Scaylor Orchestrate
The AI-powered data engineering environment. Find every source, clean every record, and unify it all based on what the business actually needs.
How it works
From raw chaos to unified data.
Orchestrate handles the full lifecycle. Every step is guided by the Tribal Knowledge Layer, so the system already understands how your business thinks.
Find
Discover and connect to every data source your business needs. Databases, APIs, SaaS platforms, file systems.
Clean
Normalize, deduplicate, and validate every record. AI flags anomalies and suggests fixes before they reach production.
Combine
Merge and unify datasets based on TKL context. The system knows which fields map, which entities match, and how teams define metrics.
Deliver
Push unified, governed datasets directly into SUDS. Ready for BI, APIs, and every downstream consumer.
The workspace
An intelligent environment for data engineers.
AI-powered, context-aware, and built for building pipelines fast. Orchestrate knows your schemas, your business rules, and your data before you write a single line.
Find every source automatically
Point Orchestrate at your infrastructure and it catalogs every database, API, SaaS tool, and file system. It knows what data lives where before you do.
- Auto-discovery across cloud and on-prem
- 200+ native connectors
- Schema inference and profiling
- Live connection health monitoring
Clean at scale, not by hand
AI-powered cleaning that deduplicates, normalizes, and validates records across every source. Anomalies are flagged before they reach production.
- Automated deduplication and fuzzy matching
- Format normalization across sources
- Anomaly detection and quarantine
- Data quality scoring per field
Combine data based on how the business actually works
This is what makes Orchestrate different. It doesn't just merge tables. It reads the Tribal Knowledge Layer to understand which fields map, which entities are the same, and how each team defines their metrics. The combination is driven by business context, not guesswork.
"ARR" maps to "Contract Value"
Both refer to the same entity
Platform architecture
The engine at the center of Scaylor.
Orchestrate reads context from TKL, transforms raw data, and delivers unified datasets to SUDS for BI, APIs, and every team downstream.
Schema Mapping
AI-assisted mapping that reads TKL to auto-resolve field relationships across sources. Custom rules where you need them.
- Auto-mapping via TKL context
- Custom transformation rules
- Schema evolution handling
Compute Engine
Execute SQL, Python, and custom transformations on managed, auto-scaling infrastructure. Isolated environments per pipeline.
- Auto-scaling compute clusters
- SQL and Python runtimes
- Isolated execution per job
Monitoring
Track every pipeline, every record, every SLA. Real-time health checks with automatic alerting when something drifts.
- Real-time pipeline metrics
- Data quality scoring
- SLA alerting and escalation
Stop building pipelines by hand.
Let Orchestrate find your data, clean it, and unify it based on what the business actually needs.
SOC2 Type II CertifiedHIPAA CompliantGDPR Ready