Senior data architecture advisory
We help companies make the right data architecture decisions—before expensive mistakes happen.
For teams planning a data platform, ETL/ELT pipelines, or an enterprise migration—before implementation budget is committed.
Modern data initiatives fail when architecture is decided too late—or by the wrong constraints.
Organizations exploring centralized platforms, ETL/ELT pipelines, and large-scale migrations need more than implementation capacity. They need senior guidance on scope, risk, and sequencing—before commitments harden into costly rework.
Our Process
A structured path from uncertainty to an implementable plan—with risk visible at every stage.
Discovery & Requirements
Align on business objectives, data sources, reporting needs, and migration constraints. Surface unknowns early.
Architecture Planning
Define platform topology, integration patterns, and technology options matched to your volume, latency, and governance requirements.
Risk Analysis
Identify migration risks, data integrity concerns, rollback paths, and operational gaps before build begins.
Phased Implementation
Deliver in sequenced phases with validation gates—incremental value without betting the entire program on a single release.
Handoff & Evolution
Documentation, operational runbooks, and a clear path for your team to own and extend the platform.
What We Do
Focused advisory and planning for organizations building or modernizing data infrastructure—not commodity pipeline work.
Data Platform Architecture
Centralized platform design across structured and unstructured sources—with scalability and governance built in from the start.
ETL / ELT Pipeline Planning
Extraction, transformation, validation, and orchestration approaches tailored to your integration complexity and latency needs.
Enterprise Data Migration
Legacy migration strategy, schema mapping, integrity checks, bulk handling, and recovery planning across platforms.
Discovery & Estimation
Documented architecture recommendations, realistic timelines, team structure guidance, and phased budget ranges—after discovery, not before.
Every engagement starts with discovery.
We scope architecture and implementation separately—so estimates reflect your actual constraints, not generic assumptions.
What Discovery Delivers
A documented foundation for decisions—not a slide deck.
- 1Architecture Blueprint: A recommended target architecture tailored to your business goals, existing systems, team capabilities, and growth plans.
- 2Integration & Data Flow Design: Visual diagrams showing how your systems, data sources, pipelines, storage, analytics, and AI components fit together.
- 3Risk & Dependency Assessment: Identification of technical, operational, and organizational risks, together with practical mitigation strategies.
- 4Delivery Roadmap: A phased implementation plan prioritizing quick wins while reducing delivery risk.
- 5Implementation Planning: Realistic budget ranges, recommended team composition, and delivery assumptions to support confident planning and vendor selection.
Experience Behind the Advisory
Labsfy is a focused consultancy built on decades of hands-on engineering—not a roster of anonymous case studies. What we bring is senior judgment across the problems you're likely facing.
Depth across software & data systems
Architecture, integration, and delivery across evolving platforms—not single-tool specialization.
Problems we advise on regularly
Platform design, pipeline planning, migration sequencing, governance trade-offs, and realistic scoping under uncertainty.
Transparent about where we are
We're building our public case study library as client engagements complete. Discovery calls include relevant background and approach—ask anything.
References and work samples discussed during discovery, where appropriate.
How Architecture Decisions Get Made
Stack and pattern choices depend on your context—not a default toolchain.
- Data volume and growth trajectory
- Latency and freshness requirements
- Governance, compliance, and access control
- Reporting and analytics consumption patterns
- Integration complexity across sources and consumers
- Migration constraints and legacy system dependencies
Why Labsfy
Senior judgment, not tool specialization
Depth across systems, platforms, and delivery—we advise on architecture and trade-offs, not just implementation.
Architecture before implementation
We clarify decisions and trade-offs before expensive build commitments.
Stakeholder translation
Business requirements expressed as durable technical architecture—not lost in jargon.
Realistic scoping
Honest timelines and phased plans—no false certainty without discovery.
Juan Tiscornia
Founder & Principal Consultant
Twenty-five years building and leading software and data systems—from integration and platform delivery to architecture decisions under real constraints. Labsfy brings that experience to discovery-phase data platform and migration work.
View LinkedIn profileCommon Questions
- Why not provide a fixed estimate upfront?
- Architecture, volume, governance, and migration constraints vary significantly. Discovery produces a documented plan and phased estimates grounded in your actual requirements—not generic assumptions.
- What technology stack do you recommend?
- We recommend modern cloud data platforms and orchestration tools after understanding your constraints. The right stack is an output of discovery—not a starting assumption.
- Do you work as a team or individual consultant?
- Labsfy is senior-led advisory. Engagements are structured for the scope required—architecture leadership with implementation support when needed.
- How long does a discovery engagement take?
- Typically two to four weeks depending on source complexity, stakeholder availability, and migration scope. You receive architecture documentation and a phased implementation roadmap.
Ready to talk? Book a Discovery Call
Who We Work With
Labsfy is a fit when architecture clarity matters more than speed-to-code.
A good fit if you are
- Planning a data platform, migration, or modernization initiative
- Need architecture and risk analysis before committing build budget
- Want a senior partner who translates business needs into technical direction
- Open to a discovery engagement before implementation estimates
Likely not a fit if you need
- Looking for the lowest hourly rate for ETL or pipeline implementation
- Need work to start immediately without a discovery phase
- Already have architecture locked and only need hands to execute
Get in touch
We respond within one business day.
Start a Conversation
Ready to discuss your data platform or migration initiative? Book a discovery call—we'll explore fit, scope, and next steps.