SELECT 
  product_id, 
  parent_product_id 
FROM 
  cscart_product_variation_group_products 
WHERE 
  parent_product_id = 12624

Query time 0.00082

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost_info": {
      "query_cost": "10.15"
    },
    "table": {
      "table_name": "cscart_product_variation_group_products",
      "access_type": "ref",
      "possible_keys": [
        "idx_parent_product_id"
      ],
      "key": "idx_parent_product_id",
      "used_key_parts": [
        "parent_product_id"
      ],
      "key_length": "3",
      "ref": [
        "const"
      ],
      "rows_examined_per_scan": 29,
      "rows_produced_per_join": 29,
      "filtered": "100.00",
      "cost_info": {
        "read_cost": "7.25",
        "eval_cost": "2.90",
        "prefix_cost": "10.15",
        "data_read_per_join": "464"
      },
      "used_columns": [
        "product_id",
        "parent_product_id"
      ]
    }
  }
}

Result

product_id parent_product_id
12653 12624
12652 12624
12651 12624
12650 12624
12649 12624
12648 12624
12647 12624
12646 12624
12645 12624
12644 12624
12643 12624
12642 12624
12641 12624
12640 12624
12639 12624
12625 12624
12626 12624
12627 12624
12628 12624
12629 12624
12630 12624
12631 12624
12632 12624
12633 12624
12634 12624
12635 12624
12636 12624
12637 12624
12638 12624