Skip to content
All services →

Platforms

  • Snowflake
  • Databricks
  • Microsoft Fabric
  • Azure
  • Database Engineering
  • dbt
  • Power BI

Solutions

  • Data Engineering
  • Cloud Data Migration
  • Data Warehouse Development
  • Managed Data Engineering
  • Data Science
  • Data Analytics

Partners

Snowflake · Databricks · Microsoft partner

  • Microsoft Fabric
  • Microsoft Azure

Data platforms engineered end to end, from ingestion to dashboards and models.

Explore Data Engineering →

Build

  • AI Development
  • Generative AI
  • AI Agents
  • AI Chatbots

Advise & automate

  • AI Integration
  • AI Consulting
  • Workflow Automation

AI development

AI that ships, not just demos

Agents, chatbots and generative AI wired into your data, tools and products.

Explore AI development →

Apps

  • Mobile App Development
  • iOS Apps
  • Android Apps
  • Flutter Apps

Web & commerce

  • Web Development
  • Web App Development
  • WordPress
  • CMS Development
  • Website Redesign
  • Responsive Web Design
  • E-commerce Development
  • Shopify
  • Magento
  • Choosing an E-commerce Platform

Design & growth

  • UI/UX Design
  • MVP Development
  • AI-Assisted Development
  • SEO & Digital Marketing
  • On-Demand Solutions
  • Hire Dedicated Developers

Product engineering

Apps, websites and stores, end to end

Native and cross-platform apps, websites and online stores, designed and built by one team.

See our portfolio →

Industries

Domain-aware data, AI and product engineering.

  • HealthcareClinical data, patient apps and healthcare AI.
  • FinanceRisk analytics, fintech apps and secure data.
  • EducationLearning platforms and student insights.
  • Real EstateProperty platforms and market analytics.
  • LogisticsFleet tracking, routing and supply visibility.
  • ManufacturingIoT data, forecasting and connected plants.
  • HospitalityBooking, guest experience and revenue data.
  • On-DemandMarketplaces, dispatch and real-time apps.
  • RetailUnified sales, inventory and customer data.
  • Legal TechnologyDocument and matter data for search and AI review.
  • SaaSProduct, usage and billing data for in-app analytics.
  • Enterprise AnalyticsGoverned warehouses and KPI reporting.
  • TelecomNetwork analytics and customer apps.
  • Fitness & WellnessWorkout apps, wearables and engagement.
  • Media & EntertainmentAI voice, storytelling and publishing platforms.
  • Sports AnalyticsLive scores, odds and real-time sports data.
  • Fashion & BeautyWardrobe AI, style insights and skincare chatbots.
  • Security & SurveillanceAI video analytics on existing CCTV.

Industry solutions

Data & AI for regulated industries

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

See case studies →

Company

A senior team with 10+ years of delivery.

  • About UsWho we are and how we work.
  • CareersJoin a senior data and engineering team.
  • Client HandbookHow engagements run, kickoff to support.
  • PortfolioProducts we have designed and shipped.
  • Case StudiesOutcomes from data, AI and product work.
  • Hire Dedicated DevelopersExtend your team with vetted engineers.
  • BlogNotes on data, AI and engineering.
  • Contact UsTell us about your project.

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.

Book a meeting →
Launch MVPBook a Meeting →
  1. Home
  2. Data Engineering

Data Engineering Services for Modern Data Platforms

Modern Data Platforms. Reliable Engineering. Scalable Analytics.

Book a Meeting →See our work ↓
  • Snowflake Partner
  • Databricks Partner
  • 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 you need data engineering help

We provide end-to-end database engineering, data engineering, cloud data platform, data migration, data warehousing and business intelligence services. Our engineers build, migrate, optimise and maintain modern data platforms on Snowflake, Databricks, Microsoft Fabric, Azure, SQL Server and Power BI, delivering secure, scalable, high-performance data solutions. We support organisations, consulting firms, system integrators, and technology partners seeking specialised database and data engineering expertise, through project-based engagements, consulting, implementation, migration, optimisation, production support and dedicated engineering resources.

  • Reports nobody trusts

    Numbers differ between dashboards, and every meeting starts with a debate about the data.

  • Fragile pipelines

    Loads fail overnight, fixes are manual and nobody is alerted until users complain.

  • A legacy warehouse holding you back

    On-premises SQL Server or an old warehouse is slow, expensive and hard to change.

  • Rising cloud bills

    Snowflake credits, Databricks DBUs or Fabric capacity cost more each month without a clear reason.

  • AI plans without data foundations

    Machine learning and AI projects stall because the underlying data is incomplete or ungoverned.

What you get

  • A data platform designed around your sources, workloads and reporting needs
  • ETL and ELT pipelines with incremental loads, CDC, monitoring and alerting built in
  • SQL Server and legacy warehouses migrated to Snowflake, Databricks or Microsoft Fabric and reconciled against the source
  • Governance, security and role-based access applied consistently across the platform
  • Lower platform cost through capacity planning, query tuning and resource management
  • Production support that keeps pipelines and databases healthy after go-live

§ What we deliver

What we deliver

Choose an area to see the services in it.

Snowflake Data Engineering Services

  • Snowflake Data Warehouse Design and Implementation
  • Snowflake Architecture and Performance Optimisation
  • Snowflake Data Migration and Modernisation
  • Snowflake Data Pipelines and ELT Development
  • Snowflake SQL Development and Query Tuning
  • Snowpipe and Snowpipe Streaming
  • Streams, Tasks, Dynamic Tables, and Change Data Capture (CDC)
  • Snowflake Cost Optimisation and Resource Management
  • Snowflake Security, RBAC, and Data Governance
  • Snowflake Data Sharing and Secure Data Collaboration
  • dbt Integration and Transformation Development
  • Snowflake Integration with Azure, AWS, and BI platforms
  • Snowflake
  • dbt

Explore Snowflake services →

Databricks Data Engineering Services

  • Databricks Lakehouse Architecture and Implementation
  • Apache Spark and PySpark Development
  • Delta Lake and Delta Tables
  • Medallion Architecture (Bronze, Silver, and Gold)
  • Batch and Streaming Data Pipelines
  • Lakeflow Jobs and Declarative Pipelines
  • Data Ingestion and Transformation
  • Auto Loader and Incremental Data Processing
  • Performance Optimisation and Spark Troubleshooting
  • Data Quality, Validation, and Reconciliation
  • Unity Catalog and Data Governance
  • Workflow Orchestration and Job Monitoring
  • dbt Integration with Databricks
  • Cloud Data Engineering on Azure Databricks and AWS Databricks
  • Databricks
  • dbt
  • Apache Spark
  • Delta Lake

Explore Databricks services →

Microsoft Fabric Data Engineering Services

  • Microsoft Fabric Architecture and Implementation
  • Fabric Data Factory Pipelines
  • Dataflow Gen2 and Data Integration
  • Fabric Lakehouse and Warehouse Development
  • Medallion Architecture Implementation
  • Fabric Notebooks using Python, PySpark, and SQL
  • Delta Lake and OneLake Data Management
  • Real-Time Intelligence and Eventstream Integration
  • Fabric Capacity Planning and CU Utilisation Optimisation
  • Direct Lake Analytics Optimisation
  • Incremental Data Loading and Change Data Capture
  • Data Quality, Error Handling, and Pipeline Monitoring
  • Fabric Security, Workspace Management, and Governance
  • Power BI Semantic Models and Report Integration
  • Fabric Data Migration and Platform Modernisation
  • Microsoft Fabric
  • Power BI
  • Python
  • Delta Lake

Explore Microsoft Fabric services →

Azure Data Engineering Services

  • Azure Data Factory (ADF) Development
  • Azure Synapse Analytics
  • Azure Data Lake Storage Gen2
  • Azure SQL Database and Azure SQL Managed Instance
  • Azure Databricks Integration
  • Azure Data Migration and Cloud Modernisation
  • ETL/ELT Pipeline Development
  • Incremental Loads and CDC
  • Azure Key Vault and Managed Identity Integration
  • Azure DevOps and CI/CD for Data Pipelines
  • Data Orchestration, Monitoring, and Alerting
  • Azure Data Security and Governance
  • Databricks
  • Azure Data Factory
  • Azure Synapse Analytics
  • Azure DevOps

Explore Azure Data Engineering services →

Database Engineering and Administration

  • Microsoft SQL Server Database Development
  • SQL Server Database Administration (DBA)
  • Database Architecture and Design
  • T-SQL, Stored Procedures, Functions, Triggers, and Views
  • Database Performance Tuning and Query Optimisation
  • Indexing and Execution Plan Analysis
  • High Availability and Disaster Recovery
  • SQL Server Migration to Azure and Cloud Platforms
  • Database Consolidation and Modernisation
  • Database Security, Auditing, and Encryption
  • Production Database Support and Incident Management
  • Database Health Checks and Capacity Planning
  • PostgreSQL, MySQL, and MongoDB Engineering
  • SQL Server Integration Services (SSIS)
  • SQL Server Reporting Services (SSRS) and Analysis Services (SSAS)
  • SQL Server
  • PostgreSQL
  • MySQL
  • MongoDB

Explore Database Engineering services →

dbt and Analytics Engineering

  • dbt Core and dbt Cloud Implementation
  • SQL-Based Data Transformation
  • dbt Models, Sources, Seeds, and Snapshots
  • Incremental Models and Model Materialisation
  • Data Vault Modelling
  • Star Schema and Dimensional Modelling
  • Data Testing and Data Quality Frameworks
  • Documentation and Lineage
  • Git Integration and CI/CD
  • dbt Integration with Snowflake, Databricks, and Microsoft Fabric
  • Snowflake
  • Databricks
  • Microsoft Fabric
  • dbt

Explore dbt & Analytics Engineering services →

Business Intelligence and Power BI

  • Power BI Dashboard and Report Development
  • Power BI Semantic Model Design
  • DAX and Power Query Optimisation
  • Data Modelling and Star Schema Design
  • Row-Level Security (RLS)
  • Direct Lake, DirectQuery, and Import Optimisation
  • Power BI Workspace and Deployment Management
  • Enterprise Reporting and KPI Dashboards
  • Embedded Analytics
  • Power BI Integration with Snowflake, Databricks, Fabric, and Azure
  • Snowflake
  • Databricks
  • Power BI

Explore Power BI services →

Specialised consulting

  • Cloud Data Platform Assessment and Roadmap
  • Legacy Data Warehouse Modernisation
  • On-Premises to Cloud Database Migration
  • SQL Server to Snowflake Migration
  • SQL Server to Databricks Migration
  • SQL Server and Azure Sources to Microsoft Fabric
  • Snowflake and Databricks Platform Optimisation
  • Enterprise Data Warehouse Implementation
  • Data Lakehouse Architecture
  • Data Pipeline Performance and Cost Optimisation
  • Data Governance, Security, and Compliance
  • Data Quality and Reconciliation Frameworks
  • CI/CD and DataOps Implementation
  • Production Support and Managed Data Engineering Services
  • Technical Architecture Reviews and Proof of Concepts (POCs)
  • Snowflake
  • Databricks
  • Microsoft Fabric
  • SQL Server

Platforms we engineer

  • SnowflakeDesign, build, migrate and optimise Snowflake with an official Snowflake partner.→
  • DatabricksLakehouse architecture, Spark pipelines and governance from an official Databricks partner.→
  • Microsoft FabricLakehouses, pipelines and Power BI on one Microsoft Fabric platform.→
  • Azure Data EngineeringPipelines, lakes and warehouses on Azure, secured and automated.→
  • Database EngineeringSQL Server development, administration and performance tuning you can depend on.→
  • dbt & Analytics EngineeringTested, documented SQL transformations your analysts can trust.→
  • Power BIDashboards and semantic models that are fast, secure and trusted.→

End-to-end solutions

  • Cloud Data MigrationMove databases and warehouses to the cloud without losing a row.→
  • Data Warehouse DevelopmentEnterprise data warehouses and lakehouses built for analytics at scale.→
  • Managed Data EngineeringProduction support, advisory and engineers on demand.→

Related services

  • Cloud Data Migration
  • Data Warehouse Development
  • Managed Data Engineering
  • Data Analytics

§ 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 review your sources, databases, pipelines and reports, and agree the priorities with your team.

    You receive Cloud data platform assessment and roadmap

  2. 02

    Architect

    We choose the platform with you and design the target architecture: layers, security model, orchestration and cost guardrails.

    You receive Target architecture and technical design document

  3. 03

    Prove

    A short proof of concept on your own data tests the riskiest assumption before a larger commitment.

    You receive Proof of concept with findings and a recommendation

  4. 04

    Build and migrate

    Pipelines, models and reports are built in iterations, with tests, CI/CD and reconciliation against the source systems.

    You receive Tested pipelines, models and reports deployed through CI/CD

  5. 05

    Run and optimise

    We monitor, support and tune the platform for performance and cost, or hand it over to your team with full documentation.

    You receive Runbooks, monitoring dashboards and an optimisation backlog

  6. 06

    Hand over and support

    We document the platform, train your team and agree the support model that suits you, from full handover to managed operations.

    You receive Documentation, team walkthroughs and a support plan

§ Tech stack

Technologies we use

  • Snowflake
  • Databricks
  • Microsoft Fabric
  • Azure Data Factory
  • Azure Synapse Analytics
  • SQL Server
  • PostgreSQL
  • MySQL
  • MongoDB
  • dbt
  • Apache Spark
  • Power BI
  • Azure DevOps
  • Apache Airflow
  • Kafka
  • Python
  • Delta Lake

§ 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

  • Snowflake, Databricks, Microsoft Fabric, Azure (Data Factory, Synapse Analytics, Data Lake Storage Gen2 and Azure SQL), Microsoft SQL Server, PostgreSQL, MySQL, MongoDB, dbt and Power BI. We are official Snowflake, Databricks and Microsoft partners.

  • Yes. We deliver on-premises to cloud database migration, legacy data warehouse modernisation, and migrations from SQL Server to Snowflake, Databricks and Microsoft Fabric, with data quality and reconciliation checks so the migrated data matches the source.

  • Project-based data engineering, fixed-price implementation projects, contract and subcontract engineering, dedicated data engineering resources, remote consulting and development, architecture and technical advisory, production support and maintenance, and short-term proofs of concept and migration assessments.

  • Yes. Our production support and managed data engineering services cover pipeline and job monitoring, incident management, database health checks, capacity planning, and ongoing performance and cost optimisation.

  • Yes. Besides end clients, we support consulting firms, system integrators and technology partners through contract and subcontract engineering, dedicated data engineering resources, and remote consulting and development.

  • Yes. Technical architecture reviews, proofs of concept and migration assessments are a common first step: they test the riskiest part of a plan on your own data before a larger commitment.

  • An assessment takes a few weeks. A first production pipeline or subject area usually follows soon after, and larger platforms or migrations are delivered in waves so value arrives early. We give a phased plan once we have seen your estate.

  • Defined work such as an assessment, a migration or a first warehouse can be fixed price. Ongoing roadmaps suit time and materials or dedicated engineers. We send a written estimate with its assumptions after a first call.

  • Least-privilege access, encryption, secrets in a vault, audit logging and data kept in your accounts and chosen regions. We work under NDA and design controls around your UK GDPR and Data Protection Act 2018 obligations.

  • Yes. Code lives in your repositories, the platform runs in your accounts, and there is no proprietary layer you need us to keep running.

§ In detail

More about our Data Engineering

Choosing a platformWhich platform fits which job

We are partners of Snowflake, Databricks and Microsoft, so we recommend on your workloads. A short guide to where each one is strongest:

  • Snowflake

    SQL-centreed warehousing, BI and secure data sharing, with very little platform administration.

  • Databricks

    Spark-heavy engineering, streaming and machine learning on open Delta tables.

  • Microsoft Fabric

    Microsoft-centreed estates that want engineering, warehousing and Power BI under one capacity and one security model.

  • Azure data services

    Data Factory, ADLS and Azure SQL for teams that want fine-grained control inside their own Azure landing zone.

  • SQL Server and PostgreSQL

    Operational databases and smaller warehouses where a well-tuned relational database is the right answer.

  • dbt and Power BI

    The transformation and reporting layers we use on top of whichever platform you choose.

Working togetherHow we work with your team
  • Your platform, your code

    Everything is built in your cloud accounts and Git repositories, and documented for your team.

  • Decisions you can review

    Architecture choices are written up as short decision records before we build.

  • Pairing and handover

    We pair with your engineers so they can run and extend the platform after go-live.

  • Flexible models

    Projects, fixed-price implementations, subcontracting for consultancies or dedicated engineers.

IndustriesIndustries we serve
  • Financial services

    Fintech apps, payments, risk scoring and analytics for banks, lenders and startups.

  • Healthcare

    Telehealth, patient engagement and clinical data platforms built with privacy in mind.

  • Retail

    Sales, inventory and customer data unified for reporting, forecasting and personalisation.

  • Manufacturing

    Shop-floor apps, IoT data and predictive maintenance.

  • Logistics

    Fleet tracking, route optimisation and supply-chain visibility.

  • Legal technology

    Document, matter and billing data engineered for search, reporting and AI-assisted review.

  • SaaS

    Product, usage and billing data pipelines for in-app analytics, metrics and customer reporting.

  • Enterprise analytics

    Governed enterprise data warehouses and KPI reporting across departments and regions.

§ Contact

Plan your data platform with an engineer

Tell us about your sources, platforms and goals. We will suggest a practical next step, from an assessment to a full build.

Email
business@equitysoft.in

* Required. We never share your details.

By submitting, you agree to our Privacy Policy.

Data engineering, AI and product teams for companies in 25+ countries, since 2018.

Get our data and AI insights by email

New projects

  • business@equitysoft.in
  • +91 92270 92288

Careers

  • hr@equitysoft.in
  • +91 93132 29273

Data & AI

Platforms

  • Snowflake
  • Databricks
  • Microsoft Fabric
  • Azure
  • Database Engineering
  • dbt
  • Power BI

Solutions

  • Data Engineering
  • Cloud Data Migration
  • Data Warehouse Development
  • Managed Data Engineering
  • Data Science
  • Data Analytics

AI development

Build

  • AI Development
  • Generative AI
  • AI Agents
  • AI Chatbots

Advise & automate

  • AI Integration
  • AI Consulting
  • Workflow Automation

Product engineering

Apps

  • Mobile App Development
  • iOS Apps
  • Android Apps
  • Flutter Apps

Design & growth

  • UI/UX Design
  • MVP Development
  • AI-Assisted Development
  • SEO & Digital Marketing
  • On-Demand Solutions
  • Hire Dedicated Developers

Web & commerce

  • Web Development
  • Web App Development
  • WordPress
  • CMS Development
  • Website Redesign
  • Responsive Web Design
  • E-commerce Development
  • Shopify
  • Magento

Industries

  • Healthcare
  • Finance
  • Education
  • Real Estate
  • Logistics
  • Manufacturing
  • Hospitality
  • On-Demand
  • Retail
  • Legal Technology
  • All industries

Company

  • About Us
  • Careers
  • Client Handbook
  • Portfolio
  • Case Studies
  • Hire Dedicated Developers
  • Blog
  • Contact Us

Offices

  • Ahmedabad, India

    C-405 Ganesh Glory 11, SG Highway, Jagatpur Road, Ahmedabad, GJ India 382470
    +91 92270 92288
  • Usingen, Germany

    Bahnhofstrasse 17, 61250 Usingen, Hesse, Germany
    +49 176 30106749
  • Gouesnach, France

    16 Le Cosquer, Gouesnach, France
    +33 6 67 33 05 54
  • Bahrain

    Office 214, Building 3224, Road 4282, Block 742, Bahrain.
    +91 97263 40081

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.
    • Fiverr
      FiverrVerified seller profile on Fiverr.

© 2026 Equitysoft Technologies. All rights reserved.

  • Privacy & Terms
  • Global site