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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 (
    2003, 2004, 2005, 2006, 2007, 2008, 2009, 
    2010, 2011, 2012, 2013, 2014, 2015, 
    2016, 2017, 2018, 2019, 2020, 2021, 
    2022, 2023, 2024, 2025, 2026, 2027, 
    2028, 2029, 2030, 2031, 2032, 2033, 
    2034, 2035, 2036, 2037, 2038, 5668, 
    5669, 5670, 5671, 5672, 5673, 5674, 
    5675, 5676, 5677, 5678, 5679
  ) 
  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"
  }
}