Ways to work together

Services

Three bounded engagements. Each one lists what it produces and where it stops. The linked case study shows the same kind of work in the public repositories.

01–03

What I can help you build

Narrow by design. The boundary is part of the offer.

01

Dashboard & reporting systems

Who this is for
Teams working from marketplace, finance or operations exports that do not yet give one consistent view.
The problem
Numbers live in several exports with different columns, statuses and periods, so every report is rebuilt by hand.
What you provide
Representative exports, field definitions, the reporting questions that matter and data-owner context.
What may be delivered
  • A cleaned reporting layer with documented transformations
  • A dimensional model and a documented measure register
  • A focused dashboard or a handover reporting register
Where it stops
A dashboard cannot repair missing source history or prove a business outcome on its own.
Demonstrated in
Multi‑Channel E‑commerce Sales Pipeline
02

Data pipelines & operational automation

Who this is for
Operations and finance teams with a repeated, fragile spreadsheet process that needs to become auditable.
The problem
Repeated data handling needs explicit validation, recoverable runs and a single inspectable source of truth.
What you provide
Sample inputs, expected outputs, known failure cases, access constraints and ownership rules.
What may be delivered
  • A bounded transformation pipeline with validation tiers
  • Idempotent loading and preserved audit records
  • Tests and handover documentation
Where it stops
Automation scope depends on stable inputs, permitted access and agreed exception handling; it does not replace human review.
Demonstrated in
Finance ETL Pipeline
03

Analytics engineering & data modeling

Who this is for
Teams needing structured SQL analysis modules, conformed star schemas, and auditable metrics across datasets.
The problem
Disorganized queries and siloed spreadsheets create conflicting metrics and unrepeatable reporting.
What you provide
Table schemas, calculation specifications, business definitions, and reporting requirements.
What may be delivered
  • Conformed dimensional models (Facts & Dimensions)
  • Tested SQL analysis modules and documented measure registers
  • Data dictionary and schema relationship mapping
Where it stops
Analytics models require accessible database tables and confirmed domain rules; they reflect source data quality.
Demonstrated in
Shopee Thailand Analytics

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