Hi Rahul,
Our StreamSets' Snowflake Destination documentation has several out of the box options, including micro-batches.
I also suggest the Loosely Coupled Architecture Course and this video introduction about StreamSets Kafka Pipelines.
The Snowflake ingest process generally depends on the message volume, format, velocity, SLAs and in-flight transformations.
With fluctuating message volumes, a loosely coupled multi-pipeline approach is often suggested (it depends).
Best Regards,
Eric
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Eric Greisdorf
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Original Message:
Sent: Wed April 29, 2026 05:20 PM
From: Rahul Dharmawat
Subject: load data into Snowflake using StreamSets microbatches.
Hi Team,
We have a live Kafka system with fluctuating record volumes and we want to load data into Snowflake using StreamSets microbatches. What is your recommended approach for reliability, performance and error recovery?
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Rahul Dharmawat
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