Data Platform and Analytics Questions

Assessment of approaches to modernize data infrastructure and build analytics capability that enables data driven decision making across the enterprise. Topics include data platform architecture and topology, choices between streaming and batch processing, data storage and modeling patterns, data ingestion and pipelines, extract transform and load strategies, metadata and cataloging, data quality and governance, security and privacy controls, self serve business intelligence and reporting, analytics tooling and operationalization of models, data engineering and analytics team organization, vendor versus build tradeoffs, migration strategies from legacy systems, measurement frameworks and key performance indicators, and how data capability investments accelerate and de risk broader transformation initiatives.