Cross-layer playbooks

Engineering Recipes.

Bigger than a snippet, smaller than a runbook. Recipes connect the pieces you actually combine to finish a real task.

dataPRODUCTION

Deterministic Deduplication & Merge

Turn duplicated source records into a repeatable winner-selection flow with explicit identity, source priority and tie-break rules.

sqlrow_numberdeduplicationgolden record
sfmcPRODUCTION

Journey Email Tracking Dataset

Build a reporting dataset that resolves email sends back to Journey and activity context without multiplying raw tracking events.

journey buildertrackingsentopen
sfmcPRODUCTION

120-Day Engaged Audience

Create an explainable engaged-audience dataset from recent opens/clicks while protecting the final grain.

engagement120dopenclick
sfmcPRODUCTION

Automation Health Baseline

Turn Automation Studio run metadata into a small health model based on status, runtime and repeated failures.

automation studiohealthruntimemonitoring
sfmcPRODUCTION

SMS Delivery & Opt-Out Diagnostic

Trace MobileConnect send state, delivery semantics, held numbers and subscription events without treating one status field as the whole truth.

smsmobileconnectdeliveryoptout
sfmcPROJECT

CloudPage Safe Write Flow

Structure a CloudPage write path around validated context, idempotent updates and explicit failure handling.

cloudpagesampscriptsecurityidempotency
automationPROJECT

Resilient REST Integration

Build an API integration around token reuse, bounded retries, idempotency and observable failures instead of happy-path calls.

rest apioauth429retry
sfmcPRODUCTION

SFMC Migration Discovery Pass

Run discovery in a sequence that captures inventory first, dependencies second and business importance third.

migrationdiscoveryinventorydependencies
dataPRODUCTION

Pragmatic Golden Record inside SFMC

Consolidate identity inside SFMC when the organization lacks a dedicated CRM/MDM layer, while keeping the workaround explicit.

golden recordidentitymulti-brandgovernance
systemsLAB

Self-Hosted n8n Service Baseline

Stand up n8n as an operational service rather than a one-off container, with persistence, boot recovery and a narrow public ingress boundary.

n8ndockerlinuxself-hosted
automationLAB

Reliable Public Webhook Ingress

Turn a public webhook into a bounded interface with validation, authentication, stable responses and retry-safe side effects.

webhookn8nsecurityidempotency
dataPROJECT

Metadata Snapshot & Drift Review

Normalize two environment exports, compare stable object fingerprints and review dependency drift before a migration or structural change.

sfmc-auditorsnapshotdriftmigration
aiSTUDY

Bounded AI-Assisted Engineering Review

Use a deliberately constrained context pack so AI assistance can accelerate review without silently inventing platform facts.

aillmcontextprovenance