Several systems describe the same transaction
Your provider says paid, your app says unpaid, and refunds, upgrades and failed cards do strange things in between.
For teams moving money or financial records through their product: card issuing, bank linking, subscriptions, crypto market signals, investigation records. We map every path a transaction can take (failed, retried, refunded, disputed), build the integration with signed webhooks and idempotency keys, and log every event, so the next “what happened to this payment?” has an answer. One recent build: a payments platform for US political campaigns on Lithic and Plaid, from zero to a shipped MVP in about five months.


Your provider says paid, your app says unpaid, and refunds, upgrades and failed cards do strange things in between.
Webhooks arrive twice, late or not at all, and nobody can tell what the app did with them.
Every dollar has to be traceable per transaction.
Records from many sources that never describe the same event the same way, and an analyst who needs the answer in seconds.
Failed charge, retry, refund, upgrade, downgrade, cancel and dispute, each mapped to what your app must do.
Signature verification, idempotency keys, ordering and retries for webhooks, and permission checks on every sensitive action, failed paths included.
A log of every webhook, charge and message, and a list of transactions already in the wrong state, built from your provider's records and your database. Settling past transactions is scoped and priced separately.
Trace the event beyond the request
We follow an operation through each system that can change its state. Design reviews cover delayed updates, partial failures and access boundaries before we implement the integration and its verification checks.
The team's main focus was quality, which is crucial in blockchain projects.

Map the providers, records and business rules that define a completed operation. Include failed charges, refunds, duplicated or delayed events and the resulting user access. Agree whether reconciliation of past transactions is part of the scope.

What the app shows when a payment is pending, a webhook is late or the provider is down.

Signed webhooks, idempotency, permissions on who can move money, and tests for duplicate and delayed events.

Reconciliation and investigation steps checked with the people responsible for financial operations, against real records.



Five criteria and one question to help you evaluate a fintech software partner, including how they handle integration risk.
Read the articleWhen custom software makes business sense in fintech, what AI changes and which risks vendors do not show you.
Read the articleA consumer product with payments and subscriptions built in 44 days, and how its delivery loop worked.
Read the briefDescribe the financial workflow, external providers and records your team needs to reconcile.
Mike KacprowiczBook a callChief Growth Officer