SELECT 
  tmall_product_prices.product_id, 
  COALESCE(
    tmall_master_products_storefront_min_price.price, 
    MIN(
      IF(
        tmall_product_prices.percentage_discount = 0, 
        tmall_product_prices.price, 
        tmall_product_prices.price - (
          tmall_product_prices.price * tmall_product_prices.percentage_discount
        )/ 100
      )
    )
  ) AS price 
FROM 
  tmall_product_prices 
  LEFT JOIN tmall_master_products_storefront_min_price ON tmall_master_products_storefront_min_price.product_id = tmall_product_prices.product_id 
  AND tmall_master_products_storefront_min_price.storefront_id = 1 
WHERE 
  tmall_product_prices.product_id IN (
    86, 106, 105, 101, 33, 32, 163, 155, 55, 
    69, 184, 183, 133, 132, 125, 120, 146, 
    147
  ) 
  AND tmall_product_prices.lower_limit = 1 
  AND tmall_product_prices.usergroup_id IN (0, 1) 
GROUP BY 
  tmall_product_prices.product_id

Query time 0.01012

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost": 0.044687897,
    "nested_loop": [
      {
        "table": {
          "table_name": "tmall_master_products_storefront_min_price",
          "access_type": "system",
          "possible_keys": ["PRIMARY"],
          "rows": 0,
          "filtered": 0,
          "const_row_not_found": true
        }
      },
      {
        "table": {
          "table_name": "tmall_product_prices",
          "access_type": "range",
          "possible_keys": [
            "usergroup",
            "product_id",
            "lower_limit",
            "usergroup_id"
          ],
          "key": "product_id",
          "key_length": "3",
          "used_key_parts": ["product_id"],
          "loops": 1,
          "rows": 18,
          "cost": 0.03350794,
          "filtered": 97.28681946,
          "index_condition": "tmall_product_prices.product_id in (86,106,105,101,33,32,163,155,55,69,184,183,133,132,125,120,146,147)",
          "attached_condition": "tmall_product_prices.lower_limit = 1 and tmall_product_prices.usergroup_id in (0,1)"
        }
      }
    ]
  }
}

Result

product_id price
32 299.99000000
33 169.99000000
55 359.00000000
69 529.99000000
86 359.00000000
101 188.88000000
105 169.99000000
106 179.99000000
120 199.99000000
125 149.99000000
132 269.99000000
133 229.99000000
146 44.99000000
147 44.99000000
155 79.99000000
163 899.99000000
183 249.99000000
184 299.99000000