Services
Typical services from an external-data specialist.
Most clients begin with one source and one output schema, then add forecasting or portal delivery after the base feed is stable.
Core offerings
These three usually sit together in the same engagement.
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External data collection
Recurring collection from websites, partner portals, APIs, and files with validation and source-change monitoring.
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ML and forecasting
Demand, trend, ranking, and anomaly models that convert raw external data into practical business signals.
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Client data portal
Named-user access to daily files, run history, and exceptions so client teams can self-serve downloads.
Additional services
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Data enrichment and matching
Normalize fields, resolve duplicates, and match entities across supplier, distributor, and customer records.
Typical scope
3-8 weeks
- SKU, MPN, vendor, and distributor matching
- Confidence scoring and exception output
- Standardized schemas for downstream ingestion
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Monitoring and alerting
Track source changes, row deltas, missing fields, and publication failures before customers notice.
Typical scope
2-4 weeks
- Source health checks and breakage alerts
- Schema change detection
- Run-level QA and publish controls
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AI workflow support
Bounded AI steps for classification, review queues, report drafting, and internal search over client knowledge.
Typical scope
4-10 weeks
- Task-specific prompts and guardrails
- Human approval paths for sensitive outputs
- Audit trail for generated actions
Delivery formats
- CSV, JSON, and Excel files
- REST endpoints and signed download links
- Cloud bucket drop (S3, R2, GCS, Azure)
- SFTP delivery for legacy workflows
- Portal download with tenant-level access
How projects run
- 01 Define source list, fields, and schedule
- 02 Deliver sample output for schema sign-off
- 03 Run recurring collection and quality checks
- 04 Publish files to portal, API, or endpoint
Not sure where to start?
Send one source and one sample output requirement. We will reply with scope, timeline, and recommended delivery mode.
Contact sales