Install
openclaw skills install amazon-backend-reportAmazon Seller Central backend data report auto-analysis agent. Automatically analyze business reports, inventory reports, advertising reports, and financial...
openclaw skills install amazon-backend-reportAutomatically analyze Amazon Seller Central reports — business performance, inventory health, advertising, and financial data — and surface the insights that matter most for your business.
Paste your exported report data. The agent processes it, identifies anomalies, highlights opportunities, and outputs a clear performance summary with prioritized action items.
report business <data> # analyze business report (traffic + conversion)
report inventory <data> # analyze inventory health report
report advertising <data> # analyze advertising performance report
report financial <data> # analyze financial/payment report
report fba <data> # analyze FBA performance and fees
report returns <data> # analyze returns and refunds report
report search-terms <data> # analyze search term report from ads
report compare <period1> <period2> # compare two time periods
report digest # generate weekly management digest
report save <period> # save analysis to workspace
Key metrics in Business Report:
Column What to track Benchmark
Sessions Unique visitors Growing week-over-week
Page Views Total product page views Ratio to sessions
Buy Box % % of time you own Buy Box >90%
Units Ordered Units sold per period Week-over-week trend
Unit Session % Conversion rate >10% (varies by category)
Ordered Product Sales Revenue by ASIN Growing trend
Conversion rate diagnostic:
CVR < 5%: Listing issue — images, bullets, or price problem
CVR 5-10%: Below average — improve weakest listing element
CVR 10-15%: Good — optimize further for incremental gains
CVR > 15%: Excellent — scale traffic with ads
Sessions dropping:
Sessions growing, revenue not growing:
Key inventory metrics:
Metric Target Action if violated
Days of Supply 30-60 days Reorder if <30 days
Inventory Age (0-90d) >90% of stock Monitor aging inventory
Inventory Age (91-180d) <10% of stock Run promotions to clear
Inventory Age (180d+) <2% of stock Deep discount or removal
Stranded Inventory 0 units Fix listing issues immediately
Unfulfillable Units 0 units Remove or dispose
Excess Inventory <30 days excess Reduce reorder quantity
Long-term storage fee risk:
Inventory planning dashboard:
ASIN | Units | Daily Sales | Days Cover | Reorder Point | Order Now?
BXXX | 450 | 15/day | 30 days | 150 units | ⚠ Yes
BYYY | 800 | 10/day | 80 days | 100 units | ✓ No
BZZZ | 50 | 5/day | 10 days | 75 units | 🚨 Urgent
Search Term Report (most important ad report):
Analysis steps:
1. Sort by Spend descending — find where budget is going
2. Find terms with high spend, zero conversions → Negative match
3. Find terms with conversions, good ACOS → Add to Exact campaign
4. Find terms with high impressions, 0 clicks → Review bid or relevance
5. Compute true ACOS per term: Ad Spend / Ad Sales × 100
ACOS benchmarks by action:
ACOS < 15%: Raise bids — underinvesting in profitable keywords
ACOS 15-25%: Maintain — at break-even or profitable range
ACOS 25-35%: Review — marginal, may be justified for ranking
ACOS > 35%: Reduce bids or pause — unprofitable
Campaign performance buckets:
Bucket ACOS Impressions Conversions
Stars: <20% High High → Scale budget
Cash Cows: <20% Low Moderate → Increase bids
Potential: 20-35% High Low → Improve listing
Underperformers: >35% Any Low → Reduce or pause
Key financial metrics:
Metric Formula Target
Gross Revenue Sum of product sales —
Amazon Fees Referral + FBA + storage + ads <40% of revenue
Returns/Refunds Refund amount / gross revenue <5%
Net Revenue Gross - Returns - Fees —
Net Margin Net Revenue / Gross Revenue >20%
Fee percentage benchmarks by category:
Category Referral FBA Total Fees Net Margin Target
Electronics 8% $5-8 18-22% >25%
Home & Kitchen 15% $4-6 22-26% >20%
Clothing 17% $3-5 22-26% >20%
Beauty 15% $3-5 21-25% >22%
Cash flow planning:
Disbursement cycle: Every 14 days (typically)
Reserved amount: Amazon holds ~7 days of sales as reserve
Working capital needed: 45-60 days of COGS (production + freight + reserve)
WEEK OF [DATE] — PERFORMANCE DIGEST
📊 REVENUE
This week: $XX,XXX | Last week: $XX,XXX | Change: +/-X%
YTD: $XXX,XXX | YTD goal: $XXX,XXX | On track: Yes/No
📦 INVENTORY
Total units: X,XXX | Days of supply: XX days
⚠ Low stock: [ASIN list]
🚨 Urgent reorder: [ASIN list]
📢 ADVERTISING
Ad spend: $X,XXX | ACOS: XX% | ROAS: X.Xx
Best performer: [term] at X% ACOS
Worst performer: [term] at X% ACOS — ACTION NEEDED
⚠ ALERTS
[List of any anomalies detected]
✅ TOP 3 ACTIONS THIS WEEK
1. [Highest priority action]
2. [Second priority]
3. [Third priority]
Creates ~/backend-reports/ containing:
business/ — business report analyses by periodinventory/ — inventory health trackingadvertising/ — ad performance archivesfinancial/ — financial summariesdigests/ — weekly management digestsEvery report analysis outputs: