Workflow & System Integration
Modern finance and operations depend on data moving reliably between systems. We design integrations that are testable, monitorable, and owned—whether you are syncing sources into Snowflake, connecting CRM to ERP, or orchestrating operational workflows.
Overview
Point-to-point scripts fail quietly. We prefer contracts: what fields mean, how errors surface, and how retries behave.
Airbyte can accelerate replication into analytical stores; APIs connect transactional systems; Azure Functions provide lightweight orchestration and scheduled transforms where a full integration suite is unnecessary.
What We Solve
- Duplicate entry between SaaS tools and ERP
- Fragile CSV drops and manual reconciliations
- Pipelines that nobody owns after launch
- Latency or partial loads breaking downstream reporting
- Security and least-privilege access across systems
Solution Approach
We inventory sources and consumers, define non-functional requirements (latency, freshness, failure handling), then implement minimal viable integrations and expand deliberately.
Observability and runbooks are part of delivery—not an afterthought.
Key Capabilities
- Integration strategy and interface design
- Airbyte deployments for replication into warehouses and lakes
- REST/GraphQL API integrations with ERP and SaaS
- Azure Functions for scheduled jobs, transforms, and lightweight orchestration
- Secrets handling, monitoring hooks, and error routing patterns
- Documentation and handover for internal teams
Benefits & Outcomes
- Less manual reconciliation and fewer “mystery” mismatches
- Reporting fed by predictable pipelines
- Faster onboarding when tools change
- Clear ownership when something breaks at 2 a.m.
- Foundation for automation without ERP bloat
Where It Fits
- Feeding Snowflake from operational systems for BI
- Connecting Shopify, CRM, or service tools to financial cores
- Replacing ad hoc scripts with governed pipelines
- Cross-border teams needing reliable scheduled syncs
Why ST Systems
ST Systems integrates with architecture in mind—not cable spaghetti. We align with your ERP and data roadmap, document assumptions, and deliver bilingual project communication for US and Japan teams.
Discuss your next step
Tell us what you are trying to improve—systems, reporting, integrations, or growth. We will respond with a practical scope and timeline.