A resort’s guest app showed healthy menu views for spa treatments and a sharp drop when guests reached time selection. Marketing wanted a redesign. The spa manager already knew the grid offered times therapists could not honour.
Match the grid to the roster
If therapists rotate every 90 minutes with a cleaning buffer, but the app offers 60-minute starts all afternoon, guests pick impossible slots and abandon when confirmation fails — or they succeed and the spa desk rebooks by phone, leaving analytics looking “fine” while staff absorb the chaos.
What to pull for a review
- Therapist roster versus offered slots for two busy weekends
- Confirmation failure reasons from the vendor, if available
- Count of WhatsApp or phone rebooks noted by the spa desk
A mild rule of thumb
If more than a small share of spa tickets are adjusted manually after an app booking, the journey needs an operations pass before another creative refresh. Guest app analytics for hospitality earn their keep when they expose that gap early.