Cloud Cost Optimization: A Practical AWS Cost Audit Checklist
Use this practical AWS cost audit checklist to map spend, rightsize resources, clean idle waste, and build FinOps habits for lasting cloud cost optimization.
Build production Python services: FastAPI microservices, Django admin and SaaS backends, automation jobs, and AI-ready API layers that connect cleanly to Laravel, Node.js, and React products.
Python is not just a line on a skills list. It is how many modern API services, automation pipelines, and AI backends get built and operated in production.
I help product teams ship FastAPI services, Django applications, Python automation, and AI-oriented backends with clear structure, tests, and deploy habits. The goal is maintainable code that other engineers can extend.
Based in Ahmedabad, I work as an AI Engineer and Full-Stack Architect. Laravel and Node remain strong for product systems; Python is the track for FastAPI services, Django apps, and the tooling ecosystem around LLMs and data workflows.
If you need hire options, go to Hire Python Developer. If your need is specifically AI features inside a product, also review Hire AI Developer and AI Integration Services.
Frameworks, APIs, and delivery habits for production Python work.
Clear fits for Python development work, so we start with the right problem and the right stack.
You want a typed Python API for product features, integrations, or AI workloads with OpenAPI docs and production deploy habits.
You need admin workflows, ORM conventions, and a fuller web backend. Django and DRF can be the right product shape.
Your SaaS already runs on Laravel or Node. You want a Python service beside it for AI, OCR, or specialized processing.
FastAPI, Django, APIs, automation, AI backends, and hybrid product architecture.
High-performance Python APIs with typed models, dependency injection, OpenAPI docs, and clean service boundaries for product and AI workloads.
Admin-heavy apps, SaaS backends, and REST APIs with Django and Django REST Framework when the product needs batteries-included structure.
Design and ship REST APIs with auth, validation, pagination, logging, and client-friendly contracts for web and mobile frontends.
Reliable Python jobs for data sync, file processing, webhooks, and third-party API glue without turning scripts into unmaintainable one-offs.
LLM orchestration services in Python that sit beside Laravel or Node product APIs for RAG workers, agents, and streaming chat backends.
pytest coverage for critical paths, clear project structure, requirements or lockfiles, and Docker images ready for staging and production.
PostgreSQL with SQLAlchemy or Django ORM, Redis caching, and background workers so heavy work stays off the request path.
Keep product systems in Laravel or Node when that is the moat, and add Python where the ecosystem and AI tooling are strongest.
Choose how we work based on scope, speed, and how much ongoing ownership you need.
Best for a defined API, Django module, automation flow, or FastAPI service with a clear done state.
Best for validating a Python service quickly: architecture, core endpoints, tests, and a shippable first version.
Best when Python is on the roadmap for months and you want one remote engineer owning delivery with your team.
A simple path from first message to a maintainable service.
Share the product, whether you need FastAPI, Django, automation, or an AI backend, and any existing Laravel or Node systems.
We pick FastAPI, Django, or a hybrid layout based on the product shape, not on framework fashion.
Agree service boundaries, auth, data stores, and the first shippable milestone.
Implement with pytest on critical paths, clear project structure, and staging checks.
Dockerize where useful, deploy, and document how your team runs and extends the service.
Extend into dedicated hire, next features, or a clean handover with ops notes.
Local presence for India clients, asynchronous delivery for global product teams.
Based in Ahmedabad, Gujarat, with India-friendly collaboration and clear written updates.
Overlap hours for US, UK, and EU teams plus Slack, GitHub, and issue tracking for async speed.
Typed models, tests, logging, and deploy habits, not only scripts that work once on a laptop.
Looking for hire options? Use the contact form with category Python and mention whether you need a project, MVP sprint, or dedicated capacity.
Common questions about FastAPI, Django, hybrid Laravel stacks, Ahmedabad availability, and AI backends.