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25 Years of Data Expertise  ·  AWS · Azure · Databricks · GCP

Cloud Data Engineering
AI Consultancy
and — AWS, Azure, Databricks & GCP designed to Simplify Your Data Journey

SimuPro is your end-to-end cloud data solutions partner — from in-depth consultancy (research, architecture design, platform selection, optimization, management, team support) to tailor-made development (proof-of-concept, build, test, deploy to production, scale, automate, extend).

We engineer robust data platforms on AWS, Azure, Databricks & GCP — covering data migration, big data engineering, BI & analytics, and ML models, AI agents & Intelligent automation — secure, scalable, and tailored to your exact business goals.

25+
Years Experience
AWS · Azure
Certified Platforms
4
Cloud Providers
100%
Tailored Solutions
What We Do

Your Data. Fully Engineered. End to End. — End-to-End Cloud Data Solutions

Data Migrations Cloud Data Migration Services AWS Azure GCP

Data IngestionReplicationETL / ELTCloud-to-Cloud

Move your data confidently — from any source to any cloud target, with zero disruption to your operations. SimuPro plans, executes, and validates every migration with full compliance, rollback safety, and zero data loss — whether you are lifting on-premise Oracle to the cloud or consolidating across providers.

Cloud Data Platforms — Cloud Data Platform: AWS Redshift, Azure Synapse, Google BigQuery, Databricks Lakehouse

Data LakeData WarehouseIaCDatabricks

Your data platform should fit your business — not the other way around. SimuPro designs and builds scalable, cost-efficient cloud data platforms on AWS, Azure, or GCP, tailored to your architecture, your team's capabilities, and your growth trajectory. From data lake to lakehouse to fully governed warehouse — built right, from day one.

Big Data Engineering — Distributed Data Pipelines: Apache Spark, PySpark, AWS EMR, Azure Databricks, Google Dataproc, Apache Airflow, Kubernetes

Apache SparkKubernetesPySparkAirflow

Raw data at scale is worthless without the engineering to tame it. SimuPro builds high-performance, distributed data pipelines using Spark, Kubernetes, and cloud-native compute — handling batch and real-time workloads that turn massive, messy data into clean, production-ready datasets your business can actually use.

Business Intelligence — BI & Analytics: Power BI, AWS QuickSight, Google Looker, Azure Synapse Analytics, Databricks SQL

Power BIData ModelingDashboardsAnalytics

Dashboards that sit unopened help no one. SimuPro builds BI solutions that are genuinely used — automated reporting pipelines, well-modelled data, and decision-ready dashboards that give every layer of your organisation the right insight at the right moment, without waiting for an analyst to compile it.

DataOps & Pipeline Automation — DataOps & CI/CD: AWS CodePipeline, Azure DevOps, Google Cloud Build, Databricks Asset Bundles, Apache Airflow

CI/CD PipelinesOrchestrationMonitoringAlerting

A data platform is only as reliable as the operations running it. SimuPro implements DataOps practices that bring software engineering discipline to your data workflows — automated testing, CI/CD for pipelines, observability, alerting, and self-healing jobs. The result is a data operation that your business can depend on, with less manual intervention and fewer surprises at 3am.

Data Quality, Governance & Security — Data Governance & Security: AWS Lake Formation, Azure Purview, Google Dataplex, Databricks Unity Catalog

GDPRData CatalogueAccess ControlCompliance

The value of your data is only as strong as its trustworthiness. SimuPro puts in place enterprise-grade data quality frameworks, automated governance pipelines, and GDPR-compliant access control — so your data is accurate, traceable, and audit-ready at all times, across every source, pipeline, and consumer in your organisation.

ML Models & Predictive Analytics — Machine Learning & Forecasting: AWS SageMaker, Azure ML, Google Vertex AI, Databricks AutoML

Time-SeriesClassificationAnomaly DetectionMLflow

Your historical data already contains the answers to your most pressing business questions — SimuPro helps you extract them. We build production-ready machine learning models tailored to your domain: time-series forecasting for demand and capacity, classification models for churn and risk, and anomaly detection that catches problems before they surface. End-to-end — from feature engineering to deployed, monitored model.

AI Agents & Cloud AI Services — AI Agents & MLOps: AWS SageMaker, Azure Machine Learning, Google Vertex AI, Databricks MLflow

AI AgentsLLM IntegrationBedrockAzure OpenAI

Imagine every repetitive decision, every routine report, every data validation — handled autonomously, around the clock, without human intervention. SimuPro designs and deploys purpose-built AI agents and LLM-powered workflows that embed intelligence directly into your operations — on-premise or in the cloud — turning your data infrastructure into a system that thinks, acts, and continuously improves.

Service Deep Dive

Precision Engineering at Every Layer

From initial consultation through production deployment — delivering secure, reliable, scalable data solutions on the world's leading cloud platforms.

Data Migrations

Move Your Data to the Cloud — Safely, Reliably, Fast

Full migration lifecycle: architecture design, pipeline build, data cleansing, validation, and production handover — without touching your existing environment.

  • Source-to-target migrations from any on-premise or cloud system
  • Batched and real-time automated replication pipelines
  • On-the-fly ETL, data cleansing, transformation and validation
  • Zero interference with existing production environments
  • GDPR-compliant, encrypted, access-controlled data transfer
AWS DMSAzure Data FactoryHVROracle · Hive · MySQL
Migration Pipeline
🗄️
On-Premise Source
Oracle, SQL Server, Files
↓ Extract + Transform
⚙️
SimuPro Pipeline
Clean · Validate · Encrypt
↓ Load
☁️
Cloud Target
AWS · Azure · GCP · Databricks
Big Data Engineering

Cloud-Native
Processing at Scale

Production-ready distributed computing for batch and real-time workloads — turning terabytes of raw data into clean, modeled, insight-ready datasets.

  • Spark on EMR, Kubernetes, Azure Databricks — built and tuned
  • Automated scheduling with Apache Airflow and cloud-native orchestrators
  • Complex multi-source joins, aggregations, ML feature engineering
  • Elastic scaling — from 10k to 100M+ records with no refactoring
  • PySpark / SparkSQL migrations from legacy serial ETL workloads
Apache SparkKubernetes (EKS)AWS EMRAirflowDatabricks
Processing Stack
🗄️
Raw Data Sources
S3 · ADLS · GCS · Databases · Streams
↓ Ingest
Real-Time
Streaming · Kafka
📦
Batch Jobs
Scheduled · Airflow
🔥
Spark Clusters
PySpark · SQL
🎯
ML / Models
SageMaker · MLflow
↓ Deliver
📊
Reporting & Insights
Power BI · QuickSight · Looker · Alerts
Business Intelligence

Insights That Drive Real Business Decisions

End-to-end BI pipelines — from data engineering through automated reporting on Power BI, QuickSight, or Looker — tailored to your exact business KPIs.

  • Automated report generation and dashboard delivery
  • Star schema / Kimball data modelling for performant analytics
  • Multi-source data integration across CRM, ERP, and cloud systems
  • Self-service BI environments for data science teams
  • Finance, tax, sales, and operations reporting in production
Power BIAWS QuickSightLookerdbt
BI Architecture
Raw Data LayerS3 / ADLS / GCS
↕ Transform
Data WarehouseRedshift / Synapse
↕ Model
Semantic Layerdbt / Cube
↕ Serve
BI DashboardPower BI · QuickSight
AI & AI Agents

Intelligent Automation — From Model to Production Agent

End-to-end AI and agentic pipeline design — from time-series forecasting and ML model deployment through autonomous multi-agent orchestration — built to run reliably at enterprise scale.

  • Time-series ML pipelines for demand, behaviour, and anomaly forecasting
  • Distributed AI agent orchestration across heterogeneous data platforms
  • Metadata-driven data quality frameworks with automated rule engines
  • ML-based fraud detection and real-time transaction scoring
  • LLM integration, RAG pipelines, and AI-powered BI automation
  • Production deployment on SageMaker, Azure ML, and Databricks MLflow
Azure Databricks Azure ML / Fabric AWS SageMaker MLflow LangChain
AI Agent Architecture
🧠
Orchestrator Agent
Planning · Task routing · Memory
↓ Dispatches to
📈
Forecast Agent
Time-series · ML
🛡️
Quality Agent
Rules · Validation
🔍
RAG Agent
LLM · Retrieval
Stream Agent
Real-time · Events
↓ Outputs to
🎯
Business Systems
BI · APIs · Alerts · Datastores

AI Agents & Cloud AI Services

AI & Intelligence

AI Agents & Cloud AI Services — AI Agents, MLOps & Intelligent Automation: AWS SageMaker, Azure Machine Learning, Google Vertex AI, Databricks MLflow

'The companies pulling ahead right now are not necessarily the largest or the best-funded — they are the ones that decided to stop doing manually what a machine can do better, faster, and around the clock.'
SimuPro works with you to identify exactly where AI and intelligent automation create the most immediate impact in your business — from data quality and predictive analytics to governance, cost optimisation, and beyond. Practical, structured, and built to grow with you.

Answers Before
the Meeting Is Over — Real-Time AI Analytics: AWS QuickSight, Azure Power BI, Google Looker, Databricks SQL AI

We work with you to eliminate the days-long gap between a business question and a trustworthy answer, by embedding AI-powered analytics directly into your data environment. Your leadership team starts leading the present — in real time, with precision.

Work That Actually Matters — AI Agent Automation: AWS Bedrock Agents, Azure AI Studio, Google Vertex AI Agents, Databricks AI Functions

SimuPro designs and deploys AI agents that take over your repetitive, high-volume processes — routing, validating, reporting, summarising — autonomously, around the clock, with growing accuracy over time. Your most talented people start doing work they can and machines can't do.

Data Quality
You Can Rely On — AI-Powered Data Quality Monitoring: AWS Deequ, Azure Data Factory, Google Cloud DQ, Databricks Delta Live Tables

We support you in building continuous AI-powered monitoring across your data feeds, ingestion points, and third-party integrations — learning what correct looks like and flagging what deviates before it causes damage. Data quality becomes something your business now can genuinely depend on.

Always
One Step Ahead — Predictive Analytics & Forecasting: AWS SageMaker, Azure Machine Learning, Google Vertex AI, Databricks AutoML

SimuPro helps you build predictive analytics capabilities that turn your existing data from a historical record into a forward-looking business instrument. Know which customers are heading for the exit before they leave, and where your operations will strain before they break.

Everyone Speaks Data Fluently — Natural Language AI Interfaces: AWS Bedrock, Azure OpenAI Service, Google Gemini API, Databricks LLM Serving

We enable you to deploy AI-powered natural language interfaces on top of your data — so anyone in your organisation gets precise, reliable answers in plain language. When insight is no longer rationed, your entire organisation makes smarter decisions, faster.

Governance Without Overhead — AI Data Governance & Lineage: AWS Lake Formation, Azure Purview, Google Dataplex, Databricks Unity Catalog

SimuPro helps you deploy AI-powered governance tooling that continuously classifies data, tracks lineage, monitors regulatory obligations, and produces audit-ready evidence — without scaling your overhead

Costs Down,
Value Up — Cloud Cost Optimisation: AWS Cost Explorer, Azure Cost Management, Google Cloud FinOps, Databricks Cost Controls

We work with you to apply intelligent optimisation across your cloud infrastructure, vendor relationships, and operational spend — identifying waste and right-sizing resources before inefficiency compounds into your next invoice. Savings compound, freeing capital for growth.

Building Progress That Compounds — Strategic AI Implementation: AWS Well-Architected, Azure AI Landing Zone, Google Cloud AI Adoption Framework

SimuPro helps you to embed AI capabilities into your operations in a structured, strategic way — so that each improvement builds on the last and your organisation grows more effective over time. Not a project — a growing capability

Governance & Security

Data Quality, Governance & Security — Enterprise Data Governance: AWS Lake Formation, Azure Purview, Google Dataplex, Databricks Unity Catalog, GDPR Compliance

Trustworthy data starts with strong foundations. SimuPro builds enterprise governance frameworks that make your data reliable, compliant, and secure across every pipeline.

01

Data Quality Management

Automated quality checks, validation rules, anomaly detection, and data health monitoring — catching errors before they reach production. Full transformation traceability with instant audit trail.

02

Data Governance Frameworks

Data catalogues, lineage tracking, ownership policies, and stewardship programmes — full visibility and control over every data asset across your organisation.

03

GDPR & Compliance

Privacy-by-design architecture, data minimisation, consent management, and audit trails — ensuring full compliance with GDPR and sector-specific regulations.

04

Access Control & IAM

Role-based access control, column-level security, and cloud IAM integration — the right people access only the right data, with complete audit logging.

05

Data Encryption & Security

End-to-end encryption in transit and at rest, VPC isolation, private connectivity, and security-hardened cloud architectures across all cloud providers.

06

Master Data Management

Single source of truth for customers, products, and locations — with deduplication, golden record creation, and cross-system synchronisation.

Selected Projects

Proven Results — Real Business Impact — Cloud Data Engineering Projects: AWS, Azure, Databricks, Oracle Migration, Real-Time Data Pipelines

A selection of data solutions SimuPro has designed and delivered in production. Every engagement is custom-built, fully tested, and production-hardened.

🔄

Oracle →
Azure Migration — Oracle to Azure Hive Migration, HVR Replication, ETL Pipeline

Database Migration & Replication

Production Oracle DB replication pipeline to Azure Hive using HVR — including on-the-fly ETL, data filtering, and daily automated batch replication with full fault tolerance.

Oracle DBAzure HiveHVRETLHD Insights
☁️

Azure SQL →
AWS Data Lake — Azure SQL to AWS EMR Migration, PySpark Data Lake, SageMaker ML

Big Data Platform Migration

Migrated serial T-SQL ETL to a parallel SparkSQL Data Science Lab on AWS EMR — supporting 15+ Data Engineers with PySpark, SageMaker ML workloads, and automated Power BI reporting.

AWS EMRPySparkSageMakerPower BIMySQL
🌐

Global Data Ingestion
on AWS — AWS Kubernetes Data Ingestion, Apache Airflow, PySpark ETL Pipeline

Kubernetes · Airflow · PySpark

Multi-country consumer data ingestion flows on an AWS-hosted Kubernetes cluster using Airflow-scheduled PySpark jobs — including automated finance and tax reporting in production.

KubernetesApache AirflowPySparkAWSFinance Reporting
🏗️

Azure Data Factory IaC Platform — Azure Data Factory Infrastructure as Code, Databricks Spark, Terraform, Power BI

Infrastructure-as-Code · Databricks

Complete IaC Azure data platform with Data Factory + Databricks Spark delivered in under two weeks — including data migration, Power BI setup, governance, access control, and team onboarding. Enabling fully automated data processing and analysis pipelines for customer-facing BI and AI platforms.

Azure Data FactoryDatabricksIaCPower BITerraform
🔮

ML Forecasting & Data Quality Platform — Time-Series ML Forecasting, Azure Databricks Data Quality Framework, Microsoft Fabric

Azure Databricks · Fabric · Time-Series ML

Designed a three-stage time-series ML pipeline for forecasting customer purchase behaviour, alongside a generic distributed data quality framework on Azure Databricks / Fabric — driven by a flexible metadata rules engine enabling automated, end-to-end quality control across heterogeneous data sources.

Azure DatabricksAzure FabricTime-Series MLData QualityMetadata-Driven
🛡️

Real-Time Payments & Fraud Detection — Real-Time Payment Processing 10K TPS, ML Fraud Detection, AWS Redshift, Oracle Migration

AWS Redshift · Oracle Migration · 10K TPS

Led migration of on-premise real-time payment transactions and ML-based fraud detection (~10,000 tx/sec) to AWS Redshift — covering target architecture, intercloud connectivity design, security-compliant platform setup, and Oracle DB roadmap resolution.

AWS RedshiftOracle DBFraud DetectionReal-time PaymentsML
Knowledge Store

Data & AI Expert Guides   — Technical PDF Guides: Data Engineering, AI, Agents, Quality, Engineering, DevOps, Cloud Architecture, Machine Learning

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