1. Compare warehouse, lake and lakehouse roles TASK: Map raw CSV, prepared lines and monthly outputs to raw/prepared/serving roles. State what the local fixture does not implement. Your method: Your evidence/result: Limitations and next action: 2. Model facts, dimensions and historical context TASK: Sketch a line-grain analytical model and a monthly serving aggregate. Explain historical price and category-change policies. Your method: Your evidence/result: Limitations and next action: 3. Define partitions, retention and quality contracts TASK: Write a storage decision record covering partition key, retention owner, schema changes, reprocessing and failure handling. Reconcile the serving summary. Your method: Your evidence/result: Limitations and next action: