Enterprises often struggle with high-latency ETL pipelines when replicating data from Salesforce and SAP. Traditional batch-based approaches are brittle, frequently failing when source schemas evolve or when hitting API request quotas. In a data-driven organization, waiting hours for "yesterday's data" is no longer acceptable.

This session explores the architectural nuances of AWS Glue Zero-ETL for Salesforce and SAP. We will dive into how these managed integrations eliminate manual pipeline development while providing near real-time data availability in Amazon Redshift and S3 Tables (Apache Iceberg).

In this session, learn how to:

- Master the Hybrid API Strategy: How AWS Glue intelligently switches between Salesforce Bulk API and REST API to handle compound fields while maximizing throughput.

- Handle SAP Delta Tokens: Technical strategies for managing the Operational Delta Queue (ODQ) and timestamp-based watermarking for consistent incremental loads.

- Automate Schema Evolution: Leveraging the Iceberg table format to automatically propagate source system changes without breaking downstream queries.

The Payoff: You will walk away with the technical knowledge to accelerate enterprise data ingestion by up to 4.6x while reducing the maintenance burden of your ETL ecosystem.