SELECT 
  cscart_product_review_prepared_data.product_id AS product_id, 
  cscart_product_review_prepared_data.average_rating AS average_rating, 
  cscart_product_review_prepared_data.reviews_count AS reviews_count 
FROM 
  cscart_product_review_prepared_data 
WHERE 
  cscart_product_review_prepared_data.product_id IN (
    17, 148, 180, 187, 232, 230, 231, 18, 16, 
    4, 5, 23, 24, 170, 22, 149, 227, 78, 79, 
    190, 189, 162, 159, 158
  ) 
  AND cscart_product_review_prepared_data.storefront_id = 0

Query time 0.00026

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost_info": {
      "query_cost": "13.17"
    },
    "table": {
      "table_name": "cscart_product_review_prepared_data",
      "access_type": "ALL",
      "possible_keys": [
        "PRIMARY"
      ],
      "rows_examined_per_scan": 55,
      "rows_produced_per_join": 24,
      "filtered": "43.64",
      "cost_info": {
        "read_cost": "8.37",
        "eval_cost": "4.80",
        "prefix_cost": "13.17",
        "data_read_per_join": "384"
      },
      "used_columns": [
        "product_id",
        "storefront_id",
        "average_rating",
        "reviews_count"
      ],
      "attached_condition": "((`atulecarter_march_setup`.`cscart_product_review_prepared_data`.`storefront_id` = 0) and (`atulecarter_march_setup`.`cscart_product_review_prepared_data`.`product_id` in (17,148,180,187,232,230,231,18,16,4,5,23,24,170,22,149,227,78,79,190,189,162,159,158)))"
    }
  }
}