Async Jobs in SaaS MVPs: Postgres vs Redis Queues
Eliminate HTTP 504 timeouts and dual-write bugs in your SaaS MVP. Learn why Postgres-backed queues outperform Redis and Kafka for early-stage startups.
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Launching a product shouldn't be a guessing game. Every project I build follows the Founder-to-Launch Framework™—a structured engineering methodology designed to mitigate technical debt, eliminate scope creep, and ensure scalability.
Scope locking and product boundaries.
Testing integrations and assumptions.
System and database architecture.
Production-ready coding and tests.
CI/CD and production deployment.
Performance tuning and optimization.
Ongoing strategy and fractional CTO.
Got a slow database, rising cloud bills, or technical debt blocking your launch? Get a surgical 48-hour diagnostic before committing to a full build contract:
I work directly with founders across North America, Europe, and globally in fluent English. No project managers, no diluted technical requirements, and no communication lag.
Need multilingual operational support for your global customer base? I also designed and deployed an enterprise real-time voice translation pipeline that bridges conversations across 10+ languages with sub-second latency.
Side by side — the agency path most founders default to, and the direct path I offer. Same goal, very different cost, speed and clarity.
Long feedback loops. Diluted context. Your decisions translated three times.
Fewer layers. Faster decisions. Better products.
Tangible business and operational outcomes delivered for real companies and high-volume platforms.
Operations team spent 25 hours/week manually keying messy supplier PDF invoices into their database, leading to an unacceptable 6% clerical error rate and delayed warehouse fulfillment.
Built a serverless Python pipeline leveraging GPT-4o Vision and strict Pydantic schema validation. Invoices dropped into an inbox are parsed, cross-checked against purchase orders, and committed into PostgreSQL in under 4 seconds.
100% manual entry eliminated with 0% schema error rate across 4,000+ invoices, saving over $2,200/month in operational overhead.
Database CPU pegged at 100% with just 40 concurrent users, generating recurring 504 Gateway Timeouts during customer checkout and threatening a major partner launch.
Executed surgical EXPLAIN ANALYZE profiling, resolved hidden Prisma ORM N+1 query loops, added composite indexes on hot join keys, and introduced an in-memory Redis caching tier.
Query latency plummeted from 3,800 ms to 42 ms. Database CPU utilization dropped by 70% while effortlessly sustaining 500+ concurrent checkout sessions.
Seven ways founders work with me — from first MVP and AI automation to growth-stage CTO support.
Turn an idea into a production-ready MVP in weeks, not months. Architecture, backend, APIs, auth, cloud deploy.
Modern LLM products done right — AI assistants, dashboards, document processing, workflow automation.
Turn repetitive manual operations into autonomous pipelines. PDF/invoice extraction, private RAG, and smart qualification agents.
Long-term collaboration as your trusted engineer: roadmap, architecture, tech selection, engineering leadership.
Recover projects suffering from poor architecture, missed deadlines, technical debt or scalability issues.
Performance, security, cloud infrastructure, databases and deployment pipelines built for growth.
Engineering strategy, team mentoring, architecture governance, hiring — for growth-stage startups.
I move fast because I pair 10+ years of senior engineering with modern AI tools — seniority chooses the right path, AI shortens the road. Together they let me ship accurately, in a fraction of the usual time.
I'm a technical person — and quietly, a business one too. Years of hands-on marketing experience, plus Google My Business and Digital Garage certifications, let me think about your product the way your customers will. I help you go from zero to hero — not just build software.
You'll also be working with an engineer who's been a core team member inside American startups — the pace, the product instincts, the bar for quality. That experience comes with me into your product.
Direct communication. No coordination overhead between you and the code.
10+ years building production systems — Clean Architecture, DDD, microservices.
.NET, Node, React, Postgres, AI/LLM — picked for your business, not my preferences.
Architectures that survive growth — performance, security, cloud, deployment pipelines.
Free 30-min call. We discuss your idea, constraints and goals.
Architecture, stack, timeline and a transparent scope you can act on.
Iterative delivery directly with me — demos, code reviews, async updates.
Production deploy, monitoring, hand-off — or continue as your technical partner.
Pricing is always a conversation — every project is a little different. Instead of locking you into rigid monthly overheads, we tie pricing directly to deliverables so you only pay for actual working results.
Zero hourly billing. We define clear delivery phases, and you only settle payments as milestones are met.
One third up-front to kick things off and lock the slot.
Work happens with full visibility — demos, docs, repo access.
Remaining two thirds settled at the end, once you're happy.
During the build, you don't pay for any of the moving parts behind the scenes.
Real answers from the same engineer who'll build your product — usually within minutes.
Send a voice note, a screenshot, a half-formed idea — I'll read it and reply myself.
Long brief, scope, proposal — a thoughtful response from me, not a templated auto-reply.
Deep dives on deterministic AI state machines, 0-to-1 MVP architecture, avoiding costly dev agency traps, and fractional CTO execution.
Eliminate HTTP 504 timeouts and dual-write bugs in your SaaS MVP. Learn why Postgres-backed queues outperform Redis and Kafka for early-stage startups.
Eliminate cross-tenant vector data leaks in enterprise AI SaaS. Learn deterministic RAG isolation patterns using pgvector RLS, metadata pre-filtering, and strict namespaces.
Avoid burning $2,000/mo on idle Kubernetes clusters. Learn how a modular monolith maximizes shipping velocity and investor-ready architecture for your MVP.
Get direct 1-on-1 architecture reviews and fractional co-founder execution without the overhead of full-time hiring.
I genuinely love what I do, and I love helping ideas grow — in any industry, at any stage. Expect calm communication, real ownership, and someone who treats your product like it's their own.
Tell me about your idea. 30 minutes, free, no sales pitch.