电商平台费用分析智能体

import requests, json, pandas as pd

API_FEES = "https://api.shopee.com/v2/finance/fees"

def fetch_fee_report(month):
    resp = requests.get(API_FEES, params={"month": month})
    return resp.json().get("fees", [])

def analyze_fees(fees):
    df = pd.DataFrame(fees)
    df["pct"] = df["commission"] / df["order_amount"] * 100
    avg_fee = df["pct"].mean()
    high_fees = df[df["pct"] > avg_fee * 1.2]
    return {
        "avg_commission": round(avg_fee, 2),
        "total_fees": round(df["commission"].sum(), 2),
        "high_fee_orders": len(high_fees),
        "savings_potential": round(high_fees["commission"].sum() * 0.15, 2)
    }

report = analyze_fees(fetch_fee_report("2026-06"))
print(json.dumps(report))