Smart Data Forge LLC 25 Years in IT Transformation Fortune 500 Delivery
Data modernization · Cloud · AI/ML

Forging data into decisions that move enterprises forward.

We design and deliver production-grade data platforms, cloud migrations, and AI systems for Fortune 500 leaders. Faster time to insight. Autonomous agents. Predictive and prescriptive analytics — built to scale, governed to last.

— The Forge in Numbers
25+
Years in IT
Transformation
10+
Fortune 500
Engagements
5
Industries
Served Deeply
100%
Cloud & AI
Native Delivery

— Selected Engagements

Trusted by Fortune 500 leaders across payments, aerospace, banking, healthcare, media, and energy.

Mastercard
Amazon
Disney
Snowflake
Boeing
HSBC
PPG
Hawaiian Electric
BlueCross BlueShield
Databricks

Client names referenced represent past and present engagements. All trademarks are the property of their respective owners.

Capabilities

What we forge.

Four disciplines, one continuous practice. We take enterprises from fragmented legacy estates to governed, AI-ready data platforms — and the agents, insights, and products that run on top of them.

01 — Modernization

Data Platform Modernization

Replatforming legacy warehouses, ETL estates, and data lakes onto modern lakehouse architectures. Medallion design, governed Bronze/Silver/Gold layers, Unity Catalog and Lake Formation — engineered for cost, performance, and compliance.

02 — Migration

Cloud Migration at Scale

End-to-end migrations to AWS, Azure, and GCP — including GovCloud and regulated environments. CDC pipelines, Oracle-to-lakehouse tracks, DDL decomposition, and reconciliation frameworks built for zero-drift cutovers.

03 — Big Data Conversion

Big Data Conversion

Hadoop-to-lakehouse, Elasticsearch-to-object-store, and proprietary-to-open-format conversions at hundred-terabyte scale. Delta and Iceberg transitions with retry, reconciliation, and reprocessing built in from day one.

04 — AI/ML & Agents

AI/ML, RAG & Autonomous Agents

Production RAG services, LangGraph-orchestrated agents, MLflow-governed model pipelines, and NLP-driven data search. Self-healing workflows with human-in-the-loop checkpoints — trustworthy, observable, and governed.

Outcomes

From raw data to decisions.

We're measured by what our platforms deliver. These are the outcomes we design for — and the ones we've shipped, again and again, across regulated and non-regulated estates.

O/01

Faster time to insight

Governed self-service analytics that compress reporting cycles from weeks to hours — with trustworthy lineage and audit-grade controls.

O/02

Predictive & prescriptive analytics

Forecasting, risk, and optimization models embedded directly into operational systems — not slide decks — so the business can act on them.

O/03

Self-healing autonomous agents

Agentic workflows that detect, diagnose, and remediate — reducing incident load, accelerating migrations, and running data operations without the overnight pager.

O/04

NLP-driven data search

Natural-language interfaces over the lakehouse. Business users ask questions in plain English; the platform returns governed, cited, explainable answers.

O/05

Data products, not projects

Durable, versioned, owned data assets with SLAs — replacing one-off extracts and fragile pipelines with reusable building blocks.

Platforms & partners

Cloud-native. Platform-fluent.

Deep practitioner-level experience across the platforms where enterprise data actually lives. Our architects have built, tuned, and governed these at scale in production — not just in demo environments.

Data & Lakehouse

— Where we build
Databricks Snowflake Google BigQuery Cloudera Hadoop Delta Lake Apache Iceberg Unity Catalog Lake Formation Alation Microsoft Purview Palantir Foundry MLflow LangGraph

Hyperscalers & AI

— Where we deploy
AWS AWS GovCloud Microsoft Azure Google Cloud Amazon Bedrock Azure OpenAI Vertex AI Mosaic AI Snowflake Cortex AI Power BI / Tableau
Industries

Five sectors. Deep domain fluency.

We don't just know the tech — we know the regulations, the data shapes, and the reporting obligations. From FedRAMP-High workloads to PCI-DSS payment flows, from HIPAA-bound claims to ISA-95 manufacturing telemetry.

Energy & Utilities

Grid · Gen · Assets

FinOps & Financial Services

Banking · Payments · Risk

Healthcare & Life Sciences

Claims · EHR · Populations

Oil & Gas

Upstream · Mid · Downstream

Manufacturing

ISA-95 · Supply · Quality

How we engage

Programs built to deliver.

Every engagement is scoped around a measurable business outcome. These are the programs we deliver most — from accelerating AI adoption to hardening governance and guardrails.

Program · 01

AI adoption & enterprise enablement

From strategy through pilot to production. We take AI from PoC purgatory to scaled adoption with clear KPIs, change management, and user enablement.

Program · 02

Automated pipelines with AI autonomous agents

Agent-driven data pipelines that self-diagnose, self-remediate, and self-optimize — reducing manual toil while accelerating delivery velocity.

Program · 03

Enterprise data governance

End-to-end governance foundations: data catalogs, lineage, stewardship, access controls, and regulatory reporting — built on Unity Catalog, Purview, Alation, or Collibra.

Program · 04

Data observability

Quality, freshness, schema, and cost observability across the lakehouse. SLO-driven monitoring that catches issues before the business feels them.

Program · 05

Fraud, waste & abuse (FWA) and fraud detection

ML and agentic patterns for claims integrity, transaction fraud, and anomaly detection — tuned for explainability, auditability, and regulator review.

Program · 06

AI governance & guardrails

Responsible AI frameworks: model risk management, bias and fairness testing, PII guardrails, prompt safety, and continuous model evaluation.

— Business outcomes delivered
Improved time to market

Ship data products in weeks, not quarters.

Enhanced security

FedRAMP / PCI / HIPAA-grade controls by design.

Improved scalability

Petabyte-ready lakehouses, elastic compute.

Improved performance

Query & pipeline SLOs tuned for real workloads.

Lower operating cost

Cloud adoption & AI automation cut ops & licensing spend.

Let's build

Bring us your hardest data problem.

A legacy warehouse you can't retire. A migration that's stalled. An AI initiative that can't get past pilot. We'd like to hear about it.