Tag: best practices
All the articles with the tag "best practices".
Batch vs. Streaming: Choose the Right Processing Model
Published: at 02:00 PM"We need real-time data." This is one of the most expensive sentences in data engineering — because it's rarely true, and implementing it when it's not neede...
Schema Evolution Without Breaking Consumers
Published: at 01:00 PMA source team renames a column from `user_id` to `customer_id`. Twelve hours later, five dashboards show blank values, two ML pipelines fail, and the data en...
Idempotent Pipelines: Build Once, Run Safely Forever
Published: at 12:00 PMA pipeline runs, processes 100,000 records, and loads them into the target table. Then it fails on a downstream step. The orchestrator retries the entire job...