Data engineering for a regulated fintech: a 10-month AWS lake build

Client: Regional fintech operator (anonymized per agreement) Timeline: 10-month engagement (6-month build + 4-month fine-tuning & warranty) Team: 6 engineers including 2 from Sapota's data team, worki