TMES – Technology Message
Platforms & Products

Snowflake Data Platform

Design and implement scalable cloud data platforms with Snowflake. TMES delivers end-to-end Snowflake implementation services enabling organisations to modernise data architecture, migrate legacy data warehouses and build automated data pipelines for enterprise analytics and AI readiness.

Data Ecosystem

Powering Data Innovation with TMES & Snowflake

Connect every data source into a single cloud platform — then unlock analytics, AI and real-time intelligence across the entire business.

Data Sources

SAP / Oracle ERP
Salesforce CRM
POS & eCommerce
Cloud APIs
IoT & Events
Snowflake
Snowflake
Cloud Data Platform
Ingestion & ELT
Data Warehouse
Snowpark / Cortex AI
Governance & Security

Analytics & AI

Power BI
Power BI
Tableau
Tableau
Python / ML
Python / ML
AI
AI Applications
Why Snowflake?

The Platform Built for Modern Data

10×
Faster Queries

Columnar storage and automatic clustering deliver query performance 10× faster than traditional warehouses.

30%
Cost Reduction

Pay only for compute you use — separate storage and compute scaling eliminates over-provisioning waste.

Unlimited Scale

Multiple virtual warehouses run concurrently with zero performance degradation, regardless of user load.

100%
Cloud Native

Zero infrastructure to manage. Runs on AWS, Azure and GCP with built-in replication and disaster recovery.

Snowflake's Unique Advantages

Why Leading Enterprises Choose Snowflake

Snowflake Select Partner

Snowflake Select Partner

Zero-Copy Cloning

Instantly clone databases, schemas and tables for dev, test and analytics without duplicating storage costs.

Time Travel & Undrop

Query historical data states and recover accidentally deleted data — up to 90 days back in time.

Bringing AI to the Data

Snowflake Cortex AI runs LLM functions directly inside your data platform — no data movement required.

Geospatial & Semi-structured

Native support for JSON, Parquet, Avro and geospatial data types alongside structured data in one platform.

Snowflake Cortex AI

AI-Powered Analytics for Retail & Enterprise

Snowflake Cortex AI brings large language models and ML functions directly inside your data — no data movement, no separate AI infrastructure.

Sentiment analysis on customer feedback and reviews
AI-powered demand forecasting from historical sales data
Automated anomaly detection in transactions and operations
Natural language SQL generation for business users
Product recommendation scoring at scale
Personalisation signals from unified customer profiles

Top Use Cases by Industry

Retail

Customer Behaviour Intelligence

Analyse purchase patterns, predict churn and generate personalisation signals from unified POS and loyalty data.

F&B

Menu & Demand Optimisation

Forecast demand by outlet and daypart to reduce food waste and optimise inventory replenishment.

Financial Services

Real-Time Risk Monitoring

Detect anomalies and flag suspicious transactions using ML models running directly on Snowflake.

Supply Chain

Intelligent Procurement

Consolidate supplier, logistics and inventory data to drive cost-reduction through data-driven procurement.

Delivery Approach

Our Four-Step Delivery Model

A structured, proven delivery methodology from assessment through to managed operations.

01

Discover

Assess current data landscape, business requirements and readiness for Snowflake migration.

02

Design

Define architecture, migration roadmap, data models and integration strategy.

03

Build

Develop data pipelines, data models, analytics environments and governance controls.

04

Operate

Provide managed services, ongoing monitoring, optimisation and platform governance.

Implementation Capabilities

What We Deliver

Data Platform Architecture Design

Design modern data architectures including ingestion, storage and analytics layers tailored to your business requirements.

Data Warehouse Migration

Migrate from on-premise or legacy platforms into the Snowflake cloud environment with full data validation.

Data Pipeline Engineering

Build automated ELT/ETL pipelines integrating ERP, POS, CRM and commerce systems for continuous data flow.

Data Modelling & Performance Optimisation

Implement scalable schemas, optimise query performance and ensure your data platform grows with your business.

Security & Governance Implementation

Define access control, data classification and governance policies aligned with organisational compliance requirements.

Integration with Analytics & AI Platforms

Enable connectivity with BI tools, ML platforms and operational applications to unlock enterprise analytics and AI readiness.

Platform Comparison

Snowflake vs. Databricks vs. AWS Bedrock

Choosing the right data platform depends on your primary use case. Here's how they compare.

FeatureTMES PartnerSnowflakeDatabricksAWS Bedrock
Primary FocusCloud Data Warehouse + LakehouseUnified Data + AI/MLFoundation Models & GenAI
SQL AnalyticsNative, best-in-classGood (via Spark SQL)Limited
Data Pipeline (ELT)Native + dbt/SparkNative SparkGlue / custom
AI / MLCortex AI built-inMLflow, native MLBedrock foundation models
Data SharingNative Data MarketplaceDelta SharingLimited
Zero-Copy Cloning✓ Native
GovernanceNative RBAC + row-levelUnity CatalogAWS IAM
Infrastructure MgmtZero (fully managed)Low (managed clusters)Zero (serverless API)
Best ForEnterprise analytics + AI-ready DWHData engineering + ML platformsBuilding GenAI applications
TMES Partnership✓ Select Partner✓ AWS Partner
Our Credentials

Why Partner With Us?

TMES holds certified Snowflake Select Partner status backed by multi-cloud certifications and proven delivery expertise.

Snowflake Select Partner
Featured Partnership
Snowflake Select Partner
Certified delivery partner for Snowflake Data Cloud implementations across Southeast Asia
AWS Partner
Alibaba Cloud Selected Tier

SnowPro Certifications

SnowPro CoreSnowPro Core
Advanced ArchitectAdvanced Architect
Advanced AdminAdvanced Admin
Certified Expertise
SnowPro Core, Advanced Architect and Admin certified engineers on every engagement.
End-to-End Support
From design and implementation through to ongoing managed operations and platform governance.
Differentiation
Combined Snowflake + cloud + application expertise for truly unified data transformation.

Why TMES for Snowflake

Enterprise Data Migration ExperienceProven experience delivering enterprise data migration and warehouse modernisation projects across retail, F&B and financial services.
Cross-System Integration ExpertiseStrong capability integrating Snowflake with ERP, CRM, POS and cloud platforms for unified data environments.
Combined Cloud & Data ExpertiseMulti-cloud certified engineers with deep Snowflake and data engineering expertise for comprehensive platform delivery.
End-to-End DeliveryFull delivery capability from architecture design through implementation to ongoing managed operations and support.
Certified Excellence

Data Security You Can Verify

Our data solutions are delivered under ISO-certified security, privacy and service management frameworks — independently verified by BSI Group.

ISO/IEC 27001
ISO/IEC 27001Certified 2025

Information Security Management

Structured risk management and data protection controls across all client engagements.

ISO/IEC 27701
ISO/IEC 27701Certified 2026

Privacy Information Management

Responsible data processing practices that reinforce client and partner trust.

ISO/IEC 20000-1
ISO/IEC 20000-1Certified 2026

IT Service Management

Service delivery governance aligned with IT service management best practices.

ISO/IEC 29110
ISO/IEC 29110Certified 2026

Software Engineering Lifecycle

Structured, repeatable and quality-governed technology project execution.

Start Your Modern Data Platform Journey with TMES

Request a Snowflake readiness assessment or speak with a data platform architect to explore how TMES can modernise your data infrastructure.