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/ Ticket Backlog

Ticket Backlog

What is ticket backlog

Ticket Backlog is the number of tickets that remain unresolved or pending agent action at a specific point in time. It reflects service capacity and operational load.

Impact of ticket backlog in customer support

A growing backlog signals that your team may be overwhelmed or that processes are slowing resolution. This often leads to longer response and resolution times, poor customer experience, and agent burnout. Regular monitoring ensures support operations stay agile and customer expectations are met.

Formula + Example/Use Case

Formula:
Total number of unresolved or pending tickets at a given time

Example:
If at the start of the week you have 200 open tickets that haven’t been updated in over 24 hours, that’s a high backlog and a warning sign of overwhelmed agents or inefficient triage.

What affects ticket backlog

  • Ticket volume vs. staffing: If demand exceeds team capacity, unresolved tickets accumulate rapidly.
  • Complex or long-running issues: Technical or multi-department tickets naturally take longer and can pile up.
  • Poor routing or triage: If tickets aren’t routed to the right team quickly, they stagnate.
  • Low agent utilization: Idle time due to poor task allocation reduces throughput and increases backlog.

How to manage ticket backlog effectively

  • Prioritize backlog by SLA: Set service-level agreements and triage based on urgency and business impact.
  • Add short-term support during surges: Bring in temporary staff or shift internal resources during predictable spikes.
  • Streamline internal escalations: Ensure managers, developers, or specialists respond quickly when their input is needed.

Benefits of managing ticket backlog effectively

  • Keeps response times low: Customers aren’t left waiting for acknowledgment or resolution.
  • Improves SLA compliance: Teams meet agreed timelines and uphold service quality standards.
  • Prevents burnout: Agents aren’t bogged down with snowballing unresolved tickets.

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