Solve Real Business Problems
Build Platforms That Work
We're a product and data engineering studio based in Dubai that turns messy workflows into robust platforms. Fast delivery, end-to-end ownership, and AI that actually solves problems—not hype.
Who We Are
Linear Dynamics is a product and data engineering studio based in Dubai, UAE. We solve real business problems quickly by designing, building and operating custom digital platforms.
We sit at the intersection of data engineering and ETL, applied AI and automation, custom SaaS and internal tools, and market expansion, websites and media. Our role is to turn messy, manual workflows and scattered tools into robust platforms that teams actually use every day.
Problem Solving Mindset
We start from the problem and the process, not from a predefined tool. The outcome is a platform that actually removes friction instead of adding complexity.
Speed with Control
We move fast to ship working solutions, while keeping quality, data integrity and maintainability under control.
End-to-End Ownership
From idea to production and maintenance, with a single team accountable for the platform and its evolution.
Applied AI, Not Hype
AI is used to solve specific bottlenecks in operations, growth and media, grounded in client data and integrated into real products.
What We Build
We build end-to-end digital platforms that combine four core pillars. Each platform is designed to turn messy, manual workflows into robust systems teams actually use.
Data & ETL Platforms
Consolidate data from spreadsheets, CRMs, ERPs and third-party tools. Design and implement ETL pipelines using Python and modern cloud infrastructure. Clean, normalize and model data so that it is usable for analytics and AI. Expose data via APIs, internal tools and dashboards.
- •Consolidate data from multiple sources
- •ETL pipelines with Python
- •Data cleaning and modeling
- •API and dashboard integration
AI Products & Automation
Embed LLMs and AI services into business workflows. Build task-specific agents for research, document processing, lead enrichment and decision support. Use AI to automate repetitive cognitive work around data, content and reporting. Ensure AI components are grounded on client data and aligned with compliance constraints.
- •LLM integration in workflows
- •Task-specific AI agents
- •Automation of repetitive work
- •Compliance-aligned AI
Custom SaaS & Internal Tools
Design and develop web applications tailored to a specific operational domain. Replace manual Excel processes and ad hoc tools with structured, multi-user platforms. Implement role-based access, auditability and collaboration features. Integrate with existing systems through APIs and automation platforms.
- •Domain-specific web applications
- •Replace Excel workflows
- •Role-based access control
- •API integrations
Market Expansion & Media
Build operating systems that support market expansion, partner development and sales execution. Create corporate and product websites that are tightly integrated with CRM, data and automation stacks. Design digital media ecosystems that combine content, landing pages, lead capture and analytics.
- •Market expansion platforms
- •Integrated websites
- •Digital media ecosystems
- •Marketing automation
How We Work
A pragmatic, delivery-first approach that moves from discovery to production while keeping quality and maintainability under control.
Discovery and Scoping
Understand the real process and pain points behind the request. Audit data sources, tools and existing automations. Co-define a lean scope that delivers visible value within weeks.
Design and Architecture
Design data model, application architecture and integration points. Prioritize usability for non-technical users. Choose a stack that balances speed, robustness and maintainability.
Build and Iterate
Ship working versions early and refine based on usage. Keep a tight feedback loop with stakeholders and end users. Document decisions, data flows and operational procedures.
Scale and Optimize
Harden infrastructure, security and observability. Extend the platform to new use cases, markets or teams. Add AI and advanced automation layers once the core foundation is stable.
What We've Built
Real platforms solving real problems. Here are some examples of the digital solutions we've delivered for clients across different industries.
Market Expansion Operating System
A web-based platform that centralizes data on territories, partners, performance and opportunities, helping brands decide where to expand, how to structure their network and how to track execution.
ETL and Reimbursement Automation
A cloud web app that reads structured Excel files, processes them via ETL logic and produces compliant output files for accounting and reporting, removing manual spreadsheet work and reducing errors.
CRM and Operations OS
A platform that centralizes affiliates, promotions, visits, performance KPIs and workflows for business development and sales teams, integrated with dashboarding and reporting layers.
Websites Integrated with Operations
Corporate and product sites that are not isolated brochures but front doors to the underlying platform, integrated with CRM, analytics, marketing automation and internal tools.
Media and Content Platforms
Digital environments where content, audience data, advertising, newsletters and partners are managed in a coordinated way, with clear metrics and automation of repetitive workflows.
SaaS Foundations for Vertical Industries
Software modules for specific verticals such as restaurants, retail or media, covering inventory, bookings, CRM, marketing and analytics, with the ability to evolve into full SaaS products.
Trusted By
We work with leading companies across industries to build platforms that drive real business results.






Let's Build Your Platform
Ready to turn your messy workflows into a robust platform? Based in Dubai, we work with businesses across the UAE and beyond. Let's discuss your project and see how we can help you move fast while keeping quality under control.
SMEs & Mid-market: Build serious internal platforms without a full in-house team.
Agencies & Consultancies: Strong technical partner for complex client platforms.
Industry Operators: Transform internal tools into commercial SaaS.
We excel at cross-border setups, where strategy is held by one entity while Linear Dynamics delivers technical implementation and long-term platform evolution.
Sharjah Office
Business Centre, Sharjah Publishing City Free Zone
Sharjah – UAE
Dubai Office
Business Bay
Dubai – UAE