Engineering · London

Daniel Whitfield.

Owns webhooks, PostgreSQL, deployment, and the operational habits that keep self-hosted software boring.

Staff Engineer, Platform & Reliability

At the studio since 2021

About

What Daniel does at the studio.

Daniel is responsible for how the studio's products behave in production: the event contract and webhook delivery pipeline, the database design underneath, and the deployment and hardening guidance that customers follow when they run the software themselves.

A former on-call engineer for a high-volume marketplace, Daniel has strong opinions about runbooks, retries, and the difference between a system that works and a system that can be operated. Handover documents are treated as part of the product.

Daniel writes practical, code-heavy notes on reliability: idempotency, delivery guarantees, backups, and the small operational habits that prevent large incidents.

Writing

Posts by Daniel.

Engineering10 Sep 20267 min read

Designing adapters that do not try to own your ERP

Operations software earns trust by sitting between systems, not replacing them. The adapter layer is where that promise is kept or broken.

By Daniel Whitfield

NorthframeIntegrationsArchitecture
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Engineering31 Aug 20267 min read

Idempotency in payment intents: making retries boring

Every network call can be repeated. The only question is whether repeating it is safe.

By Daniel Whitfield

StablePayAPI designReliability
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Engineering3 Aug 20266 min read

Reconciling stablecoin payments: a treasury operator's guide

Three records, one truth. How to tell what is owed, what is confirmed, and what is still in flight — without opening three tools.

By Layla Haddad, Daniel Whitfield

StablePayTreasuryReconciliation
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Journal28 Jul 20266 min read

Handover runbooks: writing for the 2am case

A runbook is not documentation of the happy path. It is a letter to the person who is alone, tired, and looking at something odd.

By Daniel Whitfield, Emily Sinclair

HandoverRunbooksStablePay
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Tips24 Jul 20264 min read

Running a self-hosted gateway: 25 Docker and PostgreSQL operations tips

Health checks, migrations, backups, upgrades, logs, and capacity — the operational habits that keep a containerised service and its database boring.

By Daniel Whitfield

DockerPostgreSQLOperations
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Tips14 Jun 20265 min read

25 tips for writing reliable webhook handlers

Small, concrete habits that turn a fragile webhook endpoint into one you can forget about — verification, idempotency, speed, testing, and operations.

By Daniel Whitfield

WebhooksTipsReliability
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Guide27 May 20265 min read

A buyer's checklist for evaluating a self-hosted payment gateway

Thirty questions to ask before you deploy anything that can move money — sorted by what they reveal.

By Omar Farouk, Daniel Whitfield

StablePaySecurityBuying guide
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Engineering30 Apr 20266 min read

PostgreSQL patterns for payment ledgers

Integer money, append-only entries, balanced transactions, isolation levels, locking, and indexes — the database design that lets a payment record prove itself.

By Daniel Whitfield

PostgreSQLLedgersData modelling
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Engineering16 Apr 20266 min read

Hardening a self-hosted payment gateway: a practical deployment guide

Network, containers, secrets, database, supply chain, and monitoring — the controls that matter when the software that moves value runs on your infrastructure.

By Daniel Whitfield

StablePaySecurityDocker
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Engineering2 Apr 20267 min read

Building a webhook delivery system: the sender's side of the contract

Outbox, queue, signing, retries, dead letters, and observability — how to send events reliably to receivers you do not control.

By Daniel Whitfield

StablePayWebhooksArchitecture
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Engineering9 Sep 20259 min read

Webhooks are a product surface

If the event contract is vague, the integration will be a night job forever.

By Daniel Whitfield

StablePayWebhooksAPI design
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