/ # The rest api verified source
│ └── ...
├── apple_app_store_connect/
│ └── __init__.py # TODO: possibly tweak this file
├── apple_app_store_connect_pipeline.py # your main pipeline script
├── requirements.txt # dependencies for your pipeline
└── .gitignore # ignore files for git (not required)

1.1. Tweak apple_app_store_connect/__init__.py

This file contains the generated configuration of your rest_api. You can continue with the next steps and leave it as is, but you might want to come back here and make adjustments if you need your rest_api source set up in a different way. The generated file for the apple_app_store_connect source will look like this:

Click to view full file (2564 lines)

from typing import List

import dlt
from dlt.extract.source import DltResource
from rest_api import rest_api_source
from rest_api.typing import RESTAPIConfig


@dlt.source(name="apple_app_store_connect_source", max_table_nesting=2)
def apple_app_store_connect_source(
token: str = dlt.secrets.value,
base_url: str = dlt.config.value,
) -> List[DltResource]:

# source configuration
source_config: RESTAPIConfig = {
"client": {
"base_url": base_url,
"auth": {

"type": "bearer",
"token": token,

},
"paginator": {
"type":
"json_response",
"next_url_path":
"links.next",
},
},
"resources":
[
{
"name": "app_infos_age_rating_declaration_get_to_one_related",
"table_name": "age_rating_declaration_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appInfos/{id}/ageRatingDeclaration",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[ageRatingDeclarations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_age_rating_declaration_get_to_one_related",
"table_name": "age_rating_declaration_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}/ageRatingDeclaration",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[ageRatingDeclarations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_encryption_declarations_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appEncryptionDeclarations/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "app_encryption_declarations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_get_collection",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps",
}
},
{
"name": "apps_beta_app_review_detail_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/apps/{id}/betaAppReviewDetail",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaAppReviewDetails]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_beta_license_agreement_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/apps/{id}/betaLicenseAgreement",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaLicenseAgreements]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_app_localizations_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaAppLocalizations/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_localizations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_app_review_details_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaAppReviewDetails/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_review_details_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_groups_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaGroups/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_license_agreements_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaLicenseAgreements/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "beta_license_agreements_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_testers_apps_get_to_many_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/apps",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_apps_get_to_many_relationship",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/relationships/apps",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "builds_app_encryption_declaration_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/appEncryptionDeclaration",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appEncryptionDeclarations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "bundle_ids_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/bundleIds/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "bundle_ids_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "pre_release_versions_app_get_to_one_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/preReleaseVersions/{id}/app",
"params": {
"id": {
"type": "resolve",
"resource": "pre_release_versions_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "user_invitations_visible_apps_get_to_many_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/userInvitations/{id}/visibleApps",
"params": {
"id": {
"type": "resolve",
"resource": "user_invitations_get_collection",
"field": "id",
},

},
}
},
{
"name": "users_visible_apps_get_to_many_related",
"table_name": "app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/users/{id}/visibleApps",
"params": {
"id": {
"type": "resolve",
"resource": "users_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_categories_get_collection",
"table_name": "app_category",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appCategories",
}
},
{
"name": "app_categories_subcategories_get_to_many_related",
"table_name": "app_category",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appCategories/{id}/subcategories",
"params": {
"id": {
"type": "resolve",
"resource": "app_categories_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_categories_get_instance",
"table_name": "app_category_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appCategories/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "app_categories_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "limit[subcategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_encryption_declarations_get_collection",
"table_name": "app_encryption_declaration",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appEncryptionDeclarations",
}
},
{
"name": "app_encryption_declarations_get_instance",
"table_name": "app_encryption_declaration_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appEncryptionDeclarations/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "app_encryption_declarations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appEncryptionDeclarations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_app_infos_get_to_many_related",
"table_name": "app_info",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/appInfos",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_infos_app_info_localizations_get_to_many_related",
"table_name": "app_info_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appInfos/{id}/appInfoLocalizations",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_info_localizations_get_instance",
"table_name": "app_info_localization_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appInfoLocalizations/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appInfoLocalizations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_get_instance",
"table_name": "app_info_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appInfos/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appInfos]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[ageRatingDeclarations]": "OPTIONAL_CONFIG",
# "fields[appCategories]": "OPTIONAL_CONFIG",
# "fields[appInfoLocalizations]": "OPTIONAL_CONFIG",
# "limit[appInfoLocalizations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_pre_orders_get_instance",
"table_name": "app_pre_order_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPreOrders/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appPreOrders]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_pre_order_get_to_one_related",
"table_name": "app_pre_order_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/apps/{id}/preOrder",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appPreOrders]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_preview_sets_app_previews_get_to_many_related",
"table_name": "app_preview",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appPreviewSets/{id}/appPreviews",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_preview_sets_app_previews_get_to_many_relationship",
"table_name": "app_preview",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appPreviewSets/{id}/relationships/appPreviews",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_previews_get_instance",
"table_name": "app_preview_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPreviews/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appPreviews]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_version_localizations_app_preview_sets_get_to_many_related",
"table_name": "app_preview_set",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appStoreVersionLocalizations/{id}/appPreviewSets",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_preview_sets_get_instance",
"table_name": "app_preview_set_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPreviewSets/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appPreviewSets]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appPreviews]": "OPTIONAL_CONFIG",
# "limit[appPreviews]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_prices_get_to_many_related",
"table_name": "app_price",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/prices",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_price_points_get_collection",
"table_name": "app_price_point",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appPricePoints",
}
},
{
"name": "app_price_tiers_price_points_get_to_many_related",
"table_name": "app_price_point",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appPriceTiers/{id}/pricePoints",
"params": {
"id": {
"type": "resolve",
"resource": "app_price_tiers_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_price_points_get_instance",
"table_name": "app_price_point_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPricePoints/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "app_price_points_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appPricePoints]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[territories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_prices_get_instance",
"table_name": "app_price_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPrices/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appPrices]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_price_tiers_get_collection",
"table_name": "app_price_tier",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appPriceTiers",
}
},
{
"name": "app_price_tiers_get_instance",
"table_name": "app_price_tier_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPriceTiers/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "app_price_tiers_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appPriceTiers]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appPricePoints]": "OPTIONAL_CONFIG",
# "limit[pricePoints]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_get_instance",
"table_name": "app_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/apps/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[apps]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[betaGroups]": "OPTIONAL_CONFIG",
# "fields[perfPowerMetrics]": "OPTIONAL_CONFIG",
# "fields[appInfos]": "OPTIONAL_CONFIG",
# "fields[appPreOrders]": "OPTIONAL_CONFIG",
# "fields[preReleaseVersions]": "OPTIONAL_CONFIG",
# "fields[appPrices]": "OPTIONAL_CONFIG",
# "fields[inAppPurchases]": "OPTIONAL_CONFIG",
# "fields[betaAppReviewDetails]": "OPTIONAL_CONFIG",
# "fields[territories]": "OPTIONAL_CONFIG",
# "fields[gameCenterEnabledVersions]": "OPTIONAL_CONFIG",
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",
# "fields[betaAppLocalizations]": "OPTIONAL_CONFIG",
# "fields[betaLicenseAgreements]": "OPTIONAL_CONFIG",
# "fields[endUserLicenseAgreements]": "OPTIONAL_CONFIG",
# "limit[appInfos]": "OPTIONAL_CONFIG",
# "limit[appStoreVersions]": "OPTIONAL_CONFIG",
# "limit[availableTerritories]": "OPTIONAL_CONFIG",
# "limit[betaAppLocalizations]": "OPTIONAL_CONFIG",
# "limit[betaGroups]": "OPTIONAL_CONFIG",
# "limit[builds]": "OPTIONAL_CONFIG",
# "limit[gameCenterEnabledVersions]": "OPTIONAL_CONFIG",
# "limit[inAppPurchases]": "OPTIONAL_CONFIG",
# "limit[preReleaseVersions]": "OPTIONAL_CONFIG",
# "limit[prices]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_screenshot_sets_app_screenshots_get_to_many_related",
"table_name": "app_screenshot",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appScreenshotSets/{id}/appScreenshots",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_screenshot_sets_app_screenshots_get_to_many_relationship",
"table_name": "app_screenshot",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appScreenshotSets/{id}/relationships/appScreenshots",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_screenshots_get_instance",
"table_name": "app_screenshot_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appScreenshots/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appScreenshots]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_version_localizations_app_screenshot_sets_get_to_many_related",
"table_name": "app_screenshot_set",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appStoreVersionLocalizations/{id}/appScreenshotSets",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_screenshot_sets_get_instance",
"table_name": "app_screenshot_set_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appScreenshotSets/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appScreenshotSets]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appScreenshots]": "OPTIONAL_CONFIG",
# "limit[appScreenshots]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_review_details_app_store_review_attachments_get_to_many_related",
"table_name": "app_store_review_attachment",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appStoreReviewDetails/{id}/appStoreReviewAttachments",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_store_versions_app_store_review_detail_get_to_one_related",
"table_name": "app_store_review_attachment",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appStoreVersions/{id}/appStoreReviewDetail",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreReviewDetails]": "OPTIONAL_CONFIG",
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",
# "fields[appStoreReviewAttachments]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_review_attachments_get_instance",
"table_name": "app_store_review_attachment_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreReviewAttachments/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreReviewAttachments]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_review_details_get_instance",
"table_name": "app_store_review_detail_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreReviewDetails/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreReviewDetails]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appStoreReviewAttachments]": "OPTIONAL_CONFIG",
# "limit[appStoreReviewAttachments]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_app_store_versions_get_to_many_related",
"table_name": "app_store_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/appStoreVersions",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_app_store_version_get_to_one_related",
"table_name": "app_store_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/appStoreVersion",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_build_get_to_one_relationship",
"table_name": "app_store_version_build_linkage_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}/relationships/build",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_store_versions_app_store_version_localizations_get_to_many_related",
"table_name": "app_store_version_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/appStoreVersions/{id}/appStoreVersionLocalizations",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_store_version_localizations_get_instance",
"table_name": "app_store_version_localization_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersionLocalizations/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreVersionLocalizations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appScreenshotSets]": "OPTIONAL_CONFIG",
# "fields[appPreviewSets]": "OPTIONAL_CONFIG",
# "limit[appPreviewSets]": "OPTIONAL_CONFIG",
# "limit[appScreenshotSets]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_app_store_version_phased_release_get_to_one_related",
"table_name": "app_store_version_phased_release_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}/appStoreVersionPhasedRelease",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreVersionPhasedReleases]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_get_instance",
"table_name": "app_store_version_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appStoreVersionLocalizations]": "OPTIONAL_CONFIG",
# "fields[idfaDeclarations]": "OPTIONAL_CONFIG",
# "fields[routingAppCoverages]": "OPTIONAL_CONFIG",
# "fields[appStoreVersionPhasedReleases]": "OPTIONAL_CONFIG",
# "fields[ageRatingDeclarations]": "OPTIONAL_CONFIG",
# "fields[appStoreReviewDetails]": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",
# "fields[appStoreVersionSubmissions]": "OPTIONAL_CONFIG",
# "limit[appStoreVersionLocalizations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_app_store_version_submission_get_to_one_related",
"table_name": "app_store_version_submission_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}/appStoreVersionSubmission",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",
# "fields[appStoreVersionSubmissions]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_beta_app_localizations_get_to_many_related",
"table_name": "beta_app_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/betaAppLocalizations",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_app_localizations_get_collection",
"table_name": "beta_app_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaAppLocalizations",
}
},
{
"name": "beta_app_localizations_get_instance",
"table_name": "beta_app_localization_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaAppLocalizations/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_localizations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaAppLocalizations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_app_review_details_get_collection",
"table_name": "beta_app_review_detail",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaAppReviewDetails",
}
},
{
"name": "beta_app_review_details_get_instance",
"table_name": "beta_app_review_detail_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaAppReviewDetails/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_review_details_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaAppReviewDetails]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_app_review_submissions_get_collection",
"table_name": "beta_app_review_submission",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaAppReviewSubmissions",
}
},
{
"name": "beta_app_review_submissions_get_instance",
"table_name": "beta_app_review_submission_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaAppReviewSubmissions/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_review_submissions_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaAppReviewSubmissions]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_build_localizations_get_collection",
"table_name": "beta_build_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaBuildLocalizations",
}
},
{
"name": "builds_beta_build_localizations_get_to_many_related",
"table_name": "beta_build_localization",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/betaBuildLocalizations",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_build_localizations_get_instance",
"table_name": "beta_build_localization_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaBuildLocalizations/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_build_localizations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaBuildLocalizations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_beta_groups_get_to_many_related",
"table_name": "beta_group",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/betaGroups",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_groups_get_collection",
"table_name": "beta_group",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaGroups",
}
},
{
"name": "beta_testers_beta_groups_get_to_many_related",
"table_name": "beta_group",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/betaGroups",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_beta_groups_get_to_many_relationship",
"table_name": "beta_group",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/relationships/betaGroups",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_groups_get_instance",
"table_name": "beta_group_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaGroups/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaGroups]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",
# "fields[betaTesters]": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[betaTesters]": "OPTIONAL_CONFIG",
# "limit[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_license_agreements_get_collection",
"table_name": "beta_license_agreement",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaLicenseAgreements",
}
},
{
"name": "beta_license_agreements_get_instance",
"table_name": "beta_license_agreement_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaLicenseAgreements/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_license_agreements_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaLicenseAgreements]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_groups_beta_testers_get_to_many_related",
"table_name": "beta_tester",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaGroups/{id}/betaTesters",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_groups_beta_testers_get_to_many_relationship",
"table_name": "beta_tester",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaGroups/{id}/relationships/betaTesters",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_get_collection",
"table_name": "beta_tester",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters",
}
},
{
"name": "builds_individual_testers_get_to_many_related",
"table_name": "beta_tester",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/individualTesters",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_get_instance",
"table_name": "beta_tester_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/betaTesters/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaTesters]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[betaGroups]": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[apps]": "OPTIONAL_CONFIG",
# "limit[betaGroups]": "OPTIONAL_CONFIG",
# "limit[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_build_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appStoreVersions/{id}/build",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_builds_get_to_many_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/builds",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_app_review_submissions_build_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaAppReviewSubmissions/{id}/build",
"params": {
"id": {
"type": "resolve",
"resource": "beta_app_review_submissions_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_build_localizations_build_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/betaBuildLocalizations/{id}/build",
"params": {
"id": {
"type": "resolve",
"resource": "beta_build_localizations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "beta_groups_builds_get_to_many_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaGroups/{id}/builds",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_groups_builds_get_to_many_relationship",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaGroups/{id}/relationships/builds",
"params": {
"id": {
"type": "resolve",
"resource": "beta_groups_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_builds_get_to_many_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/builds",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "beta_testers_builds_get_to_many_relationship",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/betaTesters/{id}/relationships/builds",
"params": {
"id": {
"type": "resolve",
"resource": "beta_testers_get_collection",
"field": "id",
},

},
}
},
{
"name": "build_beta_details_build_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/buildBetaDetails/{id}/build",
"params": {
"id": {
"type": "resolve",
"resource": "build_beta_details_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "builds_get_collection",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds",
}
},
{
"name": "builds_beta_app_review_submission_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/betaAppReviewSubmission",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[betaAppReviewSubmissions]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "builds_build_beta_detail_get_to_one_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/buildBetaDetail",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[buildBetaDetails]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "pre_release_versions_builds_get_to_many_related",
"table_name": "build",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/preReleaseVersions/{id}/builds",
"params": {
"id": {
"type": "resolve",
"resource": "pre_release_versions_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_app_encryption_declaration_get_to_one_relationship",
"table_name": "build_app_encryption_declaration_linkage_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/builds/{id}/relationships/appEncryptionDeclaration",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "build_beta_details_get_collection",
"table_name": "build_beta_detail",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/buildBetaDetails",
}
},
{
"name": "build_beta_details_get_instance",
"table_name": "build_beta_detail_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/buildBetaDetails/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "build_beta_details_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[buildBetaDetails]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "builds_icons_get_to_many_related",
"table_name": "build_icon",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/icons",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_get_instance",
"table_name": "build_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/builds/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[builds]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[appEncryptionDeclarations]": "OPTIONAL_CONFIG",
# "fields[betaAppReviewSubmissions]": "OPTIONAL_CONFIG",
# "fields[buildBetaDetails]": "OPTIONAL_CONFIG",
# "fields[buildIcons]": "OPTIONAL_CONFIG",
# "fields[perfPowerMetrics]": "OPTIONAL_CONFIG",
# "fields[preReleaseVersions]": "OPTIONAL_CONFIG",
# "fields[appStoreVersions]": "OPTIONAL_CONFIG",
# "fields[diagnosticSignatures]": "OPTIONAL_CONFIG",
# "fields[betaTesters]": "OPTIONAL_CONFIG",
# "fields[betaBuildLocalizations]": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[betaBuildLocalizations]": "OPTIONAL_CONFIG",
# "limit[icons]": "OPTIONAL_CONFIG",
# "limit[individualTesters]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "bundle_ids_get_collection",
"table_name": "bundle_id",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/bundleIds",
}
},
{
"name": "profiles_bundle_id_get_to_one_related",
"table_name": "bundle_id",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/profiles/{id}/bundleId",
"params": {
"id": {
"type": "resolve",
"resource": "profiles_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[bundleIds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "bundle_ids_bundle_id_capabilities_get_to_many_related",
"table_name": "bundle_id_capability",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/bundleIds/{id}/bundleIdCapabilities",
"params": {
"id": {
"type": "resolve",
"resource": "bundle_ids_get_collection",
"field": "id",
},

},
}
},
{
"name": "bundle_ids_get_instance",
"table_name": "bundle_id_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/bundleIds/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "bundle_ids_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[bundleIds]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[bundleIdCapabilities]": "OPTIONAL_CONFIG",
# "fields[profiles]": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[bundleIdCapabilities]": "OPTIONAL_CONFIG",
# "limit[profiles]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "certificates_get_collection",
"table_name": "certificate",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/certificates",
}
},
{
"name": "profiles_certificates_get_to_many_related",
"table_name": "certificate",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/profiles/{id}/certificates",
"params": {
"id": {
"type": "resolve",
"resource": "profiles_get_collection",
"field": "id",
},

},
}
},
{
"name": "certificates_get_instance",
"table_name": "certificate_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/certificates/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "certificates_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[certificates]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "game_center_enabled_versions_compatible_versions_get_to_many_relationship",
"table_name": "compatible_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/gameCenterEnabledVersions/{id}/relationships/compatibleVersions",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "devices_get_collection",
"table_name": "device",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/devices",
}
},
{
"name": "profiles_devices_get_to_many_related",
"table_name": "device",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/profiles/{id}/devices",
"params": {
"id": {
"type": "resolve",
"resource": "profiles_get_collection",
"field": "id",
},

},
}
},
{
"name": "devices_get_instance",
"table_name": "device_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/devices/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "devices_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[devices]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "diagnostic_signatures_logs_get_to_many_related",
"table_name": "diagnostic_log",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/diagnosticSignatures/{id}/logs",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "builds_diagnostic_signatures_get_to_many_related",
"table_name": "diagnostic_signature",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/diagnosticSignatures",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "end_user_license_agreements_get_instance",
"table_name": "end_user_license_agreement_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/endUserLicenseAgreements/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[endUserLicenseAgreements]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[territories]": "OPTIONAL_CONFIG",
# "limit[territories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "finance_reports_get_collection",
"table_name": "finance_report",
"endpoint": {
"path": "/v1/financeReports",
"params": {
"filter[regionCode]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[reportDate]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[reportType]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[vendorNumber]": "FILL_ME_IN", # TODO: fill in required query parameter

},
}
},
{
"name": "apps_game_center_enabled_versions_get_to_many_related",
"table_name": "game_center_enabled_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/gameCenterEnabledVersions",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "game_center_enabled_versions_compatible_versions_get_to_many_related",
"table_name": "game_center_enabled_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/gameCenterEnabledVersions/{id}/compatibleVersions",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "app_store_versions_idfa_declaration_get_to_one_related",
"table_name": "idfa_declaration_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appStoreVersions/{id}/idfaDeclaration",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[idfaDeclarations]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_in_app_purchases_get_to_many_related",
"table_name": "in_app_purchase",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/inAppPurchases",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "in_app_purchases_get_instance",
"table_name": "in_app_purchase_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/inAppPurchases/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[inAppPurchases]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "limit[apps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "builds_individual_testers_get_to_many_relationship",
"table_name": "individual_tester",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/relationships/individualTesters",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "app_categories_parent_get_to_one_related",
"table_name": "parent",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appCategories/{id}/parent",
"params": {
"id": {
"type": "resolve",
"resource": "app_categories_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_perf_power_metrics_get_to_many_related",
"table_name": "perf_power_metric",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/perfPowerMetrics",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_perf_power_metrics_get_to_many_related",
"table_name": "perf_power_metric",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/builds/{id}/perfPowerMetrics",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},

},
}
},
{
"name": "builds_pre_release_version_get_to_one_related",
"table_name": "pre_release_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/builds/{id}/preReleaseVersion",
"params": {
"id": {
"type": "resolve",
"resource": "builds_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[preReleaseVersions]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_pre_release_versions_get_to_many_related",
"table_name": "prerelease_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/preReleaseVersions",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "pre_release_versions_get_collection",
"table_name": "prerelease_version",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/preReleaseVersions",
}
},
{
"name": "pre_release_versions_get_instance",
"table_name": "prerelease_version_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/preReleaseVersions/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "pre_release_versions_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[preReleaseVersions]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[builds]": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[builds]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_primary_category_get_to_one_related",
"table_name": "primary_category",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/primaryCategory",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_primary_subcategory_one_get_to_one_related",
"table_name": "primary_subcategory_one",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/primarySubcategoryOne",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_primary_subcategory_two_get_to_one_related",
"table_name": "primary_subcategory_two",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/primarySubcategoryTwo",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "bundle_ids_profiles_get_to_many_related",
"table_name": "profile",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/bundleIds/{id}/profiles",
"params": {
"id": {
"type": "resolve",
"resource": "bundle_ids_get_collection",
"field": "id",
},

},
}
},
{
"name": "profiles_get_collection",
"table_name": "profile",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/profiles",
}
},
{
"name": "profiles_get_instance",
"table_name": "profile_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/profiles/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "profiles_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[profiles]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[certificates]": "OPTIONAL_CONFIG",
# "fields[devices]": "OPTIONAL_CONFIG",
# "fields[bundleIds]": "OPTIONAL_CONFIG",
# "limit[certificates]": "OPTIONAL_CONFIG",
# "limit[devices]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "routing_app_coverages_get_instance",
"table_name": "routing_app_coverage_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/routingAppCoverages/{id}",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[routingAppCoverages]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",

},
}
},
{
"name": "sales_reports_get_collection",
"table_name": "sales_report",
"endpoint": {
"path": "/v1/salesReports",
"params": {
"filter[frequency]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[reportSubType]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[reportType]": "FILL_ME_IN", # TODO: fill in required query parameter
"filter[vendorNumber]": "FILL_ME_IN", # TODO: fill in required query parameter
# the parameters below can optionally be configured
# "filter[reportDate]": "OPTIONAL_CONFIG",
# "filter[version]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_secondary_category_get_to_one_related",
"table_name": "secondary_category",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/secondaryCategory",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_secondary_subcategory_one_get_to_one_related",
"table_name": "secondary_subcategory_one",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/secondarySubcategoryOne",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_infos_secondary_subcategory_two_get_to_one_related",
"table_name": "secondary_subcategory_two",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/appInfos/{id}/secondarySubcategoryTwo",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[appCategories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "apps_available_territories_get_to_many_related",
"table_name": "territory",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/apps/{id}/availableTerritories",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},

},
}
},
{
"name": "apps_end_user_license_agreement_get_to_one_related",
"table_name": "territory",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "included",
"path": "/v1/apps/{id}/endUserLicenseAgreement",
"params": {
"id": {
"type": "resolve",
"resource": "apps_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[endUserLicenseAgreements]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "end_user_license_agreements_territories_get_to_many_related",
"table_name": "territory",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/endUserLicenseAgreements/{id}/territories",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter

},
}
},
{
"name": "territories_get_collection",
"table_name": "territory",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/territories",
}
},
{
"name": "app_price_points_territory_get_to_one_related",
"table_name": "territory_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/appPricePoints/{id}/territory",
"params": {
"id": {
"type": "resolve",
"resource": "app_price_points_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[territories]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "app_store_versions_routing_app_coverage_get_to_one_related",
"table_name": "upload_operation",
"endpoint": {
"data_selector": "data.attributes.uploadOperations",
"path": "/v1/appStoreVersions/{id}/routingAppCoverage",
"params": {
"id": "FILL_ME_IN", # TODO: fill in required path parameter
# the parameters below can optionally be configured
# "fields[routingAppCoverages]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "users_get_collection",
"table_name": "user",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/users",
}
},
{
"name": "user_invitations_get_collection",
"table_name": "user_invitation",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/userInvitations",
}
},
{
"name": "user_invitations_get_instance",
"table_name": "user_invitation_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/userInvitations/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "user_invitations_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[userInvitations]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[visibleApps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "users_get_instance",
"table_name": "user_response",
"endpoint": {
"data_selector": "$",
"path": "/v1/users/{id}",
"params": {
"id": {
"type": "resolve",
"resource": "users_get_collection",
"field": "id",
},
# the parameters below can optionally be configured
# "fields[users]": "OPTIONAL_CONFIG",
# "include": "OPTIONAL_CONFIG",
# "fields[apps]": "OPTIONAL_CONFIG",
# "limit[visibleApps]": "OPTIONAL_CONFIG",

},
}
},
{
"name": "users_visible_apps_get_to_many_relationship",
"table_name": "visible_app",
"primary_key": "id",
"write_disposition": "merge",
"endpoint": {
"data_selector": "data",
"path": "/v1/users/{id}/relationships/visibleApps",
"params": {
"id": {
"type": "resolve",
"resource": "users_get_collection",
"field": "id",
},

},
}
},
]
}

return rest_api_source(source_config)

2. Configuring your source and destination credentials

info

dlt-init-openapi will try to detect which authentication mechanism (if any) is used by the API in question and add a placeholder in your secrets.toml.

  • If you know your API needs authentication, but none was detected, you can learn more about adding authentication to the rest_api here.
  • OAuth detection currently is not supported, but you can supply your own authentication mechanism as outlined here.

The dlt cli will have created a .dlt directory in your project folder. This directory contains a config.toml file and a secrets.toml file that you can use to configure your pipeline. The automatically created version of these files look like this:

generated config.toml


[runtime]
log_level="INFO"

[sources.apple_app_store_connect]
# Base URL for the API
base_url = "https://api.appstoreconnect.apple.com/"

generated secrets.toml


[sources.apple_app_store_connect]
# secrets for your apple_app_store_connect source
token = "FILL ME OUT" # TODO: fill in your credentials

2.1. Adjust the generated code to your usecase

Further help setting up your source and destinations

At this time, the dlt-init-openapi cli tool will always create pipelines that load to a local duckdb instance. Switching to a different destination is trivial, all you need to do is change the destination parameter in apple_app_store_connect_pipeline.py to filesystem and supply the credentials as outlined in the destination doc linked below.

  • Read more about setting up the rest_api source in our docs.
  • Read more about setting up the AWS S3 destination in our docs.

By default, the filesystem destination will store your files as JSONL. You can tell your pipeline to choose a different format with the loader_file_format property that you can set directly on the pipeline or via your config.toml. Available values are jsonl, parquet and csv:

[pipeline] # in ./dlt/config.toml
loader_file_format="parquet"

3. Running your pipeline for the first time

The dlt cli has also created a main pipeline script for you at apple_app_store_connect_pipeline.py, as well as a folder apple_app_store_connect that contains additional python files for your source. These files are your local copies which you can modify to fit your needs. In some cases you may find that you only need to do small changes to your pipelines or add some configurations, in other cases these files can serve as a working starting point for your code, but will need to be adjusted to do what you need them to do.

The main pipeline script will look something like this:


import dlt

from apple_app_store_connect import apple_app_store_connect_source


if __name__ == "__main__":
pipeline = dlt.pipeline(
pipeline_name="apple_app_store_connect_pipeline",
destination='duckdb',
dataset_name="apple_app_store_connect_data",
progress="log",
export_schema_path="schemas/export"
)
source = apple_app_store_connect_source()
info = pipeline.run(source)
print(info)

Provided you have set up your credentials, you can run your pipeline like a regular python script with the following command:

python apple_app_store_connect_pipeline.py