shopify-admin-delivery-time-analysis
Read-only: calculates average time from fulfillment creation to delivery by carrier using fulfillment and order data.
What this skill does
## Purpose
Analyzes fulfilled orders to calculate average transit time (fulfillment created → delivered) broken down by carrier. Surfaces which carriers are consistently slow or missing delivery confirmations. Read-only — no mutations.
## Prerequisites
- Authenticated Shopify CLI session: `shopify store auth --store <domain> --scopes read_orders`
- API scopes: `read_orders`
## Parameters
| Parameter | Type | Required | Default | Description |
|-----------|------|----------|---------|-------------|
| store | string | yes | — | Store domain (e.g., mystore.myshopify.com) |
| days_back | integer | no | 30 | Lookback window for fulfilled orders |
| min_orders | integer | no | 5 | Minimum orders per carrier to include in averages |
| location_id | string | no | — | Filter by fulfillment location (optional) |
| format | string | no | human | Output format: `human` or `json` |
## Safety
> ℹ️ Read-only skill — no mutations are executed. Safe to run at any time.
## Workflow Steps
1. **OPERATION:** `orders` — query
**Inputs:** `query: "fulfillment_status:shipped created_at:>='<NOW - days_back days>'"`, `first: 250`, pagination cursor
**Expected output:** Orders with `fulfillments { createdAt, updatedAt, deliveredAt, trackingInfo { company } }`; paginate until `hasNextPage: false`
2. Calculate transit times per carrier: `deliveredAt - createdAt` (skip orders where `deliveredAt` is null)
3. **OPERATION:** `fulfillmentOrders` — query (optional, for location breakdown)
**Inputs:** `assignedLocationId: <location_id>`, `status: CLOSED`, `first: 250`
**Expected output:** Fulfilled orders per location for location-level segmentation
## GraphQL Operations
```graphql
# orders:query — validated against api_version 2025-01
query FulfilledOrders($query: String!, $after: String) {
orders(first: 250, after: $after, query: $query) {
edges {
node {
id
name
createdAt
fulfillments {
id
createdAt
updatedAt
deliveredAt
status
trackingInfo {
company
number
}
}
}
}
pageInfo {
hasNextPage
endCursor
}
}
}
```
```graphql
# fulfillmentOrders:query — validated against api_version 2025-01
query FulfillmentOrdersByLocation($locationId: ID!, $after: String) {
fulfillmentOrders(
assignedLocationId: $locationId
first: 250
after: $after
query: "status:closed"
) {
edges {
node {
id
assignedLocation {
location {
id
name
}
}
order {
id
name
}
}
}
pageInfo {
hasNextPage
endCursor
}
}
}
```
## Session Tracking
**Claude MUST emit the following output at each stage. This is mandatory.**
**On start**, emit:
```
╔══════════════════════════════════════════════╗
║ SKILL: Delivery Time Analysis ║
║ Store: <store domain> ║
║ Started: <YYYY-MM-DD HH:MM UTC> ║
╚══════════════════════════════════════════════╝
```
**After each step**, emit:
```
[N/TOTAL] <QUERY|MUTATION> <OperationName>
→ Params: <brief summary of key inputs>
→ Result: <count or outcome>
```
**On completion**, emit:
For `format: human` (default):
```
══════════════════════════════════════════════
DELIVERY TIME ANALYSIS (<days_back> days)
Orders analyzed: <n>
With delivery data: <n>
Carrier Orders Avg Days Min Max
─────────────────────────────────────────────
UPS <n> <d> <d> <d>
USPS <n> <d> <d> <d>
FedEx <n> <d> <d> <d>
(carriers below min_orders threshold excluded)
Output: delivery_analysis_<date>.csv
══════════════════════════════════════════════
```
For `format: json`, emit:
```json
{
"skill": "delivery-time-analysis",
"store": "<domain>",
"period_days": 30,
"carriers": [
{ "name": "UPS", "orders": 0, "avg_days": 0, "min_days": 0, "max_days": 0 }
],
"output_file": "delivery_analysis_<date>.csv"
}
```
## Output Format
CSV file `delivery_analysis_<YYYY-MM-DD>.csv` with columns:
`order_name`, `fulfillment_id`, `carrier`, `fulfilled_at`, `delivered_at`, `transit_days`
## Error Handling
| Error | Cause | Recovery |
|-------|-------|----------|
| `THROTTLED` | API rate limit exceeded | Wait 2 seconds, retry up to 3 times |
| `deliveredAt` is null | Carrier hasn't confirmed delivery | Exclude from averages, count as "in transit" |
| No fulfilled orders in window | Period too short or no orders | Exit with summary: 0 orders |
## Best Practices
- Set `min_orders: 10` for statistically meaningful averages — carriers with fewer orders will skew results.
- `deliveredAt` is populated only when the carrier confirms delivery via tracking events; some carriers do not report this, so null values are expected.
- Run monthly to track carrier performance over time and inform carrier contract negotiations.
- Cross-reference with the `wismo-bulk-status-report` skill to correlate slow delivery carriers with WISMO ticket volume.
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