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AWS Certified Data Engineer - Associate · AWS
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✅ Use Kinesis Data Firehose to load data into Redshift via S3 for the simplest and most scalable solution. ✅ Firehose automatically batches, transforms, and loads data with no manual intervention required. ✅ Achieves near real-time analytics with minimal operational effort.
Creating an external schema and using materialized views directly on top of Kinesis Data Streams is also not an ideal choice because this approach can add complexity and doesn't leverage fully managed solutions like Kinesis Data Firehose. The manual management of data refresh rates adds operational overhead.