The problemYour Stripe payouts never match the bank, and month-end takes a week of spreadsheets.
Financial Software Development Company: Stop Reconciling by Hand
In shortFinancial software development is building billing, payment, ledger, reconciliation and reporting systems so the numbers tie without spreadsheets. We are a financial software development company working for SaaS businesses, marketplaces and fintech startups, on licensed providers like Stripe and Plaid, synced to QuickBooks or Xero. Focused tools start at $15,000 and take 10–20 weeks; full products are quoted from $40,000.
One bank deposit covers forty Stripe sales, minus fees and refunds, and someone has to work out which ones. The connector leaves the fees out, so the books are wrong until a person fixes them. Month-end becomes three CSV exports stitched together in a spreadsheet that freezes halfway through the lookups, and most of the week goes on proving that a difference is expected.
Financial software is ordinary software with one unforgiving rule: the numbers have to be right every time, and you have to be able to prove how they got there. We build billing systems, payment flows, ledgers, reconciliation tools and financial reporting on licensed providers such as Stripe and Plaid, so payouts tie to the bank, fees land in the right account and a retry cannot charge anyone twice.
Fig. — Before: cents lost to floating-point math and a retry that charges twice. After: whole cents, retry-safe charges, payouts matched to the bank.
Sound familiar?
These are the problems finance teams and founders bring to us most. Each one is a software problem with a known fix.
Stripe payouts never match what lands in the bank
One deposit covers dozens of sales minus fees and refunds. Booking the net amount understates income and never records the fees, so the P&L is wrong.
What we doWe break every payout into gross sales, fees, refunds and disputes through a clearing account, so each deposit ties to its bank line automatically.
The Stripe to QuickBooks or Xero connector leaves fees out
Someone keys fees in by hand, and when a payment lands in one month and its payout in the next, bank and balance-sheet closing balances drift apart.
What we doWe post fees and timing differences explicitly, with month-end cut-off handled in the sync, so closing balances agree without manual journals.
Month-end close is still CSV exports in a spreadsheet
The close takes days, the same summaries are rebuilt every month, and real errors hide among timing noise such as partial captures and payouts that cross month-end.
What we doWe automate the matching and show only the exceptions, each with a reason, so finance reviews ten lines instead of ten thousand.
A webhook fired twice and the customer got charged twice
Refunds, support tickets, chargeback risk and lost trust. Stripe delivers webhooks at least once, not exactly once, so duplicates are normal and the code must expect them.
What we doWe put idempotency keys on every payment request and process each webhook event once, so a retry or a repeated event cannot charge someone twice.
Totals come out a cent off and nobody can find why
Floating-point math turns an amount like $33.80 into a long decimal, so a payment call fails or a cent quietly disappears, and invoices never quite reconcile.
What we doWe store amounts as whole cents with the currency beside them, write the rounding rules down, and test every calculation, including refunds of partial refunds.
Our usage pricing does not fit our billing tool
Under-billing, invoice disputes, and engineers bolting on workarounds for credits or per-model rates instead of building the product.
What we doWe build a usage ledger and pricing logic that rate events your way, then hand the final amounts to Stripe Billing to invoice and collect.
This is for you if
✓Your bookkeeper loses days every month matching Stripe payouts to QuickBooks or Xero
✓Month-end means exporting from three systems and reconciling them in a spreadsheet
✓Your pricing (usage, credits, per-model rates) does not fit your billing tool
✓You are building a fintech product and need the money parts done properly on a licensed partner
✓You need an audit trail that shows who changed what, and when
This is probably not for you if
✕You want to hold customer funds, lend or issue cards without a licensed partner. That needs a bank or a regulated provider, not just software
✕Low volume and simple pricing. A connector app is cheaper than a build, and we will tell you so
We would rather tell you now than take the project and disappoint you.
Hiring a financial software development company: key facts
Starts from
$15,000 for a focused tool; full fintech products quoted from $40,000
Typical timeline
10–20 weeks
Best for
SaaS companies, marketplaces and online businesses taking money through Stripe, and fintech startups
Not for
Holding funds, lending or issuing cards without a licensed partner
Common first build
Stripe to QuickBooks or Xero reconciliation, or usage-based billing
Built on
Stripe, Stripe Connect, Plaid, and the QuickBooks Online and Xero APIs
Compliance
Card data stays with Stripe. This is not a PCI audit or a SOC 2 report
What you own
The code, the ledger data and the hosting account
Worth knowing: The cheapest way to stay out of regulatory trouble is to never touch what you do not need. Card details entered into Stripe's hosted fields keep you in the smallest PCI scope; identity checks run by a provider keep sensitive documents out of your database. Good financial software is often defined by what it deliberately never stores.
What you get
Money handled correctly
Amounts stored as whole numbers in the smallest currency unit, the currency kept with every amount, and rounding rules written down instead of left to floating point.
A real ledger
Double-entry records where every movement has a matching entry, so any balance can be rebuilt from history.
Payments built so a retry cannot charge twice
Idempotency keys on every payment request and webhook, so a retry or a repeated event is recognized and skipped.
Reconciliation
Payments, payouts, bank lines and invoices matched automatically, with exceptions sent to a person instead of buried.
Exceptions a person approves
Unmatched lines go to a review queue. AI can suggest a match or a category, but a person approves it, and nothing posts to the ledger unreviewed.
Audit trail
An append-only log of who changed what and when, which is the first thing auditors and acquirers ask for.
Reporting and exports
Revenue, deferred revenue, payouts and fees calculated from the ledger, with exports your accountant can use.
Film · 22 seconds
From payouts that never match the bank to software that reconciles to the cent
A 22-second look at the work: money handled in whole cents, payments that a retry cannot charge twice, a real ledger and reconciliation. From $15,000, 10–20 weeks.
What the film says
Your Stripe payouts never match the bank deposits. Month-end close takes days. A retry charged the customer twice. Totals come out a cent off. There’s a better way. Financial software that reconciles itself, to the cent. A real ledger. Retries that cannot charge twice. Reconciliation with an audit trail. From $15,000 · 10–20 weeks · fixed quote. Get a fixed quote. pixelandoak.com/services/financial-software-development
Why don't Stripe payouts match the bank? How to reconcile them
Stripe pays out in batches. One deposit can cover dozens of charges, minus Stripe's fees, refunds and disputes, and it can land days after the sales it contains. If you book the deposit as one sale, income is understated and fees never appear. The fix works the same way in QuickBooks or Xero:
1Record each sale at its gross amount in a Stripe clearing account
2Record Stripe fees as an expense against the same clearing account
3Record refunds and disputes when they happen, not when they are netted from a payout
4Match each payout to its bank deposit, which empties the clearing account
5Investigate anything left in the clearing account at month end
At low volume, a connector does this well and costs far less than a build. Custom software makes sense when volume is high, you run a marketplace with Connect payouts, you have several entities or currencies, or your pricing is unusual.
Connector, billing platform or custom financial software?
Most businesses should start with an off-the-shelf tool. This is roughly where each option fits and where it starts to strain:
Option
Fits when
Cost shape
Where it strains
Native Stripe app for QuickBooks or Xero
Low volume, one entity, simple pricing
Free or a small monthly fee
Fees and timing differences often need manual fixes
Connector such as Synder, or A2X for Shopify and Amazon
Moderate volume, standard sales and refunds
A monthly fee that grows with volume
Marketplaces, several entities, unusual money flows
Stripe Billing as it comes
Seat or tiered pricing, simple usage
A percentage of billed volume
Credits, per-model rates and complex usage rules
Custom reconciliation or billing on Stripe
High volume, marketplaces, several entities or unusual pricing
From $15,000 fixed per phase, then hosting
Someone has to maintain it, so budget for support
What we will not do
We are not a bank, a money transmitter, a law firm or a compliance auditor, and we do not pretend to be. Holding customer money, lending and issuing cards all require a license or a regulated partner. If your app holds or moves other people's money, you may need state money transmitter licenses, which take months. Most startups avoid that by building on a licensed provider such as Stripe Connect or a banking-as-a-service partner. Get legal advice on licensing before the build, not after.
We also do not build core banking systems, trading engines, crypto exchanges or automated lending decisions. Those need specialist teams and regulators involved from day one.
What we build it with
Licensed providers for moving money, and boring, strict technology for recording it.
Payments
Stripe, Stripe Connect and Billing, PayPal
Bank data
Plaid
Accounting
QuickBooks Online and Xero APIs
Back end
Node.js and TypeScript, Postgres with strict constraints
Reporting
SQL, scheduled jobs, CSV and PDF exports
Security
Role-based access, audit logs, encrypted backups
Hosting
Vercel or Cloudflare, in your account, not ours
Testing
Automated tests on every calculation, including refunds and edge cases
Not sure whether custom financial software is what you actually need? Send over what you are trying to fix and we will tell you straight — including if a smaller job would do it.
Every flow of money and every number the business reports, written down with where it comes from.
2
Fixed quote
A fixed price per phase, with the riskiest flow built and tested first.
3
Build with test cases
Calculations checked against worked examples your finance team agrees with before anything ships.
4
Launch in parallel
The new system runs beside the old process until a full cycle reconciles to the cent.
Who works on it
AI agents from our Engineering, Quality & Security and Design & Film divisions do the work, in parallel. Haider Ali, founder and CEO, agrees the plan with you and signs off everything before it reaches you.
How much does financial software development cost?
Focused tools such as a billing engine, a Stripe reconciliation system or a reporting pipeline start at $15,000. We quote full fintech products from $40,000, built in phases with a fixed price on each. The price depends on how many money flows, integrations and entities are involved, plus data migration and ledger complexity.
How long does it take to build custom financial software?
Ten to twenty weeks for a focused tool such as reconciliation or billing. After that, the new system runs beside your old process until a full month reconciles to the cent, so you switch over on evidence rather than hope.
Why don't my Stripe payouts match my bank deposits?
Because Stripe pays out in batches, net of fees, refunds and disputes, and often days after the sales. One deposit can cover dozens of charges. Recording sales at gross in a clearing account, fees as an expense, and matching each payout to its deposit makes the numbers tie.
Does Stripe integrate with QuickBooks and Xero?
Yes. Both have apps that bring Stripe transactions into the books, and connectors such as Synder go further. They suit low and moderate volume. Custom work makes sense when fees, timing differences, marketplace payouts or several entities keep needing manual fixes every month.
Should we build custom software or use a connector like Synder?
Use a connector if your volume is moderate and your money flows are standard; it is far cheaper. Build when you run a marketplace, several entities or currencies, unusual pricing, or when the connector still leaves hours of manual fixes each month. We will tell you which side you are on.
How do I automate usage-based billing?
Record every billable event in your own usage ledger, rate it with your pricing rules, then send the final amounts to Stripe Billing to invoice and collect. Keeping the ledger yourself lets you price credits or per-model rates your way and show customers exactly what they were charged for.
Is it PCI compliant?
We design so card details never touch your servers, using Stripe's hosted payment fields or checkout. For most setups that means the shortest PCI self-assessment, SAQ A, which also asks you to confirm your payment page is protected from script attacks. The attestation is yours to sign. We are not a PCI assessor, and this is not an audit.
Do I need a money transmitter license for my payments app?
Possibly, if your app holds or moves other people's money. Licenses are issued state by state and take months. Most startups avoid needing one by building on a licensed provider such as Stripe Connect or a banking-as-a-service partner. We are not lawyers, so get licensing advice before the build.
Who owns the source code and the data?
You do. The code lives in your repository, and the ledger, database and hosting run in your own accounts, not ours. Any developer who knows TypeScript and Postgres can maintain it, and we document the money flows so your accountant and auditors can follow them.