ETL failures
Broken or unreliable data movement creates delays, rework and reporting gaps.
Data Engineering & Platforms
Data Engineering
Build reliable data pipelines, warehouses, lakes and platforms that teams can trust.
Ingestion
ETL / ELT
Quality
Data Engineering & Platforms
trusted data flow → stronger reporting foundations
Data pipelines
Warehouses
Lakes / Lakehouses
Reporting foundations
Problems to Mention
Problems DataGridz solves across engineering and platforms.
Duplicated data
Duplicate datasets create confusion, storage waste and inconsistent business logic.
Manual Excel reporting
Teams spend time cleaning, combining and checking spreadsheets manually.
Inconsistent business reports
Different dashboards and teams show different versions of the truth.
Slow data processing
Delayed pipelines and batch-heavy workflows slow reporting and analytics.
Inability to scale analytics
Legacy foundations cannot support growing data, users and business intelligence needs.
Swipe problems
What to Include
The engineering and platform work inside Data Engineering & Platforms.
Data ingestion
Move data from source systems into reliable engineering foundations.
ETL / ELT
Transform and prepare data for reporting, analytics and operational use.
Data warehousing
Create structured data foundations for trusted business reporting.
Data lakes / lakehouses
Support scalable storage and analytics across large enterprise data estates.
Data marts
Organise business-ready data for teams, departments and specific use cases.
Data quality
Improve accuracy, consistency, validation and trust in business data.
MDM
Create cleaner master data for customers, products, locations and core entities.
Real-time data flow
Enable faster movement of data for timely analytics and operational visibility.
Reporting foundations
Build trusted datasets that BI, dashboards and analytics teams can rely on.
Swipe services
Business Outcomes
Outcomes created by stronger data engineering foundations.
Accurate reporting
Teams work from cleaner, trusted and more consistent business data.
Faster decision-making
Better data flow helps leaders access timely information faster.
Reduced manual effort
Less spreadsheet work, manual reconciliation and repetitive reporting clean-up.
Cleaner data flows
Data moves through clearer, more reliable and governed pipelines.
Stronger business intelligence foundations
BI teams get a better platform for dashboards, analytics and insight delivery.
Swipe outcomes
Proof to Connect
Relevant proof for data engineering and platform modernisation.
Health Insurance
Health insurance data remediation
Relevant proof for ETL cleanup, data quality and faster claims reporting foundations.
Data remediation
F&B
F&B data management
Relevant proof for cleaner operational data, unified reporting and business-ready data flows.
Data management
Telecom
Telecom data lake deployment
Relevant proof for scalable lake foundations, high-volume processing and analytics readiness.
Data lake deployment
Swipe proof