The report that takes three days starts running on its own.
I automate manual reports in Python: the script collects the data, validates it, generates the result and delivers it on time. The spreadsheet stops being the critical system that depends on one person being available.
A human reply · a diagnostic before any build · mutual NDA
Recognize any of these symptoms?
- Mapping the current spreadsheet logic
- Rewrite into testable, version-controlled code
- Automatic validation — data outside the expected is blocked
- Scheduling and delivery (email, folder, database or dashboard)
- An alert when something breaks, instead of a silent error
- 1
Mapping
I understand what the spreadsheet does today, step by step, before touching anything.
- 2
Rewrite
I turn the logic into testable code, with the rules made explicit.
- 3
Validation
I add the checks that block bad data before it becomes a report.
- 4
Automation
I schedule the run and delivery in the format and time you need.
Common questions about automation.
Do I need to code to maintain it afterward?
No. I deliver with documentation and, if you want, train your team. The code is readable and the adjustment points are clear.
Does it work with my current sources?
Yes. I work with Excel, Google Sheets, SQL databases, APIs and ERP files. I start from what you already have.
What if the source changes format?
Validation detects the change and blocks the run with an alert, instead of silently producing a wrong report — that's exactly the kind of failure I've fixed in production.
Want me to look at your case?
A 30-minute call, no commitment. I'll tell you where the risks are and what to fix first.