Best form builder for data analysts

The form builder space is dominated by Typeform, Jotform, and Formstack—tools designed for marketers and support teams collecting simple feedback. Meanwhile, data analysts are either (1) building custom Python/JavaScript solutions, (2) cobbling together Zapier + Airtable + webhooks, or (3) settling for clunky SQL forms that take weeks to ship. The pain points are real: no native connectors to Snowflake/BigQuery/Redshift, no built-in data validation logic, no ability to handle complex conditional branching based on live database queries, and poor audit trails for compliance. The actual gap is between the low-code/no-code space and the engineering-heavy stack. A new entrant should laser-focus on three things: (1) native connectors to major data warehouses with zero-latency syncing, (2) a SQL-first interface that lets analysts write validation rules as code, not clicks, and (3) built-in role-based access control and data lineage tracking. Most shippers overlook that data analysts care more about data integrity and traceability than form aesthetics. This is a niche within a niche—not a billion-dollar TAM, but a defensible, high-margin segment where customers will pay premium SaaS pricing because the alternative is hiring a contractor.