Build AI-Ready
Cloud Data Systems

Bring us your messy data problem: unclear cloud platform, AI/RAG pipeline, Snowflake or Databricks costs, data quality, portfolio project, or career transition. Leave with a clear diagnosis and a practical plan.

For analysts, junior engineers, freelancers, founders, and small teams with a real problem to solve.

Data + AI Architecture

How AI-Ready Data Platforms Work

The modern stack behind analytics, RAG, dashboards, and cloud data products

Cloud
Lakehouse
Data Cloud
Fabric
Pipelines
Quality
AI Data
Decisions

This is the kind of cloud data and AI-ready platform we help you design, debug, optimize, or turn into a serious portfolio project.

Concrete Help

Bring the messy part. We turn it into decisions.

The offer is simple: we help you debug, design, explain, or ship modern cloud data and AI-ready systems.

What we debug

  • AWS/Azure data platform decisions that are hard to untangle
  • Snowflake warehouse costs, slow queries, and trust issues
  • Databricks lakehouse jobs that fail or run too slowly
  • Microsoft Fabric / lakehouse architecture choices
  • AI-ready data pipelines for RAG, search, and analytics
  • Portfolio projects that need to look serious and current

What you leave with

  • Architecture diagram
  • Fix list and priorities
  • Cost and reliability risks
  • Data quality, observability, and governance plan
  • Interview-ready project story
  • Next-step implementation roadmap

Platforms and themes we focus on

AWSAzureDatabricksSnowflakeMicrosoft FabricLakehouseData + AIRAG PipelinesVector SearchAI-ready DataData QualityObservabilityGovernanceCost OptimizationReal-time DataPySparkSQLPythondbtAirflowPostgreSQLDockerCI/CD

Why People Stay Stuck

Real data problems do not look like clean tutorials.

What blocks progress

The Problem with Most Training

Traditional courses teach tools in isolation. Real jobs require integrated system thinking.

  • Toy datasets that never fail
  • No debugging experience
  • Missing production patterns
  • Outdated architectures

What we do

Our Approach

We built DataForge to bridge the gap between training and real-world engineering.

  • Real production systems
  • Complex data scenarios
  • Debugging under pressure
  • Modern cloud architecture
1-on-1 Programs

AI-Ready Data, Cloud Platforms, and Mentorship

Structured 1-on-1 programs for AWS, Azure, Databricks, Snowflake, Microsoft Fabric, lakehouse architecture, and Data + AI pipelines.

AI-Ready Data Engineer

Outcome:

  • Understand AWS, Azure, Databricks, and Snowflake
  • Build an AI-ready data foundation
  • Present your cloud architecture clearly

Data + AI Pipeline Builder

Outcome:

  • Build a modern Data + AI pipeline
  • Prepare data for RAG and search
  • Practice project and architecture discussions

Cloud Data Platform Mentorship

Outcome:

  • Review AWS/Azure/Fabric platforms
  • Optimize Databricks, Snowflake, and cloud costs
  • Think in governance, reliability, and tradeoffs

Each Program Includes

Live SessionsInteractive learning
Real ProjectsHands-on practice
GuidancePersonalized mentorship
PortfolioJob-ready work
Productized Consulting

Turn Your Data Into an AI-Ready Cloud Platform

For founders, freelancers, and small teams that need an audit, a shipped Data + AI pipeline, or recurring technical support.

AI-Ready Data Stack Audit

$750-$1,500

We review AWS/Azure, Databricks, Snowflake, Fabric, cost, quality, and AI readiness, then deliver a prioritized roadmap.

Data + AI Pipeline Build Sprint

$3,000-$8,000

We build or fix one cloud pipeline for analytics, RAG, search, or AI-ready systems.

Monthly Data Engineering Support

$1,000-$3,200/mo

Monthly support for teams or founders: AWS/Azure, Databricks, Snowflake, Fabric, governance, cost, and debugging.

1-on-1 Data Engineering Help

Choose How You Want To Get Unstuck

Start with a focused strategy call, a technical rescue session, or a deeper audit of your data stack.

1 Hour
$140USD

Clarify your next move around AWS, Azure, Databricks, Snowflake, Fabric, portfolio, or career direction.

  • Fast diagnosis
  • Prioritized action plan
  • Cloud/AI recommendations
  • Follow-up notes
Book Strategy Call
Best Value
2 Hours
$250USD

We debug your Data + AI pipeline, cloud workflow, Databricks job, Snowflake model, or RAG data issue live with you.

  • Screen sharing
  • Guided debugging
  • Cloud architecture review
  • Fix list and action document
Fix My Pipeline
Stack Audit
7 Hours
$800USD

A deeper audit of your AWS/Azure, Databricks, Snowflake, or Fabric stack with AI-readiness, cost, quality, and governance recommendations.

  • Cloud architecture audit
  • Snowflake/Databricks cost review
  • AI/RAG readiness
  • Quality, governance, observability
  • Prioritized roadmap
  • Follow-up support
Book Stack Audit

These sessions are designed to turn a messy problem into clear next actions.

Start Your Journey

Need an AI-ready data platform?

Bring the cloud platform, pipeline, RAG, Snowflake, Databricks, Fabric, portfolio, or career question. We will turn it into a clear plan.

Clear action plan
Direct 1-on-1 help
Real problems, not tutorials