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Product Strategy2 min read

Prepare for a launch traffic spike

Model expected load, load-test to find the first bottleneck, scale and cache, add graceful degradation and a queue for spiky writes.

Product Strategy1 min read

Instrument an onboarding flow for analytics

Track each onboarding step plus the activation milestone, define a clean event schema with stable IDs, send reliably via batching or server-side.

Product Strategy1 min read

Evaluate a high-risk full rewrite

Surface rewrite risk with POCs, propose incremental displacement like Strangler Fig, quantify the cost of stalled features.

Product Strategy1 min read

Build the case to deprecate a legacy feature

Quantify cost versus value and who the 2% are, propose migration paths and a phased sunset, weigh velocity against trust.

Product Strategy1 min read

Estimate and de-risk an ambiguous initiative

Decompose into phases that front-load learning, run spikes to retire risk, communicate estimates as ranges tied to milestones.

Product Strategy1 min read

Add a Pro plan and gate features

Model plans and entitlements as data, enforce server-side via a central check, decouple the gate from feature code.

Product Strategy1 min read

Architect today for a loosely defined future

Isolate volatility behind stable interfaces, use ports and adapters, keep changes reversible and deferred.

Product Strategy1 min read

Product strategy versus go-to-market strategy

Product strategy defines the product and roadmap; GTM defines launch, pricing, channels, and audience; they overlap at positioning.

Product Strategy1 min read

Resolve a low-code versus custom-build conflict

Build a spike testing real constraints, surface lock-in and exit cost, propose a hybrid scoped by differentiation.

Product Strategy1 min read

Quantify tech debt and pitch it to a PM

Quantify probability times impact, tie debt to velocity or incident cost, and propose scoped phased work.

Product Strategy1 min read

Platform team metrics versus product team metrics

Measure adoption, reliability SLOs, integration time, and self-service ratio over user engagement.

Product Strategy1 min read

Shared component library versus per-product builds

Shared libraries cut duplication and enforce consistency but add coupling, versioning, and a coordination tax; per-product code is fast but drifts.

Product Strategy1 min read

Move from flat to usage-based billing

Reliable usage capture, idempotent aggregation into billing periods, and reconciliation with the provider.

Product Strategy1 min read

Measure a competitor's public performance

Synthetic audits via Lighthouse and WebPageTest, timed public-API probes, and reading response headers.

Product Strategy2 min read

Engineering input in a Jobs to be Done workshop

Frame the underlying job and measurable outcomes the user wants, decouple from any solution, then let features compete to serve them.

Product Strategy1 min read

Technically analyzing a competitor's product

Probe their stack, performance, APIs, and architecture via public signals and ethical inspection, identify gaps and parity needs, feed differentiation and risk into the…

Product Strategy1 min read

Technical principles for building a learning-focused MVP

Validate the riskiest assumption first, use off-the-shelf and manual where possible, instrument for learning, defer scalability and polish.

Product Strategy1 min read

How vision, strategy, and roadmap relate

Vision is the long-term aspiration, strategy is the chosen path to it, the roadmap is time-bound execution that delivers the strategy.

Node.js & Express1 min read

Diagnosing intermittent crashes with PM2

PM2 auto-restarts and runs cluster mode for availability, inspect logs and metrics, watch memory for leaks, capture errors.

Node.js & Express2 min read

Unit testing Express auth middleware in isolation

Build fake req/res, use a spy/mock for next and res methods, assert next called on valid token and 401 sent on invalid.