@Gaurav Rawat :
Delta tables are designed to support ACID transactions and provide a versioned, transactional view of data. When you query a Delta table, you see the version of the data that was current at the time the query started. If other transactions have modified the table since then, your query will not see those changes. However, if you re-run the query at a later time, you will see the changes that were made up to that point.
Parquet files, on the other hand, are a columnar file format used for storing data. When you read a Parquet file, you are reading the entire contents of the file, including all partitions. If you have multiple Parquet files, each containing a partition of the data, you can read them all and combine them to see the entire dataset.
So, if you are seeing different results when querying a Delta table versus reading Parquet files, it may be because you are querying a different version of the data. It is also possible that the Parquet files contain different data than the Delta table due to changes made after the Delta table was created.