Schema inference of BQ OfflineStore costly #3433

Expected Behavior

When making schema inference, I expect there would be an extra minor cost when scanning tables.

Current Behavior

BQ OfflineStore made a full scan on the entire table, although we are using limit statement. According to GCP documentation:
Applying a LIMIT clause to a SELECT * query does not affect the amount of data read. You are billed for reading all bytes in the entire table, and the query counts against your free tier quota.

https://cloud.google.com/bigquery/docs/best-practices-costs

Steps to reproduce

1. Prepare a large feature table
2. feast apply as a feature view

Specifications

• Version: 0.28.0
• Platform: Linux
• Subsystem:

Possible Solution

We can add a filter by timestamp_field by modifying this line even though there is no data, the schema could be inferred eventually