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  1. Capabilities
  2. Azure & Data Solutions

Azure Data Engineering

Unlock the full value of your data with modern lakehouse architecture, unified analytics, and real-time insights powered by Microsoft Fabric, Synapse, and Databricks.

Book a Data Assessment
  • Overview
  • Microsoft Fabric
  • Key Benefits
  • Core Capabilities
  • Licensing & Pricing
  • Azure vs Competitors
  • Migration Paths
  • Integration Capabilities
  • Industry Use Cases
  • The Veriland Approach
  • Why Businesses Trust Us
  • Frequently Asked Questions
  • Related Case Studies
  • Get Started

Overview

Azure Data Engineering is the foundation of modern business intelligence. Whether you are consolidating data from dozens of sources, building real-time analytics pipelines, or migrating from on-premises data warehouses, Microsoft provides a comprehensive set of tools — Microsoft Fabric, Azure Synapse Analytics, and Azure Databricks — to build scalable, cost-effective data platforms. Veriland Consulting designs and implements data solutions that turn raw data into actionable business insights.

  • Organisations with modern data platforms make decisions 5x faster than those relying on manual reporting.
  • Microsoft Fabric reduces time-to-insight by up to 50% with its unified analytics experience.
  • Companies migrating to Azure data platforms report up to 40% reduction in total data infrastructure costs.
  • 50% of CEOs say disconnected technology is slowing innovation in their business.
  • 69% of CEOs are looking to improve their business continuity through modern technology.
  • 58% lower total cost of ownership with Azure SQL compared to on-premises alternatives.

Who is Azure Data Engineering for?

Organisations that have data scattered across multiple systems — ERP, CRM, spreadsheets, databases, and third-party platforms. Companies still relying on manual spreadsheet reporting or on-premises SQL Server. Businesses that need real-time dashboards, advanced analytics, or AI/ML capabilities built on clean, governed data.

Microsoft Fabric

The unified analytics platform

  • An all-in-one analytics solution that brings together data engineering, data science, real-time analytics, and business intelligence in a single SaaS platform
  • Built on OneLake — a single, unified data lake for your entire organisation that eliminates data silos and reduces data duplication
  • Includes Copilot AI for natural language data exploration, report generation, and pipeline creation
  • Pay-per-use capacity model that scales from small teams to enterprise-wide deployments
Data analytics and unified platform visualization

Key Benefits

  • Unify your data estate — consolidate data from ERP, CRM, databases, APIs, and files into a single lakehouse architecture
  • Accelerate time-to-insight— move from raw data to interactive dashboards in hours instead of weeks with Microsoft Fabric's integrated experience
  • Scale cost-effectively — pay-per-use consumption models mean you only pay for the compute you use, with automatic scaling for peak workloads
  • Enable self-service analytics — empower business users to explore data and build reports with Power BI and Copilot without waiting for IT
  • Future-proof your platform — build on open standards (Delta Lake, Apache Spark) that avoid vendor lock-in and support AI/ML workloads
  • Ensure data quality — built-in data profiling, lineage tracking, and quality rules ensure your analytics are built on trusted data

Core Capabilities

Data Lakehouse

Design and implement lakehouse architecture using OneLake and Delta Lake for unified batch and streaming data storage with ACID transactions.

Data Pipelines & ETL

Build automated data pipelines with Data Factory, Synapse Pipelines, or Databricks workflows to ingest, transform, and load data from any source.

Advanced Analytics

Enable data science and machine learning workloads with Synapse Spark, Databricks notebooks, and Azure Machine Learning integration.

Business Intelligence

Create interactive Power BI dashboards connected to your lakehouse for real-time visibility, self-service exploration, and AI-powered insights.

Licensing & Pricing

Microsoft Fabric uses a capacity-based pricing model where you purchase compute units (CUs) that can be shared across all workloads — data engineering, analytics, BI, and data science. This eliminates the need to provision and pay for separate services. As Microsoft controls and regularly updates pricing, contact Veriland for the latest rates and right-sizing guidance tailored to your requirements.

FeatureF2 (Small)F8 (Medium)F64 (Large)F256 (Enterprise)
Compute Units (CUs)2864256
OneLake StorageIncludedIncludedIncludedIncluded
Data Factory Pipelines
Synapse Data Warehouse
Power BI Embedded
Real-Time AnalyticsLimited
Copilot Features

Microsoft Fabric pricing is capacity-based and managed by Microsoft. Contact Veriland for current pricing, reserved capacity discounts, and sizing guidance.

Not sure where to start? Veriland offers a Data Platform Assessment that analyses your current data volumes, workloads, and growth projections to recommend the optimal Fabric capacity tier. Book a data assessment.

Azure Data Engineering vs Competitors

The modern data platform market offers several strong options. Here is how Microsoft Fabric and Azure Synapse compare with other popular data analytics platforms.

FeatureMicrosoft Fabric / SynapseSnowflakeAWS RedshiftGoogle BigQueryDatabricks (standalone)
Unified Analytics Platform
Built-in BI (Power BI)
Data Lakehouse Architecture
Native D365/M365 Integration
Real-Time Analytics
AI/ML Integration
Copilot / Generative AI
Pay-per-Use Pricing
UK Data Residency

Comparison based on publicly available feature information. Individual capabilities may vary by edition and configuration.

Migration Paths

Whether you are moving from on-premises infrastructure, legacy data warehouses, or other cloud platforms, Veriland provides structured migration paths to modern Azure data platforms.

From On-Premises SQL

Migrate SQL Server databases and data warehouses to Azure SQL, Synapse, or Fabric with minimal downtime. Includes schema migration, data transfer, and query optimisation.

From Legacy Data Warehouses

Replace legacy data warehouses (Oracle, Teradata, IBM) with modern lakehouse architecture. Includes data model redesign, ETL migration, and report migration.

From Spreadsheet Reporting

Replace manual spreadsheet-based reporting with automated data pipelines feeding interactive Power BI dashboards connected to live data sources.

From Other Cloud Platforms

Migrate from Snowflake, AWS Redshift, or BigQuery to Microsoft Fabric. Includes data transfer, pipeline recreation, and report migration to Power BI.

Every data migration includes detailed assessment, parallel running, validation testing, and performance benchmarking to ensure your new platform meets or exceeds existing capabilities. Discuss your data migration with us.

Integration Capabilities

Azure data platforms integrate with virtually any data source — from D365 and SQL Server to third-party SaaS applications, flat files, and streaming data. Microsoft Fabric's OneLake provides a single storage layer accessible by all analytics tools.

Power BI
Dynamics 365
Azure Data Factory
Dataverse
SQL Server
Third-Party Sources
Azure Databricks
Azure Machine Learning
REST APIs

Industry Use Cases

Azure Data Engineering powers data-driven decision making across every industry. Here are common data platform use cases by sector.

Financial Services

Regulatory reporting, risk analytics, fraud detection, customer analytics, and real-time trading dashboards.

Manufacturing

Production analytics, supply chain visibility, IoT data ingestion, quality control dashboards, and demand forecasting.

Retail

Customer analytics, inventory optimisation, sales forecasting, personalisation engines, and omnichannel reporting.

The Veriland Approach

Veriland Consulting takes a structured approach to data platform design and implementation that prioritises business outcomes, data quality, and cost efficiency.

Data Assessment

Audit your current data landscape, identify data sources, assess data quality, and define your analytics requirements and KPIs.

Architecture Design

Design your target data platform architecture including lakehouse structure, data models, pipeline patterns, security, and governance.

Build & Migrate

Build data pipelines, migrate existing data, implement transformations, and connect Power BI for business intelligence.

Optimise & Scale

Monitor platform performance, optimise costs, scale capacity as data volumes grow, and enable new analytics use cases over time.

Why Businesses Trust Veriland

58%
Lower TCO with Azure SQL
55%
Improvement in app performance
50%
Of CEOs blocked by disconnected tech
69%
Of CEOs improving continuity
Abel
ABF
AB Mauri
ACH
Air Liquide
Arrow
Browne Jacobson
Capgemini
EDAM
Eurofins
Graham & Brown
Normet
NHS Great Western Hospitals
Octavia Housing
Sea Cohort
Wessex Searches
Wessex Water
Abel
ABF
AB Mauri
ACH
Air Liquide
Arrow
Browne Jacobson
Capgemini
EDAM
Eurofins
Graham & Brown
Normet
NHS Great Western Hospitals
Octavia Housing
Sea Cohort
Wessex Searches
Wessex Water
Abel
ABF
AB Mauri
ACH
Air Liquide
Arrow
Browne Jacobson
Capgemini
EDAM
Eurofins
Graham & Brown
Normet
NHS Great Western Hospitals
Octavia Housing
Sea Cohort
Wessex Searches
Wessex Water

“Veriland migrated our on-premises SQL data warehouse to Microsoft Fabric in 10 weeks. Our finance team now has real-time dashboards instead of waiting days for manual reports.”

Chief Data Officer, CDO at UK Financial Services Firm

Frequently Asked Questions

Microsoft Fabric is a unified analytics platform that brings together data engineering, data science, real-time analytics, and business intelligence in a single SaaS experience. Built on OneLake, it provides a single data lake for your entire organisation and eliminates the need to manage separate services.

Microsoft Fabric is the newest offering and provides a unified experience for all analytics workloads. Azure Synapse Analytics focuses on data warehousing and big data analytics. Azure Databricks is optimised for data engineering and data science workloads. Veriland helps you choose the right platform based on your requirements.

Costs depend on the platform and capacity tier. Microsoft Fabric uses a capacity-based model, while Synapse and Databricks use consumption-based pricing. As Microsoft manages and regularly updates pricing, we recommend contacting Veriland for up-to-date cost modelling tailored to your specific requirements.

Yes. Veriland has experience migrating organisations from Snowflake, AWS Redshift, and BigQuery to Microsoft Fabric. We handle data transfer, pipeline recreation, and report migration. The process typically takes 8 to 16 weeks depending on data volume and complexity.

Not necessarily. Azure data platforms can coexist with on-premises SQL Server. Many organisations start by building a data lakehouse alongside their existing databases and gradually migrate workloads. Veriland designs migration paths that minimise disruption.

A data lakehouse combines the flexibility of a data lake with the performance and governance of a data warehouse. It stores raw and processed data in open formats (like Delta Lake) and supports both SQL analytics and data science workloads without duplicating data.

A foundational data platform with core pipelines and dashboards typically takes 8 to 14 weeks. Enterprise-scale implementations with dozens of data sources, complex transformations, and advanced analytics may take 3 to 6 months. Veriland uses agile sprints to deliver value incrementally.

Yes. Power BI supports over 500 data connectors including SQL Server, Excel, SharePoint, D365, Salesforce, Google Analytics, and custom REST APIs. When combined with Fabric or Synapse, Power BI delivers real-time dashboards connected to your unified data platform.

Azure data platforms include built-in security features including encryption, role-based access control, row-level security, and integration with Microsoft Purview for data classification and lineage. Veriland implements governance frameworks as part of every data platform engagement.

The best starting point is a Data Platform Assessment — a structured engagement where Veriland audits your current data landscape, identifies high-value analytics use cases, and designs a target architecture with a phased implementation roadmap.

Related Case Studies

Legacy EDI migrated to Azure Integration Services
Arrow logo

Legacy EDI migrated to Azure Integration Services

Arrow replaced a legacy EDI platform with Azure Integration Services — modernising B2B trading partner communications and unlocking real-time supply chain visibility across their operations.

How an investment firm turned 15 years of deal data into a predictive edge with AI
Brighton Harwood logo

How an investment firm turned 15 years of deal data into a predictive edge with AI

Brighton Harwood partnered with Veriland to build an AI-powered investment intelligence platform on Azure AI Foundry — extracting insight from 15 years of unstructured deal data using fine-tuned models, RAG architecture, and Dynamics 365 Finance & Operations.

Costly EDI replaced with Azure Logic Apps and Integration Services
Graham & Brown logo

Costly EDI replaced with Azure Logic Apps and Integration Services

Graham & Brown replaced an expensive legacy EDI system with Azure Logic Apps and Integration Services — dramatically reducing costs while improving reliability and speed of B2B trading partner communications.

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