Which of the following tools is used by Auto Loader process data incrementally?
A . Checkpointing
B . Spark Structured Streaming
C . Data Explorer
D . Unity Catalog
E . Databricks SQL
Answer: B
Explanation:
Auto Loader provides a Structured Streaming source called cloudFiles that can process new data files as they arrive in cloud storage without any additional setup. Auto Loader uses a scalable key-value store to track ingestion progress and ensure exactly-once semantics. Auto Loader can ingest various file formats and load them into Delta Lake tables. Auto Loader is recommended for incremental data ingestion with Delta Live Tables, which extends the functionality of Structured Streaming and allows you to write declarative Python or SQL code to deploy a production-quality data pipeline.
Reference: What is Auto Loader?, What is Auto Loader? | Databricks on AWS, Solved: How does Auto Loader ingest data? – Databricks – 5629
Latest Databricks Certified Data Engineer Associate Dumps Valid Version with 87 Q&As
Latest And Valid Q&A | Instant Download | Once Fail, Full Refund