Let your systems move data automatically, with zero manual handoffs and zero dropped records.
Having skilled knowledge workers copy data between spreadsheets, re-enter customer details into legacy portals, or manually dispatch routine emails is an expensive misuse of human intellect. It is paying an artisan to act as a manual conveyor belt—a process as slow as it is vulnerable to human fatigue and transcription error.
I engineer resilient, end-to-end workflow automation systems that connect your software ecosystem into a cohesive, self-driving engine. By deploying scheduled background workers, event-driven webhooks, and headless browser automation where APIs are absent, routine tasks execute silently in milliseconds—freeing your team to focus exclusively on exceptions that demand genuine human judgment.
Before writing a single line of automation code, we audit your team's daily routines step by step. We identify every manual touchpoint, data transformation, and software handoff—pinpointing where delays compound and where errors silently enter your records.
02 / 08What we can deliver
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Event-driven workflow orchestration
Connecting your CRM, billing provider, email systems, and operational databases into reactive pipelines. An event in one system—such as a signed contract or paid invoice—instantly triggers the correct downstream actions across all related platforms without human intervention.
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Scheduled batch jobs & reconciliation
Automated cron workers that run night and day. Nightly inventory reconciliations, recurring financial exports, automated database backups, and scheduled reporting summaries arrive in your inbox cleanly formatted before your morning coffee.
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Document & PDF generation pipelines
Transform dynamic database records into beautifully formatted, client-facing PDF proposals, commercial agreements, and branded invoices on demand, automatically attaching and emailing them to the right parties.
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Headless browser automation (RPA)
When a critical supplier portal, government database, or legacy vendor provides no public API, I deploy headless browser automation (using Playwright or Puppeteer) to securely log in, extract data, or submit records just as a human operator would, but with surgical speed and consistency.
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Human-in-the-loop checkpoints
Automation should never run blind where high financial or legal stakes are involved. We configure deliberate checkpoints: the system prepares the data, drafts the document, or stages the batch, pausing for a single-click human confirmation before final dispatch.
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Resilient retries & failure alerts
If a third-party server suffers an outage or an API times out, the workflow doesn't crash or lose data. It backs off gracefully with exponential retries and routes unresolvable payloads into a dead-letter queue with instant Slack or email alerts to the responsible operator.
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Operational logs & maintenance handover
Complete visibility into every execution. Every automated trigger, payload snapshot, and external API response is logged in an administrative audit trail, accompanied by comprehensive system documentation and team training.
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Process & bottleneck mapping
Before writing a single line of automation code, we audit your team's daily routines step by step. We identify every manual touchpoint, data transformation, and software handoff—pinpointing where delays compound and where errors silently enter your records.
03 / why
When this helps
04 / the lego pieces
Choosing the right tools
True workflow reliability requires an architecture that can withstand third-party rate limits, network timeouts, and sudden data spikes.
Depending on your team's technical maturity and hosting preferences, I orchestrate automations using self-hosted n8n instances or custom Node.js/TypeScript microservices powered by Redis and BullMQ for guaranteed message delivery. For legacy interfaces lacking APIs, I build deterministic browser automation routines using Playwright and Puppeteer running in headless Docker containers.
Every payload is validated against strict schemas, encrypted at rest, and recorded in persistent execution logs so you can inspect any transaction in seconds.
Related work
You can see this operational engineering in action in Acquanova Sicilia, where fragmented lead channels, customer tracking, and field operational workflows were consolidated into an automated CRM pipeline; and in New Leasing, where multi-brand vehicle catalogue updates and commercial calculations are reconciled automatically without manual data entry.
What is the difference between workflow automation and Robotic Process Automation (RPA)?+
It comes down to whether systems can speak directly through code or require browser simulation.
Workflow automation connects modern software via APIs and webhooks behind the scenes—fast, invisible, and virtually instantaneous. RPA (Robotic Process Automation) is used when a legacy software or external supplier portal offers no API: we deploy a headless virtual browser that navigates the web pages, fills form inputs, and downloads files exactly like a diligent human worker, but operating at machine speed.
What happens if a third-party service is down or an API call fails?+
The automation does not fail silently or lose your customer's data.
We engineer workflows using persistent message queues. If a recipient system is down, our worker pauses, holds the transaction safely, and automatically retries with exponential backoff. If it still cannot deliver after multiple attempts, it alerts your team via Slack or email and parks the failed job in a dead-letter queue for immediate, one-click re-running once the service recovers.
Can we retain human review for sensitive steps like releasing payments or sending contracts?+
Yes, and this is always recommended for high-stakes business operations.
The automation does 95% of the heavy lifting—gathering the records, running calculations, drafting the contract, and preparing the notification. It then pauses and sends a direct approval link to your manager via email or Slack. Only once a human presses 'Approve' does the final irreversible action execute.
Why build custom automations or n8n instead of using Zapier or Make?+
Because SaaS automation tools become exorbitantly expensive at volume and lack deep debugging control.
Zapier charges you per individual task execution—a bill that escalates into hundreds or thousands of dollars monthly as your business scales. Furthermore, Zapier hides low-level networking errors and limits complex data transformations. Self-hosted solutions like n8n or custom code give you unlimited task executions, zero vendor lock-in, total data privacy, and full control over your code.
Can we automate one specific manual bottleneck first before tackling our entire operation?+
Absolutely. In fact, starting with one clear, painful bottleneck is the smartest approach.
We target the single most time-consuming or error-prone task your team faces—such as customer onboarding or invoice reconciliation. Once that workflow is running smoothly and saving your team measurable hours each week, we expand into adjacent processes with zero disruption to your daily operations.
Working together
How much will the project cost?+
Every engagement is quoted individually, based on its scope, complexity, and delivery needs. We agree on the work and its cost before development begins.
Who owns the software?+
For bespoke projects, you own the custom code, with client-controlled repositories and infrastructure, documentation, and a complete handover. Third-party components and services retain their own licenses and terms.
When an existing product fits your needs, I can help you adopt and configure it, avoiding unnecessary development. You receive access under that product's agreed terms; its underlying platform remains with its owner.
What support is included after launch?+
One-off projects include 60 days of bug fixing and stabilization after launch for the agreed delivery. Continued support can follow through a maintenance agreement, with additional features scoped separately. Existing-product access follows that product's support terms.
Discuss your project
Let's identify the work your team keeps repeating.
Tell me about the idea, the problem, or the part of your product you want to move forward. We can work out the scope and the right next step together.