Compliance frameworks read as legal documents; they need translation into engineering controls. Here is the pragmatic mapping.
SOC 2
Access control, change management, monitoring, incident response. Evidence collection is the long pole.
HIPAA
Health data requires encryption at rest/transit, access logs, BAAs with vendors, breach notification process.
GDPR
Data minimization, consent, right to erasure, DPO for qualifying orgs.
Automate Evidence
Drata, Vanta, Secureframe — control mapping and evidence collection. Save huge amounts of auditor time.
Who This Is For
- CISOs and security engineering leads
- Platform engineers implementing security controls
- Engineering leaders preparing for SOC 2, HIPAA, or ISO audits
Common Mistakes
- Buying security products before fixing IAM fundamentals
- Treating compliance as paperwork instead of engineering
- Assuming perimeter security protects cloud workloads
Business Impact
- Audit-ready posture without engineering drag
- Breach blast radius contained at the identity layer
- Security controls that accelerate shipping, not slow it
Frequently Asked Questions
SOC 2 cost?
Audit $20-50k; preparation more. Total year 1 often $100k+ including tools and consulting.
When start?
When a customer asks. Not before, not much after.
ISO 27001?
More common internationally. Similar scope to SOC 2.
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- Custom-built systems, not templates or off-the-shelf wrappers
- AI + backend + cloud + infrastructure expertise in one team
- Built for production scale, not demo-day experiments
- Beverly Hills, California — serving clients worldwide
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