Turn Singular evidence into marketing decisions finance can review

Singular's Reporting API can return aggregated network data, tracker data, or a combined report that uses Singular's joining logic and smart dimensions to place cost and attributed outcomes together. Combined reporting is useful for routine review, but MetaCTO preserves the contributing source fields, query definition, refresh time, and join status whenever the result could influence spend. Keep the feeds separate when finance needs to reproduce the reconciliation, when dimensions do not align, or when the business uses its own source-precedence rules.

Singular documents a Data Availability endpoint that reports whether each connector has data for a date and recommends checking it before running daily reports. MetaCTO treats that signal as an intake gate, not proof that a period is complete: the workflow also checks required dimensions, expected sources, refresh times, historical revisions, and finance-owned materiality thresholds. Missing or late inputs hold recommendations in an exception state rather than being interpreted as a performance change.

No. Singular's documentation explains that partner data-sharing policies can mask, suppress, omit, or later remove user-level fields even when aggregate reporting remains available. MetaCTO records the permitted purpose and retention rule for each source, keeps aggregate and user-level evidence as distinct contracts, and prevents identity joins or exports when the required consent or partner permission is absent. The workflow should degrade to aggregate review instead of reconstructing restricted identities.

The Reporting API is the better fit when an orchestrated workflow needs selected aggregated dimensions and metrics, explicit availability checks, and controlled query timing. Singular's managed destination options are better suited to recurring delivery into a database or BI environment, including supported standardized schemas; current user-level ETL documentation routes that delivery through Extract. MetaCTO chooses based on required grain, latency, entitlement, replay needs, and ownership, then adds idempotent loads, schema checks, run logs, and reconciliation in either design.

AI can summarize discrepancies, classify connector failures, assemble cited campaign context, and draft a budget or taxonomy recommendation. Singular's reporting and attribution outputs describe assigned credit and joined marketing evidence; they do not by themselves establish causal lift or authorize a campaign change. MetaCTO keeps material budget, bid, partner-payment, identity, and campaign-status actions behind deterministic eligibility rules and a named human approver, then evaluates the approved action against later finance outcomes and separate experiments where incrementality matters.