import requests, json, pandas as pd
API_INVENTORY = "https://api.example.com/v2/inventory"
def fetch_overstock(days_cover=60):
resp = requests.get(API_INVENTORY, params={"status": "active"})
items = resp.json().get("items", [])
overstock = []
for item in items:
daily_sales = item.get("avg_daily_sales", 0)
if daily_sales == 0: continue
cover_days = item["qty"] / daily_sales
if cover_days >= days_cover:
carrying = round(item["total_cost"] * 0.06, 2)
overstock.append({**item, "cover_days": cover_days, "carrying_cost": carrying})
return sorted(overstock, key=lambda x: x["total_cost"], reverse=True)
def suggest_promo(item):
margin = item.get("margin_pct", 0)
if margin > 40: return "Flash sale 30%"
if margin > 25: return "Bundle deal"
return "Clearance 50%"
overstock = fetch_overstock(60)
for o in overstock:
o["promo"] = suggest_promo(o)
print(json.dumps(overstock, indent=2))