Coding architecture suggestions in real time

Suggestion examples:

data validation – Security

Validate all sales data from Redshift against a schema that ensures required fields (transaction ID, amount, date, customer ID) are present and correctly typed before clustering.

input validation – Security

Sanitize all UI filter inputs (date ranges, product categories, regions) before passing them as SQL parameters to prevent injection attacks.

api security – Security

Enforce JWT-based authentication for all clustering API endpoints and validate that users only access sales data for their assigned regions/departments.

This tool now has the ability to guide and provide real time coding architecture suggestions as your prompting back and forth – socratesai.dev

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