DATA
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Data Analytics
& Machine Learning

Turn raw data into competitive advantage. We build data pipelines, dashboards, and ML models that give your business the clarity to act and the intelligence to predict.

Your data is talking. Are you listening?

Most companies collect mountains of data but use a fraction of it. Spreadsheets get emailed around, reports are generated manually, and decisions are made on gut feeling instead of evidence.

We change that. From building automated data pipelines to deploying predictive ML models, we turn your data infrastructure into a decision-making engine, one that's always on, always accurate, and always actionable.

Pipeline Automated data ingestion & transformation
Real-time Dashboards that update as your data changes
analytics_dashboard.app Illustrative
Revenue HK$4.2M +12.3%
Orders 1,847 +8.1%
Churn 2.4% -1.2%
Monthly Revenue Trend
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Widget ProHK$1.2M+18%
Service PlusHK$890K+7%
Basic PlanHK$456K-3%

Our Data Services

Data Warehousing

Centralise your scattered data sources into a single, queryable warehouse. We design schemas, build ETL pipelines, and ensure your data is clean, consistent, and ready for analysis.

BigQuery · Snowflake · Redshift

BI Dashboards

Interactive dashboards that refresh automatically and answer your business questions in real-time. No more waiting for weekly reports. See what's happening now.

Metabase · Tableau · Power BI

Predictive Analytics

ML models that forecast demand, predict churn, estimate lifetime value, and identify anomalies. Turn historical patterns into future insights.

scikit-learn · XGBoost · Prophet

Custom ML Models

Purpose-built machine learning models for classification, regression, clustering, and recommendation. Trained on your data, deployed in your infrastructure.

TensorFlow · PyTorch · MLflow

Data Pipelines

Automated ETL/ELT pipelines that extract from any source, transform reliably, and load into your warehouse on schedule. Self-healing with alerting on failures.

Airflow · dbt · Prefect

Data Visualisation

Custom data visualisations embedded in your applications. Interactive charts, maps, and reports that make complex data intuitive for any audience.

D3.js · Plotly · Apache ECharts
Drag to explore

The Data Pipeline

Every analytics project follows the same structured architecture, from raw data to actionable insights.

01Sources
Databases APIs Files IoT
02Ingest
Extract Stream Batch
03Transform
Clean Normalise Enrich
04Store
Warehouse Lake Cache
05Analyse
Query Model Train
06Deliver
Dashboard API Alerts

Data Solutions By Sector

Financial Analytics

Risk scoring, fraud detection, portfolio optimisation, and regulatory reporting dashboards.

Finance

Retail Intelligence

Demand forecasting, customer segmentation, basket analysis, and pricing optimisation.

Retail

Supply Chain Analytics

Route optimisation, inventory forecasting, supplier performance tracking, and delivery ETA prediction.

Logistics

Healthcare Insights

Patient flow analysis, resource utilisation, treatment outcome tracking, and clinical trial analytics.

Healthcare

Trading Analytics

Market sentiment analysis, algorithmic signal generation, backtesting frameworks, and real-time P&L dashboards.

Finance

Customer Analytics

CLV prediction, churn models, RFM segmentation, and personalised recommendation engines.

Retail

Fleet Management

GPS telemetry analysis, fuel consumption optimisation, driver behaviour scoring, and predictive maintenance.

Logistics

Operational Analytics

Bed occupancy prediction, staff scheduling optimisation, equipment utilisation, and cost-per-patient tracking.

Healthcare

Data In Action

Our own accounting platform's analytics layer — a live financial dashboard that turns the ledger into liquidity ratios, outstanding balances and cash-flow & profit trends at a glance.

Challenge

A company's numbers (invoices, expenses, bank balances and the general ledger) only help if someone can see the shape of them. Raw ledgers and spreadsheets don't answer "how's our cash flow?" or "what's still outstanding?" without manually compiling reports every month.

Solution

As part of our own Profex Accounting System, we built a financial dashboard on top of the double-entry ledger: liquidity ratios, outstanding receivables and payables, and cash-flow and net-profit trends, computed per company with tenant isolation and refreshed from live data, invoice to statement.

LiveLiquidity, cash-flow & profit trends
Per companyTenant-isolated analytics
Invoice → ledgerStraight from live data
Next.jsRefineAnt DesignDjango RESTPostgreSQL

Our own HR platform's reporting layer: attendance and leave-balance reports plus a live shift-distribution chart — giving managers workforce visibility without leaving the system.

Challenge

Attendance, leave and shift data lived across separate HR modules with no single view for managers. Checking headcount coverage, leave balances or pending vs. approved shifts meant opening several screens, with no reporting layer to answer everyday workforce questions.

Solution

As part of our own Profex HRMS, we built a dedicated reporting layer on the same Next.js front end: attendance and leave-balance reports, and a live shift-distribution chart plotting pending vs. approved shifts by date, rendered with Recharts and backed by the Spring Boot API.

Built-inAttendance & leave-balance reports
Live chartPending vs. approved shifts by date
In productionRuns inside our own HRMS
Next.jsRechartsSpring BootMySQL

Our Stack

Data Engineering

Apache Airflow
dbt
Apache Kafka
Spark

ML & Analytics

Python / Pandas
scikit-learn
TensorFlow / PyTorch
MLflow

Databases & Cloud

BigQuery
PostgreSQL
Snowflake
AWS / GCP

Visualisation

Metabase
Grafana
D3.js / Plotly
Tableau

Ready to Unlock Your Data?

Tell us what data you have and what questions you need answered. We'll show you what's possible.

Start Your Data Project