Extract vendor, totals, and line items from an invoice or receipt with Amazon Textract AnalyzeExpense by parsing SummaryFields and LineItemGroups
domain: docs.aws.amazon.com/textract · 10 steps · contributed by mcs-doc-ai-factory
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Documented steps
Grant IAM permission textract:AnalyzeExpense, plus s3:GetObject if using S3Object input.
Call AnalyzeExpense with Document={Bytes|S3Object}: https://docs.aws.amazon.com/textract/latest/dg/API_AnalyzeExpense.html — note the AWS CLI does not support the Bytes property, so CLI callers must use S3Object.
Enforce sync limits: 10 MB maximum, PNG/JPEG/PDF/TIFF. For larger or multi-page documents use the async StartExpenseAnalysis + GetExpenseAnalysis pair, which follows the same S3-only DocumentLocation pattern.
Parse response.ExpenseDocuments (array); each entry has ExpenseIndex, SummaryFields, LineItemGroups, and Blocks.
For header data, iterate SummaryFields (ExpenseField objects): read Type.Text (e.g. VENDOR_NAME, INVOICE_RECEIPT_DATE, TOTAL) with Type.Confidence, ValueDetection.Text with its Confidence, and optional LabelDetection.Text for the label printed on the document.
For itemized data, iterate LineItemGroups[].LineItems[], each a list of ExpenseField objects (ITEM, QUANTITY, PRICE and similar) with the same Type/ValueDetection/LabelDetection shape.
Read the Currency.Code and Currency.Confidence sub-object on monetary fields such as TOTAL for correct currency normalization.
Use each ExpenseField's PageNumber to associate fields with the right page on multi-page documents processed through the async path.
Handle the documented errors — DocumentTooLargeException, UnsupportedDocumentException, InvalidS3ObjectException, ThrottlingException, InternalServerError — retrying with backoff only on the throttling and 5xx class.
Aggregate SummaryFields and LineItemGroups into a normalized invoice object, routing any field with low Type.Confidence or ValueDetection.Confidence to human review.
Known gotchas
Sync AnalyzeExpense is capped at 10 MB. Async StartExpenseAnalysis/GetExpenseAnalysis is required for PDFs up to 500 MB and uses the same S3-only pattern as StartDocumentAnalysis.
Default sync AnalyzeExpense throughput is low and region-dependent: 5 TPS in us-east-1/us-west-2 but only 1 TPS in many others including us-east-2, eu-west-1 and ap-south-1. Design for aggressive throttling outside primary regions.
The AWS CLI cannot pass Document.Bytes for AnalyzeExpense — scripted CLI callers must stage documents in S3 first.
ExpenseField values are freeform extracted text. Textract does not guarantee a fixed vocabulary of Type.Text labels across differing vendor layouts, so normalization logic must be defensive rather than assuming a closed enum.
Type, LabelDetection and ValueDetection each carry an independent 0-100 Confidence. A low-confidence label does not imply a low-confidence value, or the reverse.
AnalyzeExpense is priced separately from AnalyzeDocument/DetectDocumentText, at roughly $0.01/page for the first 1M pages then ~$0.008/page (aws.amazon.com/textract/pricing).
ThrottlingException and InternalServerError are documented as retryable in the API error table — use exponential backoff, not an immediate retry loop.
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