Topic

Amazon Ads API

Advertising API access, throttling, dayparting, and the automation patterns that hold up when you run them hourly across real accounts.

5 guides, written from real builds.

Amazon Ads API Rate Limits Explained (And How to Stop Hitting Them)

Amazon Ads API

7 min read

Amazon Ads API Rate Limits Explained (And How to Stop Hitting Them)

A 429 storm from the Amazon Ads API almost always means your retry logic is wrong, not that your limits are too low. Here's how the per-endpoint token buckets actually work, what the response headers tell you, and the request patterns that keep you comfortably under the limit.

AMS vs AMC: Which Amazon Ad Data Tool to Use, and When

Amazon Ads API

6 min read

AMS vs AMC: Which Amazon Ad Data Tool to Use, and When

Amazon Marketing Stream and Amazon Marketing Cloud both start with “Amazon Marketing” and both deal with ad data — so they get mixed up constantly. They actually solve opposite problems. One pushes you hourly data for real-time action; the other runs SQL over years of history for attribution. Here's the difference, side by side, and how to pick.

Amazon Marketing Stream Setup: Hourly Ad Data via Firehose in Python

Amazon Ads API

13 min read

Amazon Marketing Stream Setup: Hourly Ad Data via Firehose in Python

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.

How to Get Amazon Ads API Access (Direct Advertiser) — Step-by-Step

Amazon Ads API

9 min read

How to Get Amazon Ads API Access (Direct Advertiser) — Step-by-Step

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 Ads Dayparting: There's No Schedule Endpoint, So You Build the Clock

Amazon Ads API

8 min read

Amazon Ads Dayparting: There's No Schedule Endpoint, So You Build the Clock

You want campaigns to bid harder at 7pm and go quiet at 3am. The Amazon Ads API has no scheduling primitive — no cron field, no day-part object, nothing that runs later. Dayparting is something you implement, not something you configure. Here's the shape that works, and the guardrails that stop an hourly writer from doing real damage.

Need this built rather than researched?

Shahzeb Khan runs Databaaba, a one-person studio that builds amazon ads api integrations for sellers, agencies, and software teams. Every guide here came out of a real client build.

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