01 / 07 Service
Database Architecture & Data Systems
Persistence, schema design, caching, time-series storage, and data infrastructure choices matched to the product workload.
Schema
Data model
Caching
Performance
Time-Series
Specialized loads
02 / 07 What this covers
Postgres, SQLite, Redis, time-series stores, document databases, and the logic for choosing between them
This service is about selecting the right storage model, schema structure, caching layer, and runtime persistence approach for the product instead of defaulting to one database for every job.
Typical scope
Operational product databases, caches, analytics stores, and specialized persistence
That includes application schema design, account and product data modeling, caching strategy, time-series data, realtime persistence, and database choices that need to support both the current product and likely growth paths.
Why it matters
The storage model shapes the product more than many teams realize
A poor database choice creates friction everywhere else. A good one makes the product easier to scale, easier to reason about, and far less fragile when new features or heavier loads arrive.
03 / 07 Database range
Relational, document, cache, and time-series systems selected for the workload
The range here includes PostgreSQL, SQLite, Redis, KeyDB, TimescaleDB, QuestDB, DragonflyDB, SpacetimeDB, MongoDB, and adjacent tools. The real skill is knowing when each model helps and when it becomes the wrong constraint.
04 / 07 Proof
Work that already carries this
- Skills page coverage for the database and platform range
- Hosting service coverage for the surrounding infrastructure choices
- Portfolio coverage for APIs, data systems, and runtime support work
- NativeCharts as the deeper proof of time-series and systems-oriented thinking
05 / 07 The full range
Three core offers. Specialist depth.
Start with the nearest business need. Connected systems and engineering depth are brought in where the project requires them.
Three core offers
- 01Website DevelopmentWebsite developer for fast, premium websites and landing pages with strong SEO, mobile polish, conversion focus, and Cloudflare-ready delivery.->
- 02Python Automation and Workflow AutomationPython automation developer for workflow automation, scraping, data extraction, AI-enabled features, cleanup pipelines, and operational leverage.->
- 03Web App DevelopmentWeb app developer for SaaS products, internal tools, MVPs, and cross-platform apps with clean architecture, reliable APIs, and production-ready delivery.->
Connected specialist systems
- 04API Integration ServicesAPI developer for integrations, auth flows, WebSockets, backend services, and realtime features that fit cleanly into existing products.->
- 06Ecommerce DevelopmentEcommerce developer for custom storefronts, subscriptions, checkout flows, operational tooling, and commerce systems built around the business model.->
Engineering depth and ownership
- 07Cloudflare Hosting and Deployment ConsultingCloudflare developer for hosting, deployment, edge delivery, platform selection, caching, and infrastructure choices that keep products fast and efficient.->
- 08System Design and Performance EngineeringSoftware architect for system design, distributed systems, caching strategy, latency work, and production hardening of products that outgrew their original shape.->
- 09Desktop and Cross-Platform Application DevelopmentDesktop application developer building native and cross-platform software with Rust, Dioxus, and WASM for tools that do not belong in a browser tab.->
- 10Trading and Market Systems DevelopmentTrading systems developer for market data pipelines, order book tooling, charting, and risk systems, backed by fourteen years trading professionally.->
- 11Algorithmic Trading and Strategy ResearchBacktesting frameworks, quantitative research workflows, and market and economic data integration for teams building or evaluating trading strategies.->
- 12Technical Strategy and Discovery ConsultingIndependent technical consultant for discovery, scoping, platform selection, estimation review, and architecture assessment before the build starts.->
- 13Code Audit, Modernization and Software MaintenanceCode audits, legacy system rescue, modernization, and ongoing technical ownership of software that someone else started and still has to run.->
13 services in total · 7 sections on this page
07 / 07 The next move
Need the right data model and storage layer from the start?
If the product depends on the right schema, cache, or specialized data store, we can choose that architecture deliberately instead of patching around the wrong decision later.
Plan the Data Layer->See the Full Stack->