Redis Redlock & Distributed Mutexes
Preventing double-booking and concurrent state corruption across distributed instances with millisecond lease expiration, Redlock consensus, and auto-extending locks.
SaaS Platform & Distributed Systems
Scalable SaaS backends built for strict concurrency & data safety.
I architect multi-tenant SaaS platforms, distributed concurrency locks, idempotent financial transaction ledgers, and high-throughput cloud microservices that eliminate race conditions, double-spend vulnerabilities, and database deadlocks.
Architect of ClassFlow (Redis Redlock instructor matchmaking, Stripe Connect ledgers) and Savyour (100+ partner high-concurrency cashback ledger with cached balance retrieval).
100%Ledger reconciliation accuracy across double-entry transactions
<100msDynamic matchmaking & distributed lock resolution
100+High-throughput affiliate & e-commerce partner integrations
SaaS Engineering Deliverables
Eliminating race conditions, ledger drift, and scale bottlenecks.
Every SaaS architecture I build prioritizes strict data integrity, fault-tolerant worker pipelines, and predictable operating costs.
Double-Entry Accounting & Stripe Connect
Idempotent webhook processing via HMAC keys, transactional outbox patterns, automated dispute workflows, and sub-cent payout balance reconciliation.
PostgreSQL Isolation & Query Optimization
Connection pooling via PgBouncer, read-replica routing, selective Redis cache warming, and zero-downtime database migration strategies under live traffic.
Celery/SQS Background Job Pipelines
Decoupling long-running API tasks, exponential retry backoff with dead-letter queue monitoring, and queue prioritization during high-volume traffic spikes.
Architecture Engagement Path
From concurrency bottlenecks to an unbreakable SaaS backbone.
Concurrency & Data Flow Audit
Inspect critical write paths, race condition hazards, and third-party webhook failure modes across your stack.
Distributed Locking & Ledger Architecture
Implement Redis Redlock mutexes, ACID database transaction boundaries, and idempotent webhook receivers.
Caching & Worker Decoupling
Configure hierarchical Redis caching, Celery/SQS asynchronous queue pipelines, and auto-scaling triggers.
Stress Testing & Operational Handoff
Execute high-concurrency load testing (k6/Locust), set up Datadog/CloudWatch alerts, and train your engineering team.
Start with clarity
Scaling your SaaS beyond the limits of basic MVC?
In 30 minutes, let’s identify your highest concurrency risks and architect an unbreakable backend for your next stage of growth.