Extract From Real Sources
Pull data from spreadsheets, CSVs, APIs, databases, cloud storage, vendor files, and internal systems.
FOR TEAMS WITH MESSY REAL-WORLD DATA
Turn scattered data into trusted business decisions.
We design and build production-ready data pipelines that extract messy source data, apply your business rules, and load clean outputs your team can trust.
Remote • Custom multi-source pipelines • Project-based pricing
Files
APIs
Databases
Vendor Data
→
Map • Clean • Validate • Load
→
Warehouse
Data Models
Analytics Tables
Downstream Tools
WHAT GETS BUILT
Custom pipelines that replace fragile scripts and manual cleanup.
Standardize the Mess
Normalize column names, data types, units, timestamps, identifiers, and formats across inconsistent sources.
Apply Business Logic
Map fields, join datasets, calculate derived values, and shape data around how your business actually works.
Validate the Pipeline
Add checks for missing records, duplicates, schema changes, control totals, failed loads, and unexpected source changes.
Create Trusted Outputs
Move clean data into warehouses, databases, analytics tables, dashboards, applications, or downstream workflows.
Run It Reliably
Deploy scheduled jobs with logging, monitoring, alerts, documentation, secure secrets, and support options.
STARTING PRICES
Project pricing first, hourly support when it fits.
Most pipeline work is scoped as a project so the deliverables are clear. Hourly support is available for audits, fixes, enhancements, and ongoing improvements.
Starter Pipeline
$1,500+
For one small workflow, source, or recurring file process.
- 1 primary source
- Basic mapping and transformation
- Clean analytics-ready output
- Documentation and handoff
Business Pipeline
$3,500+
For recurring multi-source data movement, transformation, and automation.
- Multiple files, APIs, or databases
- Scheduled pipeline
- Validation, control checks, and error logging
- Trusted analytics-ready data model
Advanced Pipeline
$6,000+
For production-grade workflows with more sources, rules, and reliability needs.
- Complex business rules
- Multiple systems and integrations
- Retries, monitoring, and alerts
- Cloud deployment and documentation
Hourly / Advisory
$75-$125/hr
For audits, debugging, small fixes, schema changes, API changes, and targeted consulting.
Discovery / Audit
$300-$750
For reviewing sources, rules, risks, and the practical scope of a first pipeline version.
Ongoing Support
$500+/mo
For monitoring, fixes, small enhancements, schema updates, and pipeline maintenance.
Note: final pricing depends on source systems, data quality, volume, refresh frequency, business rules, and deployment needs.
ABOUT
Built by a software engineer who understands operations.
Jaek Jay is led by Tee Kimleng Nguov, a software engineer with experience building internal business applications, APIs, database systems, and operational tools. Tee also spent several years running a logistics business, which shaped the company's practical understanding of messy spreadsheets, reports, and manual processes.
The focus is straightforward: build systems that save time, reduce repetitive work, and make business data more reliable.
NEED DATA TO MOVE CLEANLY?
Show us the sources, rules, and destination.
We can help scope a production-ready first version that moves the data without adding more manual work.