Choosing the right data access method impacts performance, flexibility, and development effort.

API Access provides programmatic interfaces—REST for external sources, GraphQL for flexible querying.

Direct Database connections offer powerful SQL queries for structured data.

File-Based Access works well for batch processing—CSV, Excel, Parquet, JSON formats.

Streaming Access handles continuous data flows through technologies like Kafka for real-time needs.