Dvinci Data

Clean data beats clever models.

We deploy senior engineering units to stabilize data infrastructure, eliminate cloud waste, and unblock analytics—delivering surgical fixes without agency bloat.

Cloud Migration Cost Governance Data Engineering Applied Analytics

Core Competencies

System Architecture

We design cloud foundations with a focus on auditability and operational stability. We prioritize simple, maintainable patterns over complex, brittle ones.

Ingestion Pipelines

Developing event-driven systems that manage schema drift and vendor variability. Our goal is high uptime and reliable data delivery.

Applied Data Science

Moving analytical models from exploratory environments into production. We ensure outputs are explainable and integrated into business logic.

Technical Proficiency

We favor boring, reliable technology that scales over experimental hype.

Cloud & Compute
AWSAzureGCPSnowflakeDatabricks
Transformation
dbtPythonSQLAirflowPrefect
Infrastructure
TerraformDockerGitHub ActionsKubernetes

When to Partner

We typically engage during specific operational inflection points:

Fragile Systems

Pipelines fail silently, documentation is missing, and the team fears touching legacy code.

Cloud Cost Opacity

Compute costs have detached from business value, with no visibility into unit economics.

Stalled Analytics

Data trust is low; stakeholders are making decisions based on unverified or contradictory metrics.

Practical Applications

Focus areas where our infrastructure foundations drive measurable business recovery.

Infrastructure Modernization

Transitioning legacy on-premise workloads to cloud-native environments without increasing operational risk.

Typical Impact: Eliminated single points of failure & achieved SOC2 compliance readiness.

FinOps & Cost Control

Implementing granular visibility into compute and storage egress to eliminate budget overruns.

Typical Impact: Recovered 15-20% of monthly cloud spend in the first 60 days.

Analytics Integrity

Standardizing data definitions across the stack to ensure consistent, verified, and auditable metrics.

Typical Impact: Reduced critical report generation time from days to sub-5 minutes.

Standard Engagement Models

Fixed-scope interventions designed to identify risk, stabilize workflows, and transfer ownership.

Diagnostic Entry

Infrastructure Audit

A high-density review of your current stack to identify security gaps, cost leaks, and architectural bottlenecks.

$1,450
  • 90-minute technical review
  • Written vulnerability report
  • Strategic recovery roadmap
Book Audit
Enterprise Build

Implementation & Ops

Ongoing engineering partnership for large-scale migrations, model productionalization, or long-term governance.

Starting at $25k
  • Full-stack data engineering
  • Managed FinOps / Governance
  • Fractional Data Leadership
Discuss Scope

Our Approach

Operating as a dedicated, principal-led unit, we build for handoff, not dependency. Our mission is to stabilize your system and empower your team to own it, not to create long-term reliance on consultants.

We integrate cloud infrastructure, engineering, and science into a single functional workflow where correctness and cost-control are the primary constraints.

U.S. Based & Woman-Owned
System Analysis
Cloud Infrastructure

Operational Foundations

Cloud migrations fail when they lack governance. We implement control frameworks and cost-aware architectures from day one to ensure long-term viability.

  • Unit economic telemetry
  • Identity and Access Management (IAM)
  • Automated quality gates

Review your data system.

A technical consultation to identify bottlenecks and evaluate recovery potential.

Request a system review