PD
DataKnobs External Data Intelligence

External Data Intelligence Control Center

Turn external data into governed, reusable intelligence. Register sources, configure ingestion, tune quality and cost thresholds, control permitted use, trace lineage, and measure downstream impact through enterprise data knobs.

External Data Knobs

Control which data enters, how it is governed, and where it creates value.

DataKnobs identifies the variables that most influence source reliability, information coverage, ingestion cost, quality, legal use, and downstream business outcomes.

Selection KnobsAuthority, jurisdiction, coverage, recency, exclusivity, and business relevance.14 active
Ingestion KnobsFrequency, lookback, retries, batching, cursor strategy, and backfill behavior.23 active
Quality KnobsFreshness, completeness, duplication, schema drift, and volume variance.4 outside range
Governance KnobsPermitted use, retention, residency, model training, attribution, and redistribution.3 pending
Cost KnobsProvider tier, query limits, storage retention, processing cadence, and budget alerts.72% budget
Consumption KnobsWhich data products, agents, APIs, workflows, and decisions may consume each source.18 consumers
Governed sources
14
+2 this quarter · 6 provider categories
Active ingestion knobs
23
21 healthy · 2 degraded
Knobs out of range!
4
2 quality · 1 auth · 1 stale
Contracts expiring
3
Within the next 90 days
External data cost$
$48.6K
Monthly forecast · 72% of budget

Knobs requiring attention

High-impact source, quality, approval, credential, and cost knobs requiring action.

Credential expires in 6 daysPolygon market-data API key must be rotated before July 21.
Quality threshold breachedState enforcement actions delivered 42% fewer records than its baseline.
Approval waitingIndia privacy law source is pending Legal and Security review.

Coverage and selection knobs

Tune source coverage by information domain, jurisdiction, freshness, authority, and business value.

Market data
92%
Court cases
78%
Privacy law
66%
Legislation
54%
External data product registry
Authoritative inventory of external sources, controls, data products, and downstream impact
8 sources shown
External source Domain & coverage Connectors / feeds Owner Destination Consumers Governance Health Actions
No external sources match the current filters.