Membership Reconciliation: When an Audit Stops at 10,000 Records
How a silent 10,000-record cap, ambiguous identities, and competing sources of truth changed a production membership reconciliation.
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Practical Architecture Writing
Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
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Build Around Business Capabilities, Not Vendor Features
Why durable business capabilities should define platform boundaries, while commerce, payment, and ERP vendors remain replaceable implementation details.
pg-boss in Production: Reliable Background Jobs for Node.js
What I learned running pg-boss in a high-volume Node.js backend: why PostgreSQL made the queue dependable, how PM2 protected web traffic, and why every job still needed to be safe to retry.
The Complete Guide to AI Workflow Automation for SMBs
A practical guide to AI workflow automation for small and mid-sized businesses: use cases, ROI, implementation steps, risks, tools, and when custom software makes sense.
Idempotency in NetSuite Integrations: Retries Without Duplicate Records
A production-oriented NetSuite idempotency design using deterministic keys, persistent operation state, unique constraints, safe retries, replay, and reconciliation.