The 6 customer support metrics every Shopify merchant should track

The 6 customer support metrics every Shopify merchant should track

R
The Raisolve Team
·January 3, 2026·5 min read

Most merchants track revenue and conversion rate. Almost none track the support metrics that predict churn, LTV, and brand reputation. Here's what to measure.

Revenue, conversion rate, ROAS — every Shopify merchant tracks these. But the metrics that predict long-term growth? Almost nobody measures them. The stores that compound fastest track their customer experience as rigorously as their acquisition funnel.

The 6 metrics that matter

  1. 1First Response Time (FRT): Time between email receipt and first reply. Benchmark: under 30 minutes for AI, under 4 hours for human. Impact: directly correlates with repurchase rate.
  2. 2Resolution Rate: Percentage of tickets resolved without escalation. Benchmark: 85%+. Low resolution rate indicates knowledge base gaps.
  3. 3Customer Satisfaction Score (CSAT): Post-resolution satisfaction survey. Benchmark: 4.3/5+. Track by ticket category to identify weak spots.
  4. 4Ticket Volume per Order: Support tickets divided by orders. Benchmark: under 3%. Rising ratio indicates a systemic problem with product, shipping, or communication.
  5. 5WISMO Rate: Percentage of tickets that are WISMO requests. Benchmark: under 5% of order volume. Higher than 10% means your proactive notification system is broken.
  6. 6Post-Support Repurchase Rate: Percentage of customers who bought again within 90 days of a support interaction. Benchmark: 35%+. Below this suggests your support is resolving tickets but not building loyalty.

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