Industrial

Enterprise Data Transformation & Analytics Platform for a Leading Real Estate and Mall Operator

Summary:

  • VentureSEA Digital partnered with Pakuwon Group to deliver a group-wide data transformation program, consolidated fragmented operational and maintenance data into a centralized analytics platform
  • Designed and implemented an enterprise-grade data architecture on AWS & enabled near real-time visibility into asset performance and maintenance efficiency
  • Reduced analysis cycles from weeks to days, accelerating management decision-making

Overview

Pakuwon Group, one of Indonesia’s most prominent real estate and mall management companies, initiated a group-wide data transformation to support more data-driven decision-making and prepare the organization for future AI adoption. Managing a large portfolio of malls and high-rise buildings nationwide, the company faced growing complexity in operational, maintenance, and asset performance data.

Challenge

Despite the scale of operations, the client had no prior experience executing a formal data transformation program. Key challenges included:

  • Operational and maintenance data fragmented across departments and business units

  • Data stored in siloed, manual, and tabular formats with limited analytical value

  • Lack of centralized data architecture and acquisition pipelines

  • Tight timelines driven by management’s transformation agenda

  • Limited visibility into asset performance, maintenance efficiency, and cost drivers

The absence of a unified data foundation made it difficult for management to identify underperforming assets, optimize maintenance spend, or gain a holistic view of operations. With annual maintenance budgets exceeding IDR 5 billion, inefficiencies persisted due to unstructured and unmonitored data.

Goal

The client aimed to establish a long-term, scalable data foundation that would:

  • Consolidate scattered operational and maintenance data into a single source of truth

  • Enable management to make faster, more informed, data-driven decisions

  • Improve asset and maintenance performance visibility across the organization

Serve as a foundation for future advanced analytics and AI initiatives

How did VentureSEA deliver the data transformation?

VentureSEA led the engagement as a data transformation partner, delivering the program in structured phases.

Assessment & Gap Analysis

  • Evaluated the existing “as-is” data landscape across departments

  • Identified silos, data quality issues, and process gaps

  • Defined a target-state data architecture aligned with business objectives

Data Architecture & Platform Design

  • Designed a centralized data architecture on AWS to support analytics and scalability

  • Implemented a data warehouse and data marts using AWS Redshift

  • Established governance principles to ensure consistent and reliable data access

 

Data Engineering & ETL Implementation

  • Built and provisioned ETL pipelines to ingest and transform data from multiple source systems

  • Standardized and structured raw maintenance and operational data

  • Enabled near real-time data availability for analytics use cases

Business Intelligence & Analytics Enablement

  • Developed interactive BI dashboards using AWS QuickSight

  • Customized dashboards for different business functions, including management, operations, and maintenance teams

  • Enabled users to quickly identify trends, inefficiencies, and asset performance issues

Outcome & Impact

  • Successfully consolidated siloed data sources into a centralized data platform

  • Deployed an enterprise-grade data warehouse and data marts on AWS

  • Enabled near real-time visibility into asset performance and maintenance operations

  • Reduced analysis cycles from weeks to days, significantly accelerating decision-making

  • Improved identification of underperforming and productive assets, supporting more accurate maintenance and replacement decisions

  • Established a scalable data foundation to support future advanced analytics and AI-driven optimization initiatives

Business Value

By transforming fragmented operational data into a unified analytics platform, Pakuwon Group gained a clear, organization-wide view of asset performance and maintenance efficiency. This enabled management to make faster, more confident decisions, optimize maintenance spend, and lay the groundwork for data-driven and AI-enabled real estate operations at scale.

Industry

Financial Services & Fintech

Client profile

Consumer loan provider

Core problem

Manual credit assessment and fragmented data

Services Delivered

Data Engineering, Data Platform, Bespoke AI Modeling

Impact

20–25% reduction in non-performing loans, 30–40% faster loan approvals, improved portfolio quality without reducing acceptance rates

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