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Singapore region scan map
The bot scans across Singapore by working through defined regions, instead of relying on one broad request and hoping for the best.
A short case study for busy business owners who want the important parts quickly: what problem existed, what we built, what features mattered, and why a similar workflow could help their business.
Runs the core monitoring worker, filtering rules, state handling and Telegram delivery without a heavy application framework.
Requests all 10 Singapore regions concurrently, keeping each complete scan fast instead of waiting for sequential API calls.
Provides the live Waze-sourced traffic alerts that the system checks, normalises and filters for Singapore accidents.
Delivers readable group notifications with the road, incident details, reported time and a direct Open in Waze button.
Tracks incident IDs, delivery status and retries while preventing duplicate alerts and overlapping worker runs.
Starts the protected Singapore-wide scan every minute for practical 24/7 operation on the production server.
Before building, we clarify what should happen, who needs alerts, what can fail and what success looks like.
APIs can fail, data can repeat, people can miss messages. The system should expect that instead of acting shocked.
The solution stays understandable, documented and practical so future fixes do not become a treasure hunt.
The goal is not “nice tech”. The goal is less manual checking, faster reaction and better operational control.
Send us your current workflow. We will help you figure out whether you need a simple bot, a dashboard, an internal system, a CRM workflow or a phased custom build.
Founder-led web, mobile app and custom management systems team. Send us your issue, current website, or idea and we will help identify the practical next step.
Small fixes, audits and consultation can start from a practical entry point. Full websites, apps and systems are quoted after scope, screens, roles and workflow are clear.