How it fits
Loops, radar, cameras and environmental sensors serve different purposes.
Operations
Long-term counts support planning while real-time data supports operations.
Canadian context
Data governance and privacy matter when video or connected systems are used.
Limits and lifecycle
Failed or misaligned sensors can create gaps, so maintenance and validation matter.
General infrastructure education only. Active road incidents, vehicle recovery and technical road work should follow responsible authorities and qualified professionals.