Finance & Accounting

Extract Data from Bank Statements Automatically

Upload any bank statement PDF and get account holder, statement period, opening and closing balances, and every transaction extracted as structured data in seconds.

Used by accountants, credit analysts, financial auditors, and fintech platforms worldwide.

Extracting structured data from a bank statement into a spreadsheet with ParserBee

Stop manually reviewing bank statements for financial analysis

Reading through bank statements to extract transactions and balances for audits, loan assessments, or reconciliation is time-consuming and error-prone at any volume.

❌ Before ParserBee

  • Open each bank statement PDF page by page
  • Manually transcribe transactions into spreadsheets
  • Risk missing transactions buried across long statements
  • Process each month separately with no consistency
  • Spend hours reconciling when data is mis-keyed

✅ After ParserBee

  • Upload statements via browser or API
  • Extract every transaction with date, description, and amount automatically
  • Get opening and closing balances captured for every period
  • Feed structured data directly into your accounting or analysis tool
  • Reconcile accounts in minutes instead of hours

How ParserBee Parses Bank Statements

Three steps from document to structured data, no setup or training required.

1

Upload the Document

Upload a PDF, PNG, JPG, or WebP file. Multi-page documents are processed as a single job.

2

AI Extracts All Fields

ParserBee identifies and extracts every field automatically, no training or configuration required.

3

Get Structured Data

Download as JSON or CSV, or use the API to push data directly into your systems on upload.

Fields Extracted from Bank Statements

This extraction template comes pre-built with these fields. Add, remove, or rename any field before saving.

bankName
accountHolderName
accountNumber
statementPeriodFrom
statementPeriodTo
openingBalance
closingBalance
transactions[]
currency

Sample Extracted Output

Upload a bank statement and ParserBee returns a structured table like this, automatically.

FieldExtracted Value
Bank NameFirstNational Bank
Account HolderEmily Carter
Account Number****4821
Statement Period01 Oct – 31 Oct 2025
Opening Balance$12,450.00
Closing Balance$9,827.50
CurrencyUSD

Transactions, extracted as a list

DateDescriptionDebitCreditBalance
02 OctDirect Deposit, Salary$4,500.00$16,950.00
05 OctRent Payment$1,800.00$15,150.00
10 OctGrocery Store$124.50$15,025.50

Every field is pulled directly from the document. You define what to extract, ParserBee does the reading.

Export Bank Statement Data to Excel, CSV or Google Sheets

No developer needed to convert bank statements to Excel. Upload a whole batch in ParserBee's Data Lab, review every extracted row in a live spreadsheet, then download everything as CSV, print to PDF, or send it straight to a new Google Sheet in one click.

Prefer automation? The REST API returns clean JSON for every bank statement, ready for Zapier, Make, n8n, or your own system.

Who Uses This Parser

Credit Analysts
Extract transaction history from bank statements for loan assessment without manual review
Accountants
Reconcile bank data against ledgers using extracted structured transactions
Auditors
Verify account activity across multiple statements without reading each one
Fintech Developers
Add bank statement parsing to your underwriting or onboarding flow via API
Tax Advisors
Extract income and expense transactions for tax preparation
Property Managers
Review tenant bank statements for rental applications automatically

Frequently Asked Questions

What data is extracted from a bank statement?

Bank name, account holder name, account number, statement period, opening and closing balances, currency, and every transaction with date, description, debit, credit, and running balance.

Can it handle long statements with hundreds of transactions?

Yes. All transactions are extracted as a repeating list regardless of how many rows the statement contains.

Does it work with statements from different banks?

Yes. ParserBee adapts to any bank statement format, digital PDFs, scanned documents, or downloaded statements.

Can it distinguish between debits and credits?

Yes. Debit and credit amounts are extracted into separate fields so you can filter and aggregate them independently.

How do I export the extracted transaction data?

Download as CSV or JSON, or use the API to push data into your accounting system, database, or analytics platform.

Start extracting bank statement data automatically today

Free to try. No credit card required. Works on your first upload.

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