Loading Data from Apple App-Store Connect to Timescale in Python
tip
We will be using the dlt PostgreSQL destination to connect to Timescale. You can get the connection string for your timescale database as described in the Timescale Docs.
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Apple App-Store Connect allows you to track your app's sales and downloads, respond to App Store reviews, receive notifications of new reviews, and more. This guide explains how to load data from Apple App-Store Connect into Timescale using the open-source python library called dlt. Timescale is designed to handle demanding workloads, including time series, vector, events, and analytics data. It is built on PostgreSQL and comes with expert support at no extra charge. For more details on the source, visit Apple App-Store Connect.
dlt Key Features
- Pipeline Metadata:
dltpipelines leverage metadata to provide governance capabilities. This metadata includes load IDs, which consist of a timestamp and pipeline name. Load IDs enable incremental transformations and data vaulting by tracking data loads and facilitating data lineage and traceability. Read more about lineage. - Schema Enforcement and Curation:
dltempowers users to enforce and curate schemas, ensuring data consistency and quality. Schemas define the structure of normalized data and guide the processing and loading of data. By adhering to predefined schemas, pipelines maintain data integrity and facilitate standardized data handling practices. Read more: Adjust a schema docs. - Schema Evolution:
dltenables proactive governance by alerting users to schema changes. When modifications occur in the source data’s schema, such as table or column alterations,dltnotifies stakeholders, allowing them to take necessary actions, such as reviewing and validating the changes, updating downstream processes, or performing impact analysis. - Scaling and Finetuning:
dltoffers several mechanisms and configuration options to scale up and finetune pipelines, including running extraction, normalization, and load in parallel, writing sources and resources that are run in parallel via thread pools and async execution, and finetuning memory buffers, intermediary file sizes, and compression options. Read more about performance. - Advanced Topics:
dltis a constantly growing library that supports many features and use cases needed by the community. Join our Slack to find recent releases or discuss what you can build withdlt.
Getting started with your pipeline locally
dlt-init-openapi0. 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.
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 postgres and supply the credentials as outlined in the destination doc linked below.