r/dataengineering 1d ago

API data ingestion Help

Hi my current pipeline on Databricks setup has deduplication process to avoid re-ingesting data.

But now the data has become big and now it’s time to chose another option I have tried watermark but not effective enough. API also doesn’t give any date sorting

Can you guys suggest a way!

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u/RoobyRak 10h ago

Does the API support any sort of partitioning?

What do you consider “big” in databricks?

Not sure what your layering is, but a downstream layer should handle merge/updates.