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SELECT 
  cscart_ult_product_prices.product_id, 
  MIN(
    IF(
      cscart_ult_product_prices.percentage_discount = 0, 
      cscart_ult_product_prices.price, 
      cscart_ult_product_prices.price - (
        cscart_ult_product_prices.price * cscart_ult_product_prices.percentage_discount
      )/ 100
    )
  ) AS price 
FROM 
  cscart_ult_product_prices 
WHERE 
  cscart_ult_product_prices.product_id IN (
    3441, 3444, 3471, 3442, 3480, 3448, 3440, 
    3467, 3468, 3435, 3476, 3447, 3439, 
    3465, 3446, 3460, 3443, 3469, 3464, 
    3459, 6950, 3470, 3457, 3462, 3450, 
    3458, 3463, 3451, 3445, 3472, 3481, 
    3482, 3475, 3483, 3474, 3473, 3426, 
    6949, 3427, 3477, 3452, 3478, 3479, 
    3453, 3491, 3488, 3497, 3495
  ) 
  AND cscart_ult_product_prices.lower_limit = 1 
  AND cscart_ult_product_prices.company_id = 1 
  AND cscart_ult_product_prices.usergroup_id IN (0, 0, 1) 
GROUP BY 
  cscart_ult_product_prices.product_id

Query time 0.00028

JSON explain

{
  "query_block": {
    "select_id": 1,
    "message": "no matching row in const table"
  }
}