B2B Data Engineering & Architecture

Structured data engineering with published scope and pricing.

Oxal Venture delivers high-stakes data engineering, warehouse modeling, and analytics systems as paid consulting engagements with defined deliverables—not open-ended hourly staffing.

Delivery ModelFixed-Scope Deliverables
Cost PredictabilityPublished Fixed Pricing
ExecutionSenior-Led Technical Stack
Production Pipeline Lineage
Target: Warehouse & Analytics Schema
Verified ELT
Source Ingestion
ELT Connectors & Webhooks
Active
14ms
Warehouse & Modeling
Snowflake / BigQuery Schemas
Validated
110ms
BI & Telemetry Layer
Governed Semantic Metrics
Live
42ms
Scope GuaranteeDocumented Deliverables

Every implementation includes version-controlled schema models, integration documentation, and structured team handoff.

Stack: Modern Data Stack (ELT/dbt/BI)
Oxal Core v2.4
Core Capabilities & Deliverables

What We Do

Oxal Venture delivers specialized B2B data engineering and analytics consulting as structured, paid engagements with defined technical deliverables and published pricing.

MOD-01 // PIPELINES
Data Engineering

Automated, fault-tolerant ETL and ELT data pipelines engineered for high throughput, data validation, and continuous orchestration.

Primary Deliverables:

Production DAGs, schema contracts, ingestion connectors, and automated CI/CD deployment.

Explore ServiceFIXED SCOPE
MOD-02 // STORAGE
Data Warehousing

Cloud data warehouse modeling, dimensional schemas, and query optimization designed for sub-second analytical workloads.

Primary Deliverables:

Kimball star schemas, dbt transformation layers, role-based access policies, and query indexing.

Explore ServiceFIXED SCOPE
MOD-03 // REPORTING
Analytics & BI

Executive dashboards and self-service business intelligence models translating raw system metrics into clear operational insights.

Primary Deliverables:

Semantic data models, verified KPI dashboards, drill-down reporting tables, and user documentation.

Explore ServiceFIXED SCOPE
MOD-04 // CONNECTIVITY
Data Integration

Multi-source API connectors and data consolidation uniting SaaS platforms, transactional databases, and legacy systems.

Primary Deliverables:

Bespoke REST/GraphQL connectors, event webhook syncs, idempotency tests, and data deduplication.

Explore ServiceFIXED SCOPE
MOD-05 // STRATEGY
Data Architecture Consulting

Senior-led technical architecture roadmaps, stack assessments, and governance designs with fixed scope and published milestones.

Primary Deliverables:

Architecture blueprint, vendor evaluation matrix, data security review, and phased execution timeline.

Explore ServiceFIXED SCOPE
Engagement Methodology

How We Work

Every engagement follows a structured, milestone-driven process with defined deliverables, published timelines, and zero open-ended billing.

Fixed Deliverables & Pricing
01Assess

Data Audit & Source Profiling

Inspect schemas, ingestion velocity, API rate limits, and existing warehouse bottlenecks to establish scope baselines.

Deliverable
Architecture Assessment & Scope Spec
02Design

Target Schema & Pipeline Design

Map raw sources into dimensional models, define orchestration schedules, and finalize dbt transformation logic.

Deliverable
Schema Blueprint & Infrastructure Spec
03Build

ELT Pipeline & Warehouse Build

Implement automated data ingestion pipelines, configure warehouse clusters, and write validated transformation models.

Deliverable
Production Ingestion & Modeled Tables
04Deliver

Validation & Production Handover

Run data integrity reconciliation tests, connect BI dashboards, and conduct technical documentation transfer to your team.

Deliverable
Automated Stack, Docs & Runbook

Ready to scope your data engineering engagement?

Review our published packages or book a technical discovery call with our team.

TRANSPARENT ENGAGEMENTS

Published Service Packages

Fixed-scope data engineering and analytics engagements with clearly defined deliverables and published pricing — no open-ended billing or surprise fees.

Fixed Scope
Data Stack Blueprint
$4,500/ engagement
Comprehensive architecture evaluation, target schema design, and cloud infrastructure roadmap.

Key Deliverables

  • Audit existing data sources
  • Target architecture blueprint
  • Tooling selection & cost estimate
Fixed Scope
ELT Pipeline Build
$8,500/ engagement
End-to-end data pipelines connecting API and operational sources to your data warehouse.

Key Deliverables

  • Up to 5 API/database sources
  • Automated orchestration & alerts
  • Data validation test suite
Most Requested
Fixed Scope
Warehouse & BI Suite
$12,000/ engagement
Cloud warehouse dimensional modeling paired with executive and operational BI dashboards.

Key Deliverables

  • dbt transformation models
  • Executive BI dashboards
  • Semantic metrics layer
Fixed Scope
Complete Data Platform
$19,500/ engagement
Production-grade enterprise data ecosystem spanning ingestion, warehousing, and analytics.

Key Deliverables

  • Full data stack implementation
  • Role-based access & governance
  • Handover documentation & training

Need a tailored data engineering engagement?

We also provide custom data architecture blueprints and technical evaluations for specific stacks.

Schedule Consultation
Core Differentiators

Why Engineering Teams Choose Oxal Venture

We replace unpredictable IT contractor billing with focused, fixed-scope engagements. Every project produces tested data infrastructure and measurable outcomes.

DELIVERY MODEL

Senior-Led Technical Delivery

Direct engagement with experienced data architects and pipeline engineers. No junior staff handoffs, no open-ended staffing layers — only senior specialists building production-ready data systems.

Key Standard
Principal-level pipeline design
Direct code & architecture reviews
Zero account management overhead
TRANSPARENCY

Published Fixed Pricing

All engagements carry explicit scopes, fixed investment tiers, and predefined milestone deliverables. You know total costs and completion dates before work begins.

Key Standard
Upfront statement of work
Guaranteed fixed scope pricing
Zero hourly billing surprises
EXPERTISE

Full-Stack Data Depth

Comprehensive mastery across the entire data lifecycle — from ingest and ELT transformation to cloud warehousing, semantic modeling, and executive BI dashboards.

Key Standard
Modern ELT & pipeline orchestration
Cloud warehouse schema design
Optimized BI & semantic layers
METHODOLOGY

Structured, Repeatable Process

A four-phase delivery framework (Assess, Design, Build, Deliver) that guarantees rapid pipeline validation, reproducible infrastructure, and complete documentation handover.

Key Standard
Documented schema & pipeline lineage
Automated CI/CD data workflows
Full IP ownership & team training

Need a clear architectural review of your current data pipeline?

Schedule a direct technical consultation with our engineering leads to outline milestones and feasibility.

Schedule Technical Call
Production-Grade Consulting Engagements

Ready to architect reliable data infrastructure?

Connect with our senior data engineers to scope your data pipeline, warehouse migration, or business intelligence project under a defined, fixed-scope deliverable schedule.

Fixed-Scope SOW
Clear deliverables & milestones
Published Pricing
No open-ended billing surprises
Senior Delivery
Lead data engineers on every sprint
Next Step: Technical Discovery
Get a scoped implementation plan and transparent fixed quote for your team.
Contact Us
No general IT support. Consulting only.