Editorial policy

Written from implementation experience

Guides are written or reviewed by Shahzeb Khan, Databaaba’s founder and lead engineer. Examples are based on hands-on work with Amazon SP-API, Amazon Ads API, Marketing Stream, AWS, GCP, BigQuery, and marketplace automation.

Accuracy and sources

Technical claims are checked against current official documentation and working implementations where practical. Credentials, client data, and identifying production details are never published. Examples may be simplified so readers can understand the underlying pattern safely.

Updates and corrections

Articles display an update date and are revised when APIs, interfaces, or recommended implementation patterns change. If you spot an error, email shahzeb@databaaba.com; verified corrections are made promptly.

Commercial transparency

Databaaba sells consulting and development services. Advice is written to be useful whether or not a reader becomes a client. The site does not accept paid placements disguised as editorial recommendations.