ETL — Extract, Transform, Load — is how raw operational data becomes analysis-ready. MySQL commonly plays both roles: the source you extract from and the target you load into.
Key Points
- Extract: pull increments using timestamps or auto-increment IDs, not full dumps
- Transform: clean, join, and standardise with SQL (staging tables help)
- Load: INSERT … SELECT into final tables; upsert with ON DUPLICATE KEY UPDATE
- Idempotency: re-running a job shouldn't duplicate data
- Log every run: rows in, rows out, duration, errors
- Schedule with cron/Airflow; MySQL events work for simple cases
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