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Card class: HeroCategory: Marketplace

At a glance

A real-time alert that fires when more than 2 new INR cases land within a rolling 24-hour window. The signal you want for the difference between “scattered buyer behaviour” (1 to 2 cases per day, normal noise) and “systemic incident” (3+ in 24h, almost always a carrier delay, warehouse mis-routing, or label-print failure).
What it countsCOUNT(INR cases WHERE case_opened_at >= now() - 24h). Count of NEW INR cases opened in the trailing 24-hour window, regardless of resolution status.
Listing-format scopeAll formats. Bursts can come from any format but are typically driven by fixed-price, since that’s where most volume sits.
GMV / fees framingNot applicable, this is a count alert. The £-exposure of the burst is captured in Revenue at Risk.
Promoted ListingsPromoted-driven orders generate INR cases at similar rates; bursts can include both organic and promoted contributors. The card shows per-source breakdown when expanded.
Multi-site aggregationCounts new INR cases across every connected marketplaceId. A burst on one site can trip the alert; the card surfaces the originating site to direct investigation.
CurrencyNot applicable, count metric.
Best-Offer-resolved ordersCounted identically to BIN orders in the burst signal.
RefundsA seller-issued refund closing a case favourably does NOT remove that case from the burst count, the goal is detecting the opening of cases, not their resolution.
CancellationsPre-payment cancellations are not eligible for INR.
Time window24H (rolling, not calendar-day). The window slides forward continuously; the alert can fire at any time of day.
Alert trigger>2 new INR cases opened in the trailing 24h. Threshold tunable per-workspace (high-volume sellers can tune up to 5; low-volume to >0).
Rolesowner, operations

Calculation

Calculated automatically from your eBay data. See the At a glance summary above for what the metric tracks and the worked example below for a typical reading.

Worked example

A US fashion seller running ebay.com only. Date: 24 Apr 26, alert fires at 11:42 PT.
Case openedBuyer locationOrder placedCarrierTracking last scanOrder value
24 Apr 26 04:18 PTTexas14 Apr 26USPS16 Apr 26 “In transit, Memphis TN”$86
24 Apr 26 06:31 PTFlorida13 Apr 26USPS16 Apr 26 “In transit, Memphis TN”$124
24 Apr 26 09:48 PTGeorgia14 Apr 26USPS16 Apr 26 “In transit, Memphis TN”$58
24 Apr 26 11:42 PTNorth Carolina13 Apr 26USPS16 Apr 26 “In transit, Memphis TN”$92
Burst total4 cases, $360 at risk
Five things to notice:
  1. The pattern is unmistakable. Four buyers in the southeast US, all USPS, all with the last tracking scan stuck at Memphis TN on 16 Apr. The Memphis distribution centre had a sortation incident; packages are queued, not lost. This is exactly what the alert is engineered to catch.
  2. The alert beats the buyer-by-buyer signal. Without this card, the seller might respond to each INR individually over 4 days, missing the carrier-level pattern entirely. With the alert, ops can identify the Memphis bottleneck within hours and respond systematically (proactive message to all affected buyers, file a USPS service-locator search, set expectation).
  3. Auto-resolution risk is substantial. All 4 orders shipped 8 to 10 days before INR was filed. The 8-day INR auto-resolution clock runs from case-open, so the seller has 8 days from each case-open timestamp to respond. The first-opened case (04:18 PT) auto-resolves at 04:18 PT on 02 May 26 if no response, that’s the cliff.
  4. The fix is process-led, not case-by-case. Best practice: paste the USPS tracking link with a prepared “We’ve identified a USPS Memphis distribution-centre issue affecting your delivery; we’re tracking it and will refund or replace if not delivered by [+5 days]” template, in every case at once. eBay accepts this as a good-faith seller response and pauses auto-resolution while the buyer awaits delivery.
  5. Recurring bursts mean a carrier-mix problem. If the same alert fires three weekends in a row with USPS-routed orders, the seller should consider switching carrier blends (e.g. UPS Ground for southeast US destinations). Bursts that recur are a systemic signal, not a coincidence.

Sibling cards merchants should reference together

CardWhy pair it with INR Burst Alert
Open INR CasesThe full list with SLA clocks. Use this for case-by-case action; the burst alert tells you to open this card.
Late Shipment RateOften the leading indicator of an INR burst. Carrier handover delays show in late-shipment metrics 24 to 48 hours before INRs land.
Defect RateWhere unresolved bursts ultimately land. Each auto-resolved INR adds to the defect total.
Cases without ResolutionThe downstream graveyard. Bursts that aren’t responded to fast become rows here.
Revenue at RiskThe £-view of the same case population. Use it for cash-flow prioritisation when triaging the burst.
Health ScoreComposite that captures the operational degradation a sustained burst will cause.
Shopify Total RevenueIf the burst is carrier-driven, sister stores on Shopify shipping the same SKUs via the same carrier may see a parallel chargeback / refund pattern.
Amazon A-to-z ClaimsMarketplace peer; cross-platform burst signal. A simultaneous Amazon A-to-z burst confirms a carrier-side problem rather than an eBay-specific issue.

Reconciling against the vendor’s own dashboard

Where to look in eBay Seller Hub: eBay does not publish a “burst” alert; this is a Vortex IQ-defined signal. To reconcile, manually count cases opened in the last 24 hours:
Seller Hub → Orders → Cases, filter by Date opened: Last 24 hours. Performance → Service Metrics shows historical INR-rate trend, useful for confirming whether a burst is part of a longer-term degradation.
Timing, settlement, and reporting-lag table:
TopicDetail
TimezoneBurst window is UTC-anchored rolling 24h, regardless of seller account timezone. A seller in Pacific Time and a seller in BST share the same global window definition.
Settlement / payout impactNone directly. Each individual INR within the burst can affect funds-on-hold and payouts; the alert itself is informational.
Promoted Listings cost reporting lagNone.
API throttlingWebhook-driven; new cases push within 30 to 90 seconds. Daily polling fallback runs every 5 minutes. The alert can fire within 90 seconds of the threshold being crossed.
Alert latencyOnce the threshold is crossed, the Vortex IQ Nerve Centre dispatches the alert via configured channels (email, Slack, Teams, mobile push) within 60 seconds.
Why our number may legitimately differ from a manual count in Seller Hub:
ReasonDirectionWhy
Window definitionEitherVortex IQ uses a continuous rolling 24h; Seller Hub’s date filter typically operates on calendar-day boundaries. A case opened at 23:00 yesterday is in the rolling window but not the calendar-day window.
Refresh latencyOurs within 90sA case opened minutes ago may be in Seller Hub before the webhook fires. Sub-2-minute discrepancies are normal.
Resolution-state filterSame on bothThe burst counts new cases regardless of whether they were resolved within the 24h. Seller Hub matches if the date filter is set correctly.
Cross-connector reconciliation against other connectors the same seller may run:
CardExpected relationshipWhat causes legitimate divergence
amazon.atoz_claimsMarketplace peer. A simultaneous burst on Amazon’s A-to-z claims confirms a carrier-level or warehouse-level problem affecting both channels.Independent populations; useful for diagnosis, not 1-to-1 reconciliation.
shopify.refund_countIf shipping the same SKUs via the same carrier from a Shopify storefront, expect a parallel refund spike.Independent populations. Use as confirmation of a carrier-driven root cause.

Known limitations / merchant FAQs

Why is the threshold set to >2 cases? Because 1 to 2 INR cases per day is the baseline noise for most established sellers, just scattered buyer behaviour. The third case in 24 hours is statistically unusual for sellers under £200k monthly GMV; it almost always points at a single root cause (carrier delay, warehouse mis-routing, label-print failure). The threshold is tunable per workspace; high-volume sellers (£500k+) should consider tuning to >5. What if my volume is so low that the threshold rarely trips? Tune it down to >0 for low-volume sellers (under 200 orders / month). At low volume, even a single case represents a signal worth investigating. The card YAML supports per-workspace threshold tuning. The alert fired but the cases are unrelated, what now? Sometimes a coincidence. If the cases span different carriers, different geographies, and different SKUs, it’s likely random clustering. Acknowledge the alert and proceed to case-by-case resolution via Open INR Cases. The alert is a signal to investigate, not a guarantee of a root cause. How do I find the root cause when the alert fires? Three quick filters on the case list: (1) Carrier: same carrier across all cases? Likely a carrier hub issue. (2) Geography: same destination region? Likely a regional facility issue. (3) SKU: same product? Likely a fulfilment or inventory issue. The Vortex Mind investigator can run this analysis automatically when invoked from the alert. Does Best Offer affect the burst pattern? Not meaningfully; Best-Offer-resolved orders generate INRs at similar rates to BIN. The ratio of Best-Offer-driven to BIN-driven cases in a burst is usually proportional to the seller’s overall Best-Offer share. Promoted Listings: bursts can come from promoted SKUs? Yes, equally. Promoted-driven orders ship and disputed identically to organic. If a promoted SKU is in a defect-prone category (clearance, refurbished), bursts may include disproportionately many promoted orders. Check the burst breakdown. Multi-site bursts: same alert? The card aggregates across marketplaceId, so a burst on UK + a burst on US can combine to trip the alert. The expanded view shows which site contributed which cases, useful for diagnosis (a UK-site-only burst is rarely a US-carrier issue). Why doesn’t this match Shopify or Amazon? Independent populations. A simultaneous burst on Shopify (refunds) or Amazon (A-to-z claims) confirms a carrier or warehouse issue affecting both channels. Use that signal as diagnosis confirmation, not as a reconciliation; the case systems themselves don’t share data. Does today-side volatility matter? Less than for revenue cards. Cases land throughout the day; if you’re watching the card live during a buyer-dispute spike, you’ll see the count tick up. The alert fires the moment the threshold is crossed and re-fires only if the count crosses an additional notch (e.g. >5 if the threshold is dynamic). Default behaviour: one alert per crossing per 24h window. What’s the relationship between this and TRS status? A sustained burst (3+ cases per day for 3+ days running) will materially move defect rate, which threatens TRS. The alert is the early-warning signal; respond to bursts within the 24h window to keep auto-resolutions to a minimum, and TRS is preserved.

Tracked live in Vortex IQ Nerve Centre

INR Cases Burst (24h) is one of hundreds of KPI pulses Vortex IQ tracks across eBay and 70+ other ecommerce connectors. Nerve Centre runs the detection layer; Vortex Mind investigates the cause when something moves; Ask Viq lets you interrogate any number in plain English. Start for free or book a demo to see this metric running on your own data.