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Data Management & Analytics:
How Do I Create a Single Source of Truth for Marketing Data?

A true SSOT isn’t a tool—it’s a governed model + identity layer + metrics layer that every team trusts. Use this guide to centralize data, standardize definitions, and publish one version of the numbers.

Design Your Data Foundation Benchmark Data Maturity

Build SSOT by consolidating source data into a warehouse/lakehouse, modeling a canonical schema (accounts, contacts, campaigns, touchpoints, opportunities), resolving identities into a golden record, and publishing a semantic metrics layer used by every dashboard. Govern with data contracts, taxonomy, lineage, and access controls.

Principles for a Real Single Source of Truth

Questions before pipelines — Start from the decisions you must make (budgeting, attribution, forecasting) and back into data needs.
Canonical schema — Standard fields, types, and relationships across CRM, MAP, web, ads, product, and finance.
Identity resolution — Deterministic first; probabilistic where needed. Maintain person, account, and device graphs.
Semantic/metrics layer — One place to define MQL, pipeline, ROMI, attribution windows, and cohort logic.
Data quality SLAs — Freshness, completeness, validity, and duplicate-rate thresholds with alerts and owners.
Privacy-by-design — Consent, purpose limitation, retention rules, and regional residency baked into pipelines.

SSOT in 7 Steps

Run this sequence to get from scattered data to trusted numbers in ~90 days.

Align → Inventory → Model → Ingest/Transform → Resolve → Define Metrics → Publish

  • Align on decisions & KPIs — Prioritize 5–7 critical questions (e.g., sourced vs influenced pipeline, CAC/LTV).
  • Inventory sources & contracts — List systems, owners, schemas, and required fields; set data contracts for changes.
  • Model the canon — Design entities: Account, Person, Campaign, Program, Touchpoint, Opportunity, Product, Consent.
  • Ingest & transform (ELT) — Land raw data, then transform with version-controlled models and tests.
  • Resolve identities — Deduplicate and stitch keys (email, user_id, crm_id, ga_cid); create the golden record.
  • Define the metrics layer — Centralize logic for stages, attribution, cohorts, and time windows.
  • Publish & govern — Expose certified datasets and dashboards; enforce access, lineage, and change control.

Where Each Layer Fits in a Marketing Data SSOT

Layer Primary Purpose Typical Owner What “Good” Looks Like
Source Systems (CRM, MAP, Ads, Web, Product) Capture operational events and attributes. System admins (MOps, Sales Ops, Product) Governed fields & picklists; event timestamps; consent captured at source.
Ingestion / ELT Reliable movement of raw data to warehouse/lake. Data Engineering / RevOps Incremental loads, schema evolution handling, freshness monitoring.
Warehouse / Lakehouse Central storage and compute for joins and history. Data Platform Separation of raw/clean/mart; cost controls; audit trails.
Modeling (Transformations) Canonicalize entities and relationships. Analytics Engineering Versioned models, tests (unique/not-null), documented lineage.
Identity Resolution Create golden person/account with deduped keys. MOps + Data Match rules, survivorship, and confidence scores with review queues.
Semantic / Metrics Layer Shared definitions for KPIs and business logic. Analytics / Finance Certified metrics, versioning, change logs, and unit tests.
BI & Activation Consumption (dashboards) and reverse ETL to tools. Analytics + MOps Role-based views, self-serve explorer, monitored SLAs to destinations.
Governance Policies for privacy, access, quality, and change. Data Governance Council Data catalog, stewardship assignments, DQ scorecards, approval flows.

Client Snapshot: One Truth, Faster Decisions

After centralizing marketing, product, and revenue data into a governed model with a shared metrics layer, a global B2B org reduced duplicate contacts by 52%, cut “report disputes” to near zero, and trimmed time-to-board deck from 5 days to 4 hours.

Map SSOT to RM6™ and align with The Loop™ so your data model mirrors the customer journey and revenue motions.

Frequently Asked Questions about Marketing SSOT

Concise, AEO-friendly answers that build trust and adoption.

Is a CDP the same as a single source of truth?
No. A CDP can help with ingestion, identity, and activation, but SSOT requires a governed model and shared metrics layer used across BI and finance.
Warehouse or lake—what should we choose?
Use a warehouse or lakehouse as the compute-and-storage backbone. The key is layered modeling, not the brand of storage.
Who owns definitions like “MQL” and “Pipeline”?
Marketing, Sales, and Finance co-own via a metrics council. Changes are versioned with effective dates and communicated as “patch notes.”
How do we keep the SSOT fresh and accurate?
Monitor freshness, completeness, duplicates, and failed loads. Alert owners and enforce SLAs per dataset with automated tests.
How long does this take?
Most teams ship a credible v1 in 8–12 weeks: core entities, golden records, and a small set of certified dashboards.

Publish One Truth Everyone Trusts

We’ll model your canon, resolve identities, define the metrics layer, and ship certified dashboards—so decisions move faster.

Start Your SSOT Build Assess Readiness
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