Reviewed by Aditya Kumar Β· Last reviewed 2026-03-24
Situation: Built data platform for analytics and ML. Architecture: S3 landing (API Gateway + Lambda, Kinesis Firehose) β Glue crawlers β Glue ETL (Parquet, curated) β Redshift/Athena. Streaming: Kinesis β Lambda/Kinesis Analytics β S3. Step Functions for multi-step. Medallion...
Situation: Built data platform for analytics and ML. Architecture: S3 landing (API Gateway + Lambda, Kinesis Firehose) β Glue crawlers β Glue ETL (Parquet, curated) β Redshift/Athena. Streaming: Kinesis β Lambda/Kinesis Analytics β S3. Step Functions for multi-step. Medallion (raw/silver/gold). Result: Single lake; Glue Catalog; partition by date; encrypted; Terraform. Best practice: Monitor CloudWatch; IaC for infra.
Red Flag: Describing architecture without mentioning failure handling. Pro-Move: 'Medallion architecture; Step Functions with Catch for failures; we replay from S3 on bugβhere's our diagram.'
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