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 (
    12, 17, 230, 16, 4, 5, 1, 11, 26, 46, 45, 
    6, 14, 19, 7, 44, 13, 78
  ) 
  AND cscart_product_review_prepared_data.storefront_id = 0

Query time 0.00046

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": 17,
      "filtered": "32.73",
      "cost_info": {
        "read_cost": "9.57",
        "eval_cost": "3.60",
        "prefix_cost": "13.17",
        "data_read_per_join": "287"
      },
      "used_columns": [
        "product_id",
        "storefront_id",
        "average_rating",
        "reviews_count"
      ],
      "attached_condition": "((`atulecarter_atul_demo6`.`cscart_product_review_prepared_data`.`storefront_id` = 0) and (`atulecarter_atul_demo6`.`cscart_product_review_prepared_data`.`product_id` in (12,17,230,16,4,5,1,11,26,46,45,6,14,19,7,44,13,78)))"
    }
  }
}

Result

product_id average_rating reviews_count
78 4.50 4
5 3.67 3
1 4.00 3
230 4.00 1