2 posts tagged with "Linting"

Locale bugs and copy regressions show up in demos, not in polite Slack reminders. White-label shells make it worse: a forbidden customer string in core, a hard-coded English-only prompt overlay, a missing translation key that only fails in one market.

Put language gates in CI. Native linters in the pipeline beat optional pre-commit hooks for shared agent repos. Gates should cover prompt overlays and UI strings. Fail fast on forbidden customer hardcoding in core packages. Keep the gate list short enough that people do not bypass it. Locale and copy regressions are product bugs, not translation tickets filed after the fact.

Figure 1. Locale and copy regressions are product bugs. Put the gates in CI where unwilling enforcement actually runs. Source: Microsoft Learn: what is Azure Pipelines.

Figure 2. Native linters and short language tests beat optional hooks that disappear under release pressure. Source: Microsoft Learn: pipeline tasks.

Re-CASTing the same physical column in every medallion layer feels careful. It is usually how drift multiplies. Bronze casts to decimal. Silver casts again "to be safe." Gold casts a third time and invents an unknown literal with yet another type. Consumers inherit a guessing game.

Type each published column once, as early as you dare (usually bronze, sometimes the first stable clean view). Silver and gold keep aliases, business calculations, and typed unknown-row literals only. UNION alignment casts are the exception, not the lifestyle. Lint the rest.

Figure 1. Type each column once, as early as you dare. Downstream layers should inherit the contract, not reinvent CASTs. Source: Microsoft Learn: copy data activity.