MLOps & Model Deployment Get the Model Out of the Notebook
The engineering around a model — versioning, reproducible training, serving infrastructure, monitoring and retraining — so it keeps working months after launch.
Starting From
₹60,000
Timeline
4–8 weeks
About This Service
Most models never leave the notebook they were built in, and of those that do, many decay quietly because nobody owns them after the launch meeting. MLOps is the engineering that prevents both. We set up experiment tracking and a model registry so you know exactly which version is serving traffic and what data trained it. Training pipelines become reproducible, so a result can be recreated six months later. Models are containerised and served behind autoscaling infrastructure, released through shadow or A/B deployment so a new version proves itself on real traffic before taking it, and rolled back in one step when it does not. Drift detection watches for the day your inputs stop resembling your training data, and triggers retraining before anyone downstream notices.
We use only the best industry-proven tools to deliver reliable, high-quality results.
Google Analytics
Search Console
SEMrush
Ahrefs
Postman
SonarQube
Jira / Linear
GitHub
AWS / Azure
GTmetrix
Figma
Power BI
Client Stories
What Our Clients Say
Real feedback from businesses we've helped transform.
"
GlobalDigitaz transformed our business completely. They built our custom ERP system that now handles 500+ daily orders across 12 branches seamlessly. Their team understood our complex workflows and delivered exactly what we needed — on time and within budget. Their .NET expertise is genuinely world-class. Highly recommended!
RK
Rajesh Kumar
CEO & Founder
TechVentures Pvt Ltd
"
We engaged GlobalDigitaz for a complex patient management portal — HIPAA-compliant, real-time, and handling 50,000+ daily active users. Their ASP.NET Core architecture with Dapper was impressively clean. The code quality, documentation, and post-launch support were all exceptional. A truly professional team.
SM
Sarah Mitchell
Chief Technology Officer
HealthBridge Corporation
"
From our first conversation, GlobalDigitaz demonstrated deep technical knowledge and genuine commitment to our success. They built our Flutter app for iOS and Android — it handles Arabic RTL perfectly and our customers love it. Support response times are under 2 hours. Exceptional partner.
MH
Mohammed Al-Hassan
Managing Director
Al-Hassan Digital Group
"
Our e-commerce platform needed a complete rebuild — React frontend, Node.js backend, complex inventory logic. GlobalDigitaz delivered a masterpiece. Page load times went from 8 seconds to 1.2 seconds. Conversion rates jumped 34%. The team is brilliant, communicative, and genuinely passionate about quality.
PS
Priya Sharma
VP of Product
Bloom Retail Technologies
Our Work
Glimpse of Our Successful Projects
Real projects, real results — across industries and continents.
Enterprise
Custom ERP System
ASP.NET CoreDapperMSSQL
Mobile
Fleet Management App
FlutterFirebaseMaps
Data & BI
Real-Time Analytics
Power BISnowflakePython
Web
E-Commerce Platform
MERN StackStripeRedis
AR/VR
Industrial Training VR
Unity 3DMeta QuestC#
IoT
Smart Factory Monitor
IoTInfluxDBGrafana
FAQs
Frequently Asked Questions
Common questions about MLOps & Model Deployment — answered by our experts.
Timelines vary by complexity: a standard business website is 2–4 weeks, a full-stack web application is 6–12 weeks, and enterprise systems (ERP/CRM) take 16–32 weeks. We provide a detailed project roadmap with milestone deliverables after our discovery call.
Our website designing service includes: custom UI/UX design in Figma, fully responsive development (HTML5/CSS3/JS or React), on-page SEO setup, Google Analytics integration, CMS (WordPress or headless), SSL and CDN configuration, performance optimization for Core Web Vitals, and 30 days post-launch support.
Yes. Flutter compiles to native ARM code and renders at 60fps (120fps on ProMotion displays) using its own rendering engine. The result is indistinguishable from native apps — we have had App Store reviewers approve Flutter apps without realizing they weren't built in Swift.
For SMEs and mid-market companies, yes — a custom ERP built for your specific workflows is often more efficient and significantly cheaper than SAP licenses. We build ERP modules covering Finance (GL, AP, AR), HR, Inventory, Manufacturing, Procurement, and Sales — all GST-compliant with TDS and e-invoicing support.
Dapper gives us 3–10x better query performance than EF Core for complex queries. More importantly, it gives developers full visibility and control over the SQL being executed — critical for enterprise systems where query optimization and auditability matter. We write clean, parameterized SQL with Dapper stored in query constants.
We exclusively use Kotlin — Google's official, modern language for Android. All our Android apps use Jetpack Compose for UI (replacing the legacy XML View system), Kotlin Coroutines for async operations, and Hilt for dependency injection. Java is only used for legacy project maintenance.
We support iOS 15 and above by default, covering 97%+ of active iOS devices. If you need iOS 14 support for a specific reason, we can accommodate it. Our apps are optimized for the latest iOS version and submitted with support for the current App Store requirements.
Yes — bi-directional email sync with Gmail and Outlook is a core feature of our custom CRM. Emails sent from or received by your domain are automatically logged against the relevant contact or deal. We also support email open/click tracking, sequence automation, and calendar sync.
Yes — you receive all Figma source files including: master components, design tokens, all screen designs, interactive prototype, design system documentation, and developer handoff specs with spacing, colors, and typography in both Figma and CSS variable format.
Yes — we use Maze.co for unmoderated remote usability testing with real users from your target demographic. We define test scenarios, collect quantitative data (task completion rate, time-on-task, misclick rate), and qualitative feedback. Results are presented in a findings report with prioritized design recommendations.
Yes — all our custom CRMs include a mobile app (iOS + Android, built with Flutter) for sales teams on the go. Mobile features include lead management, deal pipeline, call logging, activity recording, and real-time notifications for lead assignments and deal stage changes.
Yes — App Store submission and rejection handling is included. We prepare all required assets (screenshots for all device sizes, app preview videos, privacy policy, age ratings) and manage the review process. In our experience, less than 5% of submissions require revisions, and we handle all responses to Apple's review team.
We test on 50+ physical and virtual devices covering different Android versions (Android 9–14), screen sizes, and manufacturer skins (Samsung One UI, Xiaomi MIUI, OnePlus OxygenOS). We use Firebase Test Lab, JUnit for unit tests, Espresso for UI automation, and manual exploratory testing.
ASP.NET Core consistently tops TechEmpower benchmarks as one of the fastest web frameworks on the planet. It handles millions of requests per second on modest hardware. Combined with Redis caching, connection pooling, and horizontal scaling on Azure AKS or AWS ECS, our .NET applications handle enterprise-scale loads.
A comprehensive custom ERP takes 16–32 weeks depending on the number of modules. We recommend a phased approach: core modules (Finance + Inventory) in Phase 1 (10–14 weeks), then HR and Manufacturing in Phase 2. This lets you go live faster and adjust requirements based on real usage.
Absolutely. Flutter has platform channels to access all native device features: camera (via CameraX/AVFoundation), GPS, biometrics (Face ID/Fingerprint), push notifications, Bluetooth, NFC, accelerometer, contacts, calendar, and more. We use well-maintained pub.dev packages.
Standard business websites take 2–4 weeks from kickoff to go-live. This includes: 3–5 days for design and approval, 7–10 days for development, 3–5 days for content integration and testing, and final review and launch. Complex sites with custom functionality take 5–8 weeks.
We exclusively use Dapper for all our .NET projects — it gives us precise control over SQL queries, significantly better performance than EF, and leaner, more auditable data access code. Every query is parameterized to prevent SQL injection. For projects where raw SQL optimization matters (ERP, BI), Dapper is the clear choice.
Absolutely. We specialize in legacy modernization — migrating .NET Framework to .NET 8, PHP 5 to PHP 8, jQuery monoliths to React SPAs, and on-premises systems to cloud. We conduct a thorough code audit first and provide a risk-assessed modernization plan before touching a line of code.
Yes — every website we build is mobile-first, achieving Google Lighthouse scores of 90+ for Performance, Accessibility, SEO, and Best Practices. We implement lazy loading, image optimization, browser caching, and CDN delivery by default.
Flutter typically reduces development cost by 35–45% compared to building separate native apps for iOS and Android — because you maintain a single codebase. The starting price for a Flutter app at GlobalDigitaz is ₹55,000 for a medium-complexity app.
Yes — all our ERP systems include a mobile-responsive web app and optionally a native iOS/Android companion app for field staff (delivery, warehouse, sales teams). Mobile features include order management, stock counts, approval workflows, and real-time dashboards.
Yes — we implement OAuth2/OIDC with Azure AD, Google Workspace, Microsoft 365, and custom identity providers using ASP.NET Core Identity and the Microsoft.Identity.Web library. This supports SSO, multi-tenant auth, and role-based access control (RBAC) out of the box.
Yes — Play Store submission is included. We handle app signing, AAB build, Play Console setup, store listing optimization (ASO) including screenshots, feature graphic, description, and keywords. We also set up the release track (internal → alpha → production) and configure crash reporting via Firebase Crashlytics.
We typically implement Clean Architecture (or Onion Architecture) with: Domain layer (entities, value objects), Application layer (CQRS commands/queries with MediatR, FluentValidation), Infrastructure layer (Dapper repositories, external services), and Presentation layer (API controllers or Razor Pages). This makes the codebase testable, maintainable, and scalable.
Yes. Data migration is always included. We build custom ETL scripts to migrate your existing data from Tally, Excel, CSV, or legacy database systems. We run a parallel testing period where both systems run simultaneously to validate data accuracy before full cutover.
Flutter uses Dart and compiles to native ARM code with its own rendering engine — giving it consistently better performance and UI fidelity. React Native uses JavaScript and bridges to native components — great for teams with JS experience. We recommend Flutter for new projects due to superior performance and growing ecosystem.
Both. For clients who need easy content management, we build custom WordPress sites with Elementor, ACF Pro, or Gutenberg. For more complex requirements, we build custom-coded sites with React/Next.js or ASP.NET Core for better performance and scalability.
All projects include a minimum 30-day bug-fix warranty. We offer tiered support SLAs: Standard (business hours, 24hr response), Professional (extended hours, 4hr response), and Enterprise (24/7, 1hr response for critical issues). Support packages include monitoring, security patches, performance optimization, and minor feature additions.
Yes — always. We sign comprehensive NDAs before any technical discussions begin. All source code, database schemas, business logic, and documentation produced for your project belong entirely to you upon final payment. We never reuse client IP, never publish client code publicly, and maintain strict internal access controls on client repositories.
We assign a dedicated Project Manager as your single point of contact. Communication runs through Slack (real-time), with weekly video sprint reviews, fortnightly demos of working features, and 24/7 access to a project dashboard (Jira/Linear) showing real-time progress, sprint velocity, and upcoming milestones.
Yes — we offer three paths: Native (Kotlin + Swift for maximum performance), Flutter (single codebase, 95% code sharing, near-native performance), or React Native (JavaScript, great ecosystem). We recommend Flutter for most new projects — it delivers excellent performance while reducing cost by ~40% versus separate native apps.
We offer three models: (1) Fixed Price for well-defined projects with clear scope; (2) Time & Material for evolving requirements with bi-weekly invoicing; (3) Dedicated Team for long-term product development with monthly retainers. All include detailed SOW, milestone billing, and no hidden charges. Contact us for a free 30-minute estimation call.
We enforce strict code quality standards: every PR goes through peer review, we use SonarQube for static analysis, and maintain unit test coverage above 80%. Our ASP.NET Core code follows Clean Architecture with SOLID principles, and all SQL queries use Dapper with parameterization.
Yes — 100%. Upon final payment, you receive complete source code ownership, Git repository access, technical documentation, database schema, API docs (Swagger), deployment guides, and a training session for your team.
Absolutely. We have deep experience integrating with SAP, Tally, QuickBooks, Salesforce, HubSpot, payment gateways, SMS providers, email marketing platforms, and custom legacy systems via REST APIs, webhooks, and direct database connections.
