@PunithRaj You can try to use  PDF DataSource for Apache Spark for read pdf files directly to the DataFrame. So you will have extracted text and rendered page as image in output. More details here: https://stabrise.com/spark-pdf/

df = spark.read.format("pdf") \
.option("imageType", "BINARY") \
.option("resolution", "200") \
.option("pagePerPartition", "2") \
.option("reader", "pdfBox") \
.load("path to the pdf file(s)")