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SOFTWARE SOLUTIONS

Metric Layer &
Decision Apps

Unified KPIs, optimization consoles, and decision APIs that turn data into action. We deliver software—not just reports.

What We Deliver

Metric Layer & Dashboards

Unified KPIs across Shopee/Lazada/TikTok with drill-downs by channel, product, campaign, and region. Real-time visibility into what matters.

KEY FEATURES
  • Consistent metric definitions across all channels
  • Real-time data refresh with anomaly detection
  • Drill-down capabilities by any dimension
  • Mobile-responsive for on-the-go monitoring
Techniques: Dimensional modeling, metric governance, data contracts

Data Connectors & ELT

Secure ingestion from e-commerce platforms, payment gateways, and internal systems. Schema mapping, data quality checks, and replay/retry capabilities.

KEY FEATURES
  • Pre-built connectors for Thai e-commerce platforms
  • Automated schema mapping and validation
  • Data quality monitoring and alerts
  • Replay failed jobs without data loss
Techniques: ELT pipelines (dbt-style), CDC, data observability

Optimization Apps

Pricing console, inventory planner, ad budget allocator with scenarios and guardrails. Test strategies before deployment.

KEY FEATURES
  • What-if scenario modeling
  • Constraint-based optimization with business rules
  • Approval workflows and rollback capabilities
  • Integration with existing ERP/OMS systems
Techniques: OR solvers, constraint programming, decision APIs

Decision APIs

Endpoints to trigger repricing, replenishment, or budget shifts from your ERP/OMS. Automate good decisions at scale.

KEY FEATURES
  • RESTful APIs with authentication
  • Rate limiting and quota management
  • Webhook support for event-driven automation
  • Comprehensive API documentation
Techniques: Event-driven architecture, API gateway, observability

Governance & Lineage

Role-based access, data lineage tracking, audit logs, and data contracts. Know who changed what and when.

KEY FEATURES
  • Fine-grained access control by role and team
  • Complete data lineage from source to dashboard
  • Audit trail for all data changes
  • Data quality SLAs and monitoring
Techniques: RBAC, lineage tracking, data contracts, audit logging

Technology Stack

Frontend
React, Next.js, TypeScript
Backend
Node.js, Python, FastAPI
Database
PostgreSQL, MongoDB, Redis
Cloud
AWS, Google Cloud, Azure
Analytics
Apache Spark, Airflow
Visualization
D3.js, Recharts, Plotly

Our Process

01

Discovery & Requirements

We start by understanding your business goals, current data infrastructure, and specific analytics needs. This phase includes stakeholder interviews and technical assessment.

02

Architecture Design

Our team designs a scalable, secure architecture tailored to your requirements. We create detailed technical specifications and data flow diagrams.

03

Development & Integration

Agile development with regular demos and feedback loops. We build the platform incrementally, ensuring each component meets your standards before moving forward.

04

Testing & Deployment

Comprehensive testing including unit tests, integration tests, and user acceptance testing. We handle deployment and provide training for your team.

05

Support & Optimization

Ongoing support, monitoring, and optimization. We continuously improve performance and add new features based on your evolving needs.

Ready to Build Your Platform?

Let's discuss how we can create a custom analytics solution that transforms your data into actionable insights and drives business growth.

Get in touch