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.
Personal reply · assessment before implementation · mutual NDA
Recognize any of these symptoms?
- Mapping the current spreadsheet logic
- Rewrite into testable, version-controlled code
- Automatic validation — unexpected data 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 places to adjust 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.