Amazon Textract Data Extraction: What Breaks on Real Contracts and Reports

Textract rarely fails loudly. It returns a plausible result that is quietly incomplete: a truncated result set, a tick box read as an empty string, a clause split across a page break. A practitioner's guide to the failure modes that actually bite when you point Amazon Textract at contracts, technical reports and correspondence, plus how to choose between sync and async, which feature types are worth paying for, and where Textract stops being the right tool.

Continue ReadingAmazon Textract Data Extraction: What Breaks on Real Contracts and Reports

Streaming Shopify Events into AWS Without Losing Orders

Wiring Shopify webhooks into Amazon EventBridge takes an afternoon. Keeping every order is the hard part. A walk through the five failure families that actually bite when streaming Shopify events into AWS: the partner source that silently drops everything, duplicate and out-of-order deliveries, rule patterns that match nothing, targets that fail without a dead-letter queue, and the 64 KB metering rule that quietly inflates the bill.

Continue ReadingStreaming Shopify Events into AWS Without Losing Orders