Everything your data team needs
From git diff to executed transformation, IronLayer handles the entire lifecycle with deterministic precision and optional AI intelligence.
Same inputs, identical plans. Every time.
IronLayer's core engine is purely deterministic. Given the same git diff and state, it produces byte-for-byte identical plan JSON. No timestamps polluting your output. No random ordering. Content-based IDs derived from the plan itself.
- Git-diff based change detection — no config manifests
- DAG-aware dependency ordering via NetworkX
- Watermark-based incremental processing
- SQL safety guard blocks DROP, TRUNCATE, DELETE, ALTER
Estimated: $0.04 DBU — 85% below your daily average
Low risk. No SLA-tagged downstream models affected.
Consider adding CLUSTER BY on order_date for 3x query performance.
Intelligence that advises, never overrides
AI analysis is layered on top of your deterministic plan as metadata. It never changes what gets executed — it helps you decide whether to approve.
- Semantic classification of SQL changes
- Cost prediction from historical runtime data
- Risk scoring based on DAG depth and SLA tags
- Bring your own Anthropic key — encrypted at rest
Enterprise-grade security
Multi-tenant isolation, encrypted credentials, and full audit trail from day one
Row-Level Security
PostgreSQL RLS policies enforce tenant isolation at the database level.
RBAC
Admin, engineer, viewer roles with granular permission checks on every endpoint.
Encrypted Credentials
Fernet AES-128-CBC + HMAC-SHA256 with PBKDF2 key derivation. Never stored in plaintext.
Audit Trail
Hash-chained, append-only audit log. Tamper-evident design for compliance.