SELECT 
  `product_id` 
FROM 
  cscart_products 
WHERE 
  `parent_product_id` = '36399'

Query time 0.00063

JSON explain

{
  "query_block": {
    "select_id": 1,
    "nested_loop": [
      {
        "table": {
          "table_name": "cscart_products",
          "access_type": "ref",
          "possible_keys": ["idx_parent_product_id"],
          "key": "idx_parent_product_id",
          "key_length": "4",
          "used_key_parts": ["parent_product_id"],
          "ref": ["const"],
          "rows": 32,
          "filtered": 100
        }
      }
    ]
  }
}

Result

product_id
36312
36382
36383
36384
36385
36386
36387
36388
36389
36390
36391
36392
36393
36394
36395
36396
36397
36398
36400
36401
36402
36403
36404
36405
36406
36407
36408
36409
36410
36411
36412
36413
36414
36415
36416