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Extract transactions from bank statements for reconciliation

Reconciliation stalls when every transaction is trapped in a PDF and every bank formats statements differently. DocuPipe pulls every transaction, with date, description, amount, and running balance, into one clean table you can import straight into your reconciliation or accounting system.

A dense, legacy-format document
A clean, modern-format document

ONE TRANSACTION ROW

date"2026-02-14"
description"ACH DEPOSIT"
amount1240.00
balance8460.12

The problem

Why this is hard to automate

Transactions are locked inside PDF statements

Reconciliation needs a clean list of transactions, but statements arrive as PDFs and scans. Someone keys each line by hand, or wrestles with brittle copy-paste, before any reconciling can start.

Every bank formats statements differently

Column order, date formats, how running balances are shown, where transactions wrap across pages: it all changes by institution and period, so position-based tools break the moment a new bank or layout shows up.

How it works

Every transaction as a clean, reconcilable row

DocuPipe doesn't do your reconciliation, it removes the data-entry wall in front of it. You define the transaction fields once, and DocuPipe pulls every line from any bank's statement into one consistent table your reconciliation system can match against.

1

Define your transaction schema

Date, description, amount, debit or credit, and running balance, plus account details. One schema describes a transaction, and it works for any bank.

2

Upload statements from any bank

Checking, savings, and credit card statements in any format, including multi-page PDFs and scans. DocuPipe reads each line in order, across page breaks.

3

Import the table into your system

Get one clean transaction table per statement as CSV or JSON, ready to load into your reconciliation, bookkeeping, or accounting system.

Every transaction pulled into one clean row, in reading order, ready to export as CSV for reconciliation.

Every transaction pulled into one clean row, in reading order, ready to export as CSV for reconciliation.

Document types

Statements we turn into transaction tables

Bank statements

Checking and savings statements from any institution, with every transaction, date, amount, and running balance extracted in order.

Credit card statements

Charges, payments, fees, and balances pulled from credit card statements into a clean transaction table.

Merchant & payment processor statements

Payout and settlement statements with per-transaction detail for reconciliation against your records.

Loan & mortgage statements

Payment history, interest, principal, and balances structured for accounting and audit.

Investment & brokerage statements

Holdings, trades, and cash activity extracted into consistent rows for downstream analysis.

Foreign-currency statements

Multi-currency and non-US bank statements, with amounts and balances pulled per transaction for reconciliation.

Why DocuPipe

Built for speed, scale, and accuracy

0

per-bank templates to build, even when every institution formats statements differently

95%+

field-level accuracy on printed statements, verifiable with human review

CSV

every transaction returned as a clean row, ready to import into your reconciliation system

<30s

from a statement PDF to a structured transaction table

Live Demo

See it in action

Try one of our sample documents or upload your own

Sample Document

BankStatementChequing.png

PNG FILE

Credit-card-statement-example.jpg

JPG FILE

statement_sample1.pdf

PDF FILE

Upload your own

Drag a document to the drop zone to get structured results.

Drop document here

Drag a sample from the left or upload your own to see how we standardize it.

Who this is for

Teams that put this on autopilot

Bookkeepers & accountants

Stop rekeying client statements line by line. Turn every statement into an importable transaction table and spend the time on the reconciliation, not the data entry.

Finance operations teams

Reconcile across dozens of accounts and banks without a separate process per institution. One schema, every statement format.

Fintech & accounting software builders

Embed statement extraction so your users can connect any account by uploading a PDF, with transactions returned in one consistent shape.

Security & compliance

Enterprise-grade security you can trust

SOC 2

SOC 2 Type II

SOC 2 reports are available through our trust center.

ISO 27001

ISO 27001

ISO 27001 certification is part of our security program.

GDPR

GDPR

Paid teams can select Europe as their storage region for new uploads.

Frequently asked questions

DocuPipe does the step that usually blocks reconciliation: it extracts every transaction from the statement into a clean, structured table. The reconciliation itself, matching transactions against your ledger or records, runs in your accounting or reconciliation system on that data. DocuPipe removes the data-entry wall in front of it.

Yes. DocuPipe reads statements for meaning rather than fixed column positions, so one schema extracts transactions from any bank's format, including layouts and institutions you've never processed before, with no per-bank template.

Yes. DocuPipe reads transactions in order across the whole statement, including lines that continue across page breaks, and returns them as one continuous table.

Structured JSON or CSV, with one row per transaction, plus the same data available via API and webhooks. The CSV imports directly into spreadsheets, reconciliation tools, and accounting systems.

For printed, typed statements we typically achieve 95%+ field-level accuracy. Every extraction includes confidence scores, and you can route low-confidence fields to human review, which matters most for amounts and balances.

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