Veteran-Owned · Federal-Ready · Tampa, FL

We build enterprise data and AI platforms for mission-critical work.

StreamLine Data Consulting builds and operates the streaming pipelines, lakehouse platforms, and AI/ML data infrastructure that federal agencies and Fortune 100 enterprises rely on. Senior engineering judgment, delivered hands-on by the founder — no offshore handoff, no junior bench, no surprises.

Business Size
Small Business
UEI
HG1GZCFRQ6V9
CAGE Code
In Process
Primary NAICS
541511
Entity Type
LLC · Florida
SBA VetCert
In Process
What We Build

Core capabilities purpose-built for production data systems.

Specialized practice areas across streaming, cloud-native data platforms, and AI/ML infrastructure. Every engagement is owned end-to-end — architecture, build, deploy, and operate — by the same senior engineer who designed it.

01 / 06

Real-Time Data Engineering

Streaming pipelines that move and transform data with sub-second latency in regulated, mission-critical environments.

  • Apache Kafka · Apache Flink
  • Stream-native databases (Materialize, RisingWave)
  • Real-time OLAP (ClickHouse, Apache Pinot)
  • Event-driven architecture & CDC
02 / 06

Cloud Data Platforms

Lakehouse and warehouse architectures on AWS, Azure, and hybrid environments — modernized, secure, cost-aware.

  • AWS-native data services (Glue, EMR, Redshift, Kinesis)
  • Iceberg · Delta Lake · Parquet
  • Snowflake & Databricks engineering
  • FinOps for data — cost optimization
03 / 06

AI/ML Data Infrastructure

The data layer that powers production AI systems — engineered for reliability, observability, and audit-readiness.

  • Embedding pipelines & vector databases
  • Retrieval-augmented generation (RAG)
  • Feature stores & online ML serving
  • LLM observability & evaluation pipelines
04 / 06

Data Platform Modernization

Migrate legacy ETL and batch workloads to modern, scalable, cloud-native architectures without breaking the business.

  • Legacy-to-cloud data migration
  • Batch-to-streaming refactor
  • Data quality, lineage & observability
  • Orchestration (Airflow, Dagster, Prefect)
05 / 06

Data Governance & Compliance

Audit-ready data systems for regulated industries and federal customers handling sensitive or controlled information.

  • Lineage & metadata management
  • Data contracts & schema governance
  • PII handling & access controls
  • FedRAMP-aware architectures
06 / 06

Technical Advisory

Senior engineering judgment for teams making architectural decisions with multi-year consequences and seven-figure stakes.

  • Architecture reviews & second opinions
  • Vendor & tooling evaluation
  • Build-vs-buy analysis
  • Technical due diligence
Technology & Credentials

A modern, battle-tested stack — backed by certified expertise.

Production fluency across the tools that matter for streaming, cloud-native data platforms, and AI/ML systems. Founder credentials verified through industry certifications.

Apache Kafka
Streaming
Apache Flink
Streaming Compute
AWS
Cloud Platform
Snowflake
Data Warehouse
Databricks
Lakehouse
Apache Iceberg
Table Format
ClickHouse
Real-Time OLAP
Python · SQL
Languages
Airflow · Dagster
Orchestration
dbt · SQLMesh
Transformation
Vector DBs
AI/ML Data
Terraform
Infrastructure
AWS Certified Data Engineer
CompTIA Security+
M.S. Financial Engineering — Stevens Institute of Technology
U.S. Army Veteran
Past Performance

Senior engineering leadership across Fortune 100 environments.

Over a decade of production data engineering across some of the most operationally demanding companies in financial services and automotive. References available on request.

Real-Time Streaming
Rocket Mortgage
Senior Data Engineer

Architected and shipped real-time streaming data infrastructure for the mortgage origination platform. Built Kafka + Flink pipelines from blank slate to production, supporting customer-facing decisioning with sub-second data freshness.

<1s
Pipeline Latency
24/7
Production Uptime
Solo
End-to-End Build
Enterprise Data Platform
Ford Motor Company
Senior Data Engineer

Engineered enterprise data platform components for connected-vehicle and manufacturing data systems. Designed scalable pipelines integrating IoT telemetry, plant-floor signals, and downstream analytics for cross-functional engineering teams.

TB+
Daily Throughput
Multi
Region Architecture
Cloud
Migration Delivered
Regulated Financial Data
JPMorgan Chase
Data Engineer

Built financial data pipelines and contributed to cloud migration efforts within a tightly regulated environment. Delivered audit-ready ETL workflows with strict data governance, lineage, and compliance requirements.

SOX
Audit Compliant
Cloud
Migration Delivered
Fortune 100
Scale
Risk & Analytics
First Republic Bank
Data Engineer

Built risk and analytics data infrastructure supporting private banking and wealth management lines of business. Delivered reliable data pipelines for risk reporting, portfolio analytics, and regulatory submissions.

Risk
Analytics Platform
Reg
Reporting Delivered
Wealth Mgmt
Line of Business
Why StreamLine

Senior-grade execution at a small-business price point.

No layers of project managers. No bait-and-switch from senior pitch to junior delivery. The engineer who designs your system is the engineer who builds and operates it.

01

Senior Hands-On Ownership

You work directly with the founding engineer — a decade of production data systems experience across regulated industries. No handoff to junior offshore teams.

02

Streaming & Real-Time First

Specialized in the operationally hardest corner of data engineering. Built Kafka + Flink streaming pipelines from blank slate to production at Fortune 100 scale.

03

AI-Native Data Engineering

We don't just build data pipelines — we build the data infrastructure that powers AI systems. Embedding pipelines, RAG retrieval, vector stores, evaluation frameworks.

04

Veteran-Owned Discipline

U.S. Army veteran founder. Delivery discipline, security mindset, and accountability to mission — applied to every engagement, federal or commercial.

05

Federal-Ready Compliance

Registered on SAM.gov. SBA VetCert application in process. NAICS-aligned across 541511, 541512, 541519, 518210, 541611, and 541690.

06

Modern Stack Fluency

AWS Certified Data Engineer. Production experience across the tools vendors over-promise on — and clarity on which ones are worth the spend.

Founder

Built and led by a senior engineer who's done the work.

StreamLine Data Consulting was founded on the conviction that mission-critical data systems deserve mission-critical engineering — delivered by people who have actually shipped them.

Principal Engineer
Founder · StreamLine Data Consulting
  • BranchU.S. Army
  • CertificationAWS Data Engineer
  • CertificationCompTIA Security+
  • GraduateM.S. Financial Engineering
  • SchoolStevens Institute
  • Experience10+ Years
  • LocationTampa, FL

StreamLine Data Consulting LLC was founded after a decade of building production data systems for some of the most demanding enterprise environments in the United States — Fortune 100 banks, automotive primes, and high-throughput financial services platforms.

The firm specializes in the operationally hardest corner of the field: real-time streaming data systems running 24/7 in regulated industries, where downtime and data loss are not options. The founder has architected and shipped end-to-end Kafka + Flink streaming infrastructure from blank slate to production scale, owning every layer of the stack personally.

Following service in the U.S. Army, the founder established StreamLine specifically to bring that enterprise-grade engineering rigor to federal data modernization efforts — where mission-critical outcomes, security accountability, and long-term system stewardship matter most. The firm is built on the conviction that contracting agencies deserve the same seriousness of engineering that Fortune 100 enterprises pay top dollar for.

Get in Touch

Let's talk about your data mission.

For capability statement requests, contracting officer inquiries, teaming opportunities, or general questions — reach out directly. Every email is read and answered by the founder.

General & Federal Inquiries
contact@streamlinedataconsulting.com
Location
Tampa, Florida
Hours
Mon–Fri · 9:00 AM – 6:00 PM ET