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

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

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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.
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  • 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.

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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.

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Launch MVPBook a Meeting →
  1. Home
  2. Data Engineering
  3. Managed Data Engineering

Managed Database Support Services and Contract Data Engineering Services

Production support, advisory and engineers on demand.

Book a Meeting →See our work ↓
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 managed data engineering

We run and support data platforms after go-live, and provide engineers when your team needs more hands. Our managed database support services cover production support, monitoring, incident management, health checks and capacity planning for databases and pipelines. Contract data engineering services and dedicated resources give you remote data engineering consultants for Snowflake, Databricks, Microsoft Fabric, Azure and SQL Server. We also deliver platform assessments, architecture reviews and proofs of concept, governance and data quality frameworks, and CI/CD and DataOps. We support organizations, consulting firms, system integrators, and technology partners.

Managed support makes sense when the platform matters to the business but running it is not your team's main job.

  • Failures found by users

    Overnight loads fail and the first alert is a business user asking why the dashboard is empty.

  • Key-person risk

    One engineer knows how the pipelines and databases fit together, and holidays are a risk.

  • A backlog of small changes

    New fields, sources and fixes wait for weeks because the team is busy with projects.

  • Hiring takes too long

    You need data engineers now, but recruiting will take months.

  • Costs drifting

    Platform spend creeps up and nobody has time to find out why.

What you get

  • Pipelines and databases monitored, with incidents handled by named engineers
  • Regular health checks and capacity planning
  • Extra data engineering capacity without long hiring cycles
  • Independent architecture reviews before big decisions
  • CI/CD, DataOps and data quality checks that make releases routine

§ What we deliver

What we deliver

Choose an area to see the services in it.

Assessment & advisory

  • Cloud Data Platform Assessment and Roadmap
  • Technical Architecture Reviews and Proof of Concepts (POCs)
  • Data Governance, Security, and Compliance

Operations & DataOps

  • Production Support and Managed Data Engineering Services
  • Data Quality and Reconciliation Frameworks
  • CI/CD and DataOps Implementation

Database & pipeline support

Day-to-day work behind managed support.

  • SQL Server Database Administration (DBA)
  • Production Database Support and Incident Management
  • Database Health Checks and Capacity Planning
  • High Availability and Disaster Recovery
  • Data Orchestration, Monitoring, and Alerting
  • Workflow Orchestration and Job Monitoring
  • Data Quality, Error Handling, and Pipeline Monitoring
  • SQL Server

Related services

  • Database Engineering
  • Data Engineering
  • Azure Data Engineering

§ 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

    Scope

    We agree which systems are covered, what counts as an incident at each priority, who is contacted and how changes are requested.

    You receive Support agreement with priority definitions and contacts

  2. 02

    Onboard

    We learn your platforms, access, alerting and escalation paths.

    You receive Support runbook and escalation matrix

  3. 03

    Stabilize

    We fix recurring failures and add the monitoring and alerts that are missing.

    You receive Stabilization report and monitoring in place

  4. 04

    Operate

    Day-to-day monitoring, incident management and small changes under an agreed scope.

    You receive Monthly operations report

  5. 05

    Improve

    Health checks, capacity planning and optimization feed a shared improvement backlog.

    You receive Quarterly health check and improvement plan

  6. 06

    Review

    We meet regularly to review incidents, changes, cost trends and the roadmap, and agree what to improve next.

    You receive Service review with recommendations

§ Tech stack

Technologies we use

  • SQL Server
  • Azure SQL
  • Snowflake
  • Databricks
  • Microsoft Fabric
  • Azure Data Factory
  • Azure DevOps
  • dbt
  • PostgreSQL
  • MySQL
  • Apache Airflow
  • Power BI
  • Azure Monitor

§ 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

  • Production support and incident management, monitoring and alerting, SQL Server administration, health checks and capacity planning, high availability and disaster recovery checks, and ongoing optimization of databases and pipelines.

  • Yes. We offer contract and subcontract engineering and dedicated data engineering resources, working remotely in your tools and processes.

  • Yes. We support consulting firms, system integrators and technology partners that need specialized database and data engineering expertise on their client projects.

  • Yes. Technical architecture reviews, proofs of concept and cloud data platform assessments give you an independent view and a roadmap before a large investment.

  • Yes. CI/CD and DataOps implementation covers version control, automated tests, data quality and reconciliation checks, and automated deployment for data pipelines.

  • Cover hours are agreed in the support agreement. Our team is based in India with offices in the UK, US, Bahrain and Germany, so working hours overlap with much of the US working day as well as UK and European hours.

  • Response targets are agreed per priority in the support agreement, based on how critical each system is to you, and reported in every service review.

  • We start with access, an inventory of systems and existing runbooks, and a period of shadowing your team. Monitoring and alerting are in place before we take over first-line responsibility.

  • Yes. Engineer numbers and covered systems can change as your needs change, with notice periods agreed in the contract.

  • That is not the aim. Most clients keep their own engineers for core work and use us for operations, peaks and specialist skills.

§ In detail

More about our Managed Data Engineering

DeliverablesWhat a managed service includes
  • Onboarding pack

    An inventory of systems, access, dependencies and runbooks, built during the first weeks.

  • Monitoring and alerting

    Alerts for failed jobs, late data, database health and cost, routed to named engineers.

  • Incident handling

    Incidents logged, fixed and followed by a short root-cause note so they do not repeat.

  • Regular service report

    Incidents, changes, cost trends and recommendations, in plain language.

  • Enhancement backlog

    Small changes and new sources delivered from a prioritized backlog you control.

  • Extra engineers when needed

    Contract or dedicated data engineers who join your team for project peaks.

Working togetherWays to work with us
  • Managed support

    We run agreed systems day to day, with monitoring, incident response and regular reviews.

  • Dedicated engineers

    Named data engineers who work in your tools, stand-ups and sprints, full time on your platform.

  • Subcontract for consulting firms

    We work under your brand or contract as a delivery partner for system integrators and consultancies.

  • Hybrid

    A core team for operations plus extra engineers for projects, scaled up or down as your plans change.

IndustriesWho we support
  • SaaS

    Product and customer-facing analytics pipelines that must be fresh every morning.

  • Financial services

    Reporting databases and pipelines with controlled change and audit trails.

  • Healthcare

    Platforms holding sensitive data, operated with least-privilege access in line with HIPAA and state privacy rules.

  • Consulting firms and system integrators

    Specialist Snowflake, Databricks, Fabric and SQL Server engineers for your client projects.

§ Contact

Get support for your data platform

Tell us what you run and the kind of help you need: support, advisory or extra engineers.

Email
business@equitysoft.in

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

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  • business@equitysoft.in
  • +91 92270 92288

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Data & AI

Platforms

  • Snowflake
  • Databricks
  • Microsoft Fabric
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  • Database Engineering
  • dbt
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Solutions

  • Data Engineering
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AI development

Build

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Advise & automate

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Product engineering

Apps

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Design & growth

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  • On-Demand Solutions
  • Hire Dedicated Developers

Web & commerce

  • Web Development
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Company

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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.

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