Fix Your Messy
Data Systems

DataForge
Make Your Data Work
Cloud
AWS logoAzure logo
Lakehouse
Databricks logo
Data Cloud
Snowflake logo
Quality
dbt logo
Testing
AI
OpenAI logo
Output
Power BI logo
AI Apps

Bring the problem that is slowing you down: dashboards that do not match, a pipeline that keeps failing, a cloud bill that is hard to explain, a portfolio project that needs to look serious, or an architecture you need to present clearly.

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

Diagnosis to roadmap

Messy Data To Trusted Decisions

CloudAWS / Azure
LakehouseDatabricks
Data CloudSnowflake
FabricMicrosoft
PipelinesBatch / Real-time
QualityObservability
AI DataRAG / Vector
DecisionsBI / AI Apps

Why People Stay Stuck

Real data problems do not look like clean tutorials.

Before state: scattered data, conflicting dashboards, and blocked decisions.
Fragmented

What blocks progress

The Problems That Make Data Work Stall

The blocker is usually not one missing tool. It is mismatched numbers, fragile workflows, unclear ownership, and costs no one can explain.

  • Dashboards disagree and nobody knows which number to trust
  • Pipelines fail right before a report, demo, or client deadline
  • Cloud spend keeps climbing without a clear owner or fix
  • The architecture is hard to explain to a manager, client, or interviewer
After state: governed data, quality controls, and trusted dashboards.
Structured

What we do

What DataForge Helps You Leave With

We turn the messy part into a diagnosis, fix list, and story you can use with your team, client, recruiter, or founder.

  • Trace broken numbers back to sources, logic, and ownership
  • Stabilize the workflow before adding more tools
  • Identify the cost and reliability fixes with the fastest payoff
  • Turn the work into a clear diagram, roadmap, or project story
Concrete Problems

Bring what is breaking. Leave with what changes.

The offer is simple: we help you understand the problem, choose the next useful fix, and explain the system without technical fog.

What we debug

  • Dashboards that show different numbers for the same question
  • Pipelines that fail, run slowly, or need too much manual babysitting
  • Cloud bills that keep rising without a clear reason
  • Architecture choices that are hard to explain to a client, manager, or interviewer
  • AI or search projects where the source data is not trusted yet
  • Portfolio projects that need to look serious, current, and defensible

What you leave with

  • Plain-English diagnosis of what is actually wrong
  • Root-cause map for numbers, workflow failures, or cost issues
  • Prioritized fix list with quick wins and bigger repairs separated
  • Ownership, quality, and monitoring rules people can follow
  • Client, founder, or interview-ready explanation of the work
  • Next-step roadmap that does not require guessing

Problems and platforms we cover

Dashboard trustPipeline failuresCloud cost clarityPortfolio projectsArchitecture storytellingAI-ready dataReporting cleanupOwnership rulesQuality checksMonitoringAWSAzureDatabricksSnowflakeMicrosoft FabricLakehouseData + AIRAG PipelinesVector SearchAI-ready DataData QualityObservabilityGovernanceCost OptimizationReal-time DataPySparkSQLPythondbtAirflowPostgreSQLDockerCI/CD
Help for real blockers

Fix the Data Problems Slowing Down Your Decisions

For founders, freelancers, and small teams that need to resolve conflicting dashboards, fragile pipelines, unclear cloud costs, or projects that are hard to explain.

Data Trust & Cost Diagnosis

$750-$1,500

When dashboards do not match, cloud spend keeps rising, or the architecture feels unclear, we find the causes and deliver a prioritized roadmap.

Pipeline or Project Rescue Sprint

$3,000-$8,000

We fix or build the workflow blocking your reporting, client demo, AI/search project, or portfolio.

Monthly Data Decision Support

$1,000-$3,200/mo

Monthly support for teams or founders who need help with conflicting numbers, pipeline incidents, costs, and architecture decisions.

Professional workspace with dashboards, data architecture diagrams, and governance notes.
Diagnose
Stabilize
Handoff
1-on-1 Data Problem Help

Choose How You Want To Get Unstuck

Start with a focused diagnosis, a live rescue session, or a deeper audit of the issue your team is already working around.

1 Hour
$140USD

Clarify the problem in front of you: mismatched numbers, a confusing bill, a portfolio project, or your next career move.

  • Fast diagnosis
  • Likely root causes
  • Prioritized action plan
  • Follow-up notes
Book Diagnosis Call
Best Value
2 Hours
$250USD

We work live on the workflow, dashboard, model, cost issue, or project blocker slowing you down.

  • Screen sharing
  • Guided debugging
  • Architecture review
  • Fix list and action document
Fix My Pipeline
Data Audit
7 Hours
$800USD

A deeper audit of reporting trust, workflow reliability, cloud costs, quality, ownership, and AI readiness.

  • Architecture audit
  • Cloud cost review
  • AI readiness
  • Quality, ownership, observability
  • Prioritized roadmap
  • Follow-up support
Book Data Audit

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

Start Your Journey

Need help making sense of a messy data problem?

Bring the dashboard mismatch, failing workflow, confusing architecture, cloud bill, portfolio project, or career question. We will turn it into a clear plan.

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