The client was running a portfolio of several dozen trading bots on a crypto exchange by hand — the daily check ate up time and never gave a view of the whole picture.
Bring the data into one place and turn scattered numbers into a tool for making decisions: see the status of every bot without a manual check, build up a history of trades, and understand which strategies actually work.
The daily manual check of dozens of positions is replaced by a dashboard that updates itself and shows what needs attention right now. Decisions are made from statistics across hundreds of trades, not from memory. Each layer of the system can be improved on its own, with no risk of breaking the rest.
Tech: Google Apps Script, Python, exchange REST API, Google Sheets API, a remote server, isolated access keys.

