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  • HealthcareClinical data, patient apps and healthcare AI.
  • FinanceRisk analytics, fintech apps and secure data.
  • EducationLearning platforms and student insights.
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  • LogisticsFleet tracking, routing and supply visibility.
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  • Sports AnalyticsLive scores, odds and real-time sports data.
  • Fashion & BeautyWardrobe AI, style insights and skincare chatbots.
  • Security & SurveillanceAI video analytics on existing CCTV.

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Governed data platforms, analytics and AI built around the compliance your sector demands.

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Trusted delivery

Rated by the clients we build for

Clutch
4.8
Google
4.9
27001
ISO

Senior teams, security-certified processes and 10+ years of shipping.

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  1. Home
  2. Data Engineering
  3. Azure Data Engineering

Azure Data Engineering Services

Pipelines, lakes and warehouses on Azure, secured and automated.

Book a Meeting →See our work ↓
  • Microsoft Partner
IngestStoreModelServe
  • 4.9GoogleBased on 80+ reviews, rated 4.9 out of 5 (opens in a new tab)
  • 4.8ClutchTop B2B Company 2025, rated 4.8 out of 5 (opens in a new tab)
  • 4.7TrustpilotExcellent Service Rating, rated 4.7 out of 5 (opens in a new tab)

Trusted by

  • Aralia
  • Rosa Pistrina
  • Lashbo
  • Micromunchi
  • Ndessi Finance
  • Payroll Ninja
  • POD
  • Petdx
  • Yokey
  • Spin Up
  • Starwear
  • Udlins
  • Vegpal
  • Wander Wings
  • Wish It
  • Wisl

§ Signs

Signs your Azure data platform needs work

We build and run data platforms on Microsoft Azure as a Microsoft partner. Our Azure data engineering services cover Azure Data Factory pipelines, Azure Synapse Analytics, Azure Data Lake Storage Gen2, Azure SQL Database and Managed Instance, and Azure Databricks integration. We develop ETL and ELT pipelines with incremental loads and CDC, secure them with Key Vault and Managed Identity, and deploy them through Azure DevOps CI/CD. Orchestration, monitoring and alerting keep pipelines visible, while governance and security keep data protected as you migrate and modernize on Azure.

Most Azure data estates grow one pipeline at a time. These are the symptoms of growth without a plan.

  • Pipelines edited in the portal

    Changes are made directly in production with no Git, no review and no way to roll back.

  • Secrets in plain sight

    Connection strings and passwords sit inside linked services or notebooks instead of Key Vault.

  • Full reloads every night

    Every table is reloaded in full because there is no incremental load or change data capture.

  • Compute that never sleeps

    Dedicated SQL pools and clusters run around the clock, whether anyone is using them or not.

  • A fragile integration runtime

    One self-hosted integration runtime on one VM carries every on-premises load.

What you get

  • Reliable ADF pipelines with incremental loads and CDC
  • A data lake and warehouse on Azure organized for analytics
  • No secrets in code: Key Vault and Managed Identity throughout
  • Pipelines deployed through Azure DevOps CI/CD across environments
  • Monitoring and alerting that surface failures before users notice

§ What we deliver

What we deliver

Choose an area to see the services in it.

Azure data platform

  • Azure Synapse Analytics
  • Azure Data Lake Storage Gen2
  • Azure SQL Database and Azure SQL Managed Instance
  • Azure Databricks Integration
  • Azure Synapse Analytics
  • Azure Data Lake Storage Gen2
  • Azure SQL Database
  • Azure SQL Managed Instance
  • Azure Databricks
  • SQL

Pipelines & orchestration

  • Azure Data Factory (ADF) Development
  • ETL/ELT Pipeline Development
  • Incremental Loads and CDC
  • Data Orchestration, Monitoring, and Alerting
  • Azure Data Factory

Security, DevOps & modernization

  • Azure Data Migration and Cloud Modernization
  • Azure Key Vault and Managed Identity Integration
  • Azure DevOps and CI/CD for Data Pipelines
  • Azure Data Security and Governance
  • Azure Key Vault
  • Azure DevOps

Related services

  • Microsoft Fabric
  • Database Engineering
  • Cloud Data Migration

§ Proof

Work that shipped

Featured case study

Building a Real-Time Sports Data & Community Intelligence Platform

This sports intelligence platform is designed to deliver real-time sports data, advanced analytics, and a community-driven prediction ecosystem.

Read the case study →
Building a Real-Time Sports Data & Community Intelligence Platform
  • Case studyBuilding a Secure Employee Health & Performance Management Platform – Xcelable

§ Approach

How we work

  1. 01

    Assess

    We map sources, existing pipelines, Azure subscriptions and security requirements.

    You receive Azure data platform assessment

  2. 02

    Design

    Lake zones, Synapse or Azure SQL design, Databricks integration and the security model are agreed up front.

    You receive Azure data architecture and security design

  3. 03

    Secure

    We set up managed identities, private endpoints, Key Vault and least-privilege access on the lake before any production data arrives.

    You receive Identity, network and access design

  4. 04

    Build

    ADF pipelines and ELT logic are built as code, parameterized for each environment.

    You receive Parameterized pipelines in source control

  5. 05

    Automate

    Azure DevOps pipelines deploy data workloads; orchestration, monitoring and alerts are configured.

    You receive CI/CD pipelines, alert rules and dashboards

  6. 06

    Modernize and support

    We migrate remaining on-premises workloads to Azure and support the platform in production.

    You receive Migration plan and runbooks

§ Tech stack

Technologies we use

  • Azure Data Factory
  • Azure Synapse Analytics
  • Azure Data Lake Storage Gen2
  • Azure SQL Database
  • Azure SQL Managed Instance
  • Azure Databricks
  • Azure Key Vault
  • Azure DevOps
  • Azure Monitor
  • SQL
  • Python
  • Azure Event Hubs
  • Microsoft Purview
  • GitHub Actions

§ Engagement models

How we can work together

  • Project-Based Data Engineering

    A defined scope, timeline and deliverables, from design through go-live.

  • Fixed-Price Implementation Projects

    An agreed price for a clearly scoped implementation, such as a migration or a new warehouse.

  • Contract and Subcontract Engineering

    Our engineers work under your contract, or as a subcontractor to consulting firms and system integrators.

  • Dedicated Data Engineering Resources

    Data engineers who join your team and work in your tools and processes.

  • Remote Consulting and Development

    Consultants and developers working remotely, with overlap in your working hours.

  • Architecture and Technical Advisory

    Architecture reviews, platform choices and design guidance for your own team.

  • Production Support and Maintenance

    Monitoring, incident handling and ongoing fixes for pipelines and databases in production.

  • Short-Term Proof of Concept and Migration Assessments

    A short, fixed-scope engagement to test an approach on your data or plan a migration.

§ FAQs

Questions, answered

  • Azure Data Factory, Azure Synapse Analytics, Azure Data Lake Storage Gen2, Azure SQL Database, Azure SQL Managed Instance, Azure Databricks, Azure Key Vault and Azure DevOps.

  • Yes. We build ETL and ELT pipelines with incremental loads and CDC, so only new and changed data is moved on each run.

  • We integrate Azure Key Vault and Managed Identity, so pipelines authenticate without stored passwords or keys.

  • Yes. We use Azure DevOps to version, test and deploy data pipelines across development, test and production environments.

  • Yes. Azure data migration and cloud modernization includes moving SQL Server databases to Azure SQL Database, Managed Instance or Synapse, with validation before cut-over.

  • Data Factory remains a dependable orchestrator, and Azure Databricks with ADLS is a strong engineering platform. Microsoft now ships most new analytics features in Fabric, so for new builds we assess Fabric first and recommend it where it fits your workloads and licensing.

  • Budgets and alerts per environment, pausing dedicated SQL pools when idle, serverless SQL for ad hoc queries, storage lifecycle policies and right-sized integration runtimes and clusters.

  • Yes. We follow your subscription model, naming, tagging and Azure Policy, and request changes through your normal approval process.

  • One set of generic pipelines driven by a control table that lists sources, load type and schedule. Adding a source becomes a configuration change, which keeps the pipeline count small and behavior consistent.

  • Yes. We use Event Hubs with Stream Analytics, Azure Databricks or Fabric Eventstream, depending on latency needs and where the data is consumed.

§ In detail

More about our Azure Data Engineering

DeliverablesWhat you receive from an Azure engagement
  • Data landing zone

    Resource groups, ADLS Gen2 containers per layer, naming and tagging, aligned with your existing Azure landing zone.

  • Metadata-driven ingestion

    Parameterized Data Factory or Synapse pipelines where adding a source means adding a row to a control table, not building a new pipeline.

  • Identity and network security

    Managed identities, RBAC and ACLs on the lake, private endpoints and Key Vault for every secret.

  • Infrastructure and release pipelines

    Bicep or ARM templates and Azure DevOps or GitHub Actions releases across development, test and production.

  • Monitoring and budgets

    Azure Monitor and Log Analytics alerts for failed runs, plus budgets and cost alerts per environment.

  • Platform documentation

    Architecture diagrams, data flows and runbooks your operations team can use on day one.

Working togetherHow we work with your team
  • Inside your tenant and policies

    We work within your subscriptions, Azure Policy and approval process, not around them.

  • Network and security teams early

    Private endpoints and firewall rules often have the longest lead time, so we raise them in week one.

  • Infrastructure as code

    Every resource is defined in templates your cloud team can review like any other change.

  • A path to Fabric

    Delta tables on ADLS keep the option to adopt Microsoft Fabric later through OneLake shortcuts.

IndustriesWhere Azure data engineering fits best
  • Financial services

    Private networking, customer-managed keys where required and audit logs retained for review.

  • Healthcare

    Encryption at rest and in transit, access reviews and data kept in the Azure regions you choose, in line with HIPAA and state privacy rules.

  • Logistics

    Shipment and telematics events through Event Hubs, landed in the lake for near-real-time status reporting.

  • SaaS

    Tenant-separated storage and pipelines that load each customer's data without mixing it with another's.

§ Contact

Talk to an Azure data engineer

Tell us about your Azure estate and what you need your pipelines to do.

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Data & AI

Platforms

  • Snowflake
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Solutions

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Build

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Apps

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  • Hire Dedicated Developers

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Awards and recognition

  • Google4.9 ★ out of 5Based on 80+ reviews (opens in a new tab)Google · 4.9 / 5Average rating from client reviews on our Google Business Profile.
  • Clutch4.8 ★ out of 5Top B2B Company 2025 (opens in a new tab)Clutch · 4.8 / 5Verified client reviews on Clutch, the B2B ratings platform for IT service firms.
  • Trustpilot4.7 ★ out of 5Excellent Service Rating (opens in a new tab)Trustpilot · 4.7 / 5Rating from customer reviews on Trustpilot.
  • Glassdoor4.6 ★ out of 5Best Place to Work 2025 (opens in a new tab)Glassdoor · 4.6 / 5Rating from our employees' reviews on Glassdoor.
  • AmbitionBox4.5 ★ out of 5Top Tech Employer (opens in a new tab)AmbitionBox · 4.5 / 5Rating from our employees' reviews on AmbitionBox, India's company-review platform.
  • Great Place To Work®Certified
    Great Place To Work®Certified by Great Place To Work® from anonymous employee surveys on trust and workplace culture.
  • ISO/IEC 27001Certified (opens in a new tab)ISO/IEC 27001The international standard for information security management: how we protect client data, code and systems.
    • FindBestWebDev: Top 10 Custom Software Development
      FindBestWebDev · Top 10 Custom Software DevelopmentRanked among the top 10 custom software development companies by FindBestWebDev.
    • Techreviewer: Top iOS App Developers 2020
      Techreviewer · Top iOS App Developers 2020Listed among the top iOS app developers of 2020 by Techreviewer.
    • BusinessFirms: Verified
      BusinessFirms · VerifiedVerified company profile on BusinessFirms.
    • The Manifest: Most Reviewed IT Services Companies, Dallas
      The Manifest · Most Reviewed IT Services Companies, DallasNamed one of the most-reviewed IT services companies in Dallas by The Manifest.
    • DesignRush: Top Mobile App Development Companies
      DesignRush · Top Mobile App Development CompaniesFeatured among the top mobile app development companies by DesignRush.
    • Clutch: Top IT Services, India 2023
      Clutch · Top IT Services, India 2023Recognised by Clutch as a top IT services company in India, 2023.
    • Upwork: Top Rated Plus
      Upwork · Top Rated PlusTop Rated Plus status on Upwork, awarded for consistent, high-quality client work.
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      FiverrVerified seller profile on Fiverr.

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