Blog
Guides you can reuse for Amazon Ads API, SP-API integrations, dayparting automations, and more.
Current focus
Amazon Ads API setup + automation patterns
Amazon Ads API
Stop polling the Reports API. Amazon Marketing Stream pushes hourly Sponsored Products, Sponsored Brands, and Sponsored Display data directly into your AWS infrastructure — no cron jobs, no throttling. Here's the full setup: Firehose stream, IAM roles, the subscription API call, and what the data looks like when it lands.
Amazon SP-API
Your getOrders call returns the buyer name as null. That's not a bug — it's PII protection. Here's the full Restricted Data Token flow: roles, app-level gates, the dataElements gotcha, and a working Python demo that pulls real buyer name + shipping address.
Amazon Ads API
Amazon’s setup isn’t hard, but it’s scattered across systems. This guide walks you from LWA → approval → tokens → a working Profiles API call.
Amazon SP-API
SP-API setup is way simpler than Ads API. This guide shows you where to create the app client, pick roles, grab Client ID/Secret, and generate the refresh token.
Amazon Vendor / RRA
A complete guide to pulling Amazon Vendor Retail Reporting Analytics (RRA) data hourly using SP-API, scheduling on GCP, storing in BigQuery, and visualizing in Looker Studio or custom dashboards.
Amazon AMS / Automation
A complete guide to pulling hourly conversion data from Amazon Marketing Stream (AMS), storing it in BigQuery, and automatically adjusting bids via Amazon Ads API based on real-time performance.