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Most teams jump directly to Kafka, Spark, Airflow, or a warehouse.

A production-ready team first defines:

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Storage: Object storage / data lake
Processing: Spark, Flink, or dbt
Warehouse: Snowflake, BigQuery, Redshift, or Databricks
Orchestration: Airflow, Dagster, or Prefect
Quality: Great Expectations, Soda, or dbt tests
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🔗 Learn more:
Apache Kafka Documentation

Apache Spark Documentation

dbt Best Practices



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