Top answer by
- ability to design end-to-end data pipelines
- understanding of ETL/ELT approaches
- SQL and schema design
- OLTP vs OLAP
- data warehouse / lake concepts
- handling of batch vs streaming
- experience with tools/platforms like BigQuery, Snowflake, Databricks, Spark, Kafka
- thinking around data quality, deduplication, late data, backfills, and observability