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Engineering & product playbooks
Hands-on playbooks, decision frameworks, and case studies from the team building AI-native products at CodeNicely.
Top Digital Transformation Companies in Dubai for SMBs
An honest breakdown of the five categories of digital transformation partners serving Dubai SMBs — and how to pick one that won't leave you with ZATCA gaps or vendor lock-in.
How to Hire a Software Development Company in India
Most Indian development vendors can write working code. Far fewer have absorbed GST, UPI, and KYC failure modes into their delivery process — and that's the difference between a partner and a body shop.
How Vahak Onboarded 800K Trucks Without Breaking the Marketplace
A deep engineering walkthrough of how Vahak's marketplace matching stopped failing at scale — and the data-model decision that fixed the cold-start problem most logistics marketplaces get wrong. The insight generalizes to any relationship-driven marketplace stitching supply and demand by hand.
Managed Cloud vs. Raw IaaS: Pick One Before You Scale
Most managed cloud vs IaaS comparisons argue price-per-vCPU and deployment speed. Both miss the axis that determines regret at 18 months. Here's a decision framework built around the resource you actually don't have enough of.
Migrate a Live MySQL Schema Without Downtime
Most guides tell you to run gh-ost and walk away. They skip the part where the cutover step — not the copy — is what actually causes the 2 a.m. outage. Here's the playbook that survives production write load.
Temporal vs. Celery vs. BullMQ: Pick One for Durable Jobs
A dimension-by-dimension look at Temporal, Celery, and BullMQ for durable workflow orchestration. When your queue is actually the wrong tool — and when a retry decorator and a state column would fix it.
CRON Job Failure Cheatsheet: Diagnose, Alert, Recover
A dense reference for backend engineers whose scheduled jobs fail silently in production. Covers heartbeat monitoring, alert patterns, and recovery playbooks for missed runs.
5 Mistakes Teams Make When Adding Real-Time to a Batch System
Retrofitting real-time onto a batch system rarely fails because of Kafka tuning. It fails because your schema was designed to be overwritten in bulk. Here are the five structural mistakes we see teams repeat, and how to recover.
Top Digital Transformation Companies in India for SMBs
A practical landscape of digital transformation partners in India for SMBs — big consultancies, IT service firms, freelancers, and product studios — and how to tell which one will actually leave you with working, IP-owned software.
Your Automation Backlog Is a Prioritization Problem, Not a Tech Problem
Most SMBs sequence their automation backlog by stakeholder pressure and implementation ease. That's why the highest-leverage processes never get built. Here's the axis that actually matters.
Event Sourcing Is Not a Database Pattern
Most teams implement event sourcing as an event log next to their CRUD tables and end up with the complexity of both models and the benefits of neither. Here's the mental inversion that actually makes it work.
Build vs. Buy Your Internal Ops Dashboard
Most build-vs-buy comparisons for internal tools argue about cost and speed. Both are the wrong axes. The one that predicts regret is the rate of change of your ops logic — here's how to score it honestly.