Java整数可以保存的最大值是2147483647，即32位或231-1。
请改用LongType：

import pyspark.sql.functions as F
from pyspark.sql.types import LongType

df = spark.createDataFrame(data=[["1670900472389"]], schema=["lastupdatedtime"])

df = df.withColumn("lastupdatedtime_new", F.col("lastupdatedtime").cast(LongType()))

输出：

+---------------+-------------------+
|lastupdatedtime|lastupdatedtime_new|
+---------------+-------------------+
|1670900472389  |1670900472389      |
+---------------+-------------------+

结构描述：

root
 |-- lastupdatedtime: string (nullable = true)
 |-- lastupdatedtime_new: long (nullable = true)