Design example
The documented work is a pipeline specification. This page explains the design; it does not claim that the integration was deployed or achieved customer results.
Make the acceptance rule explicit
A larger list is not necessarily a more useful list. Agree what makes a record worth reviewing: the organisation, the relevant business role, the source and enough reliable information to identify it. Keep the decision to collect a record separate from the decision to contact someone.
A possible toolchain uses Apify for approved collection, Airtable for staging, Apollo or another enrichment provider for additional business information, an email-validation service and HubSpot as the destination CRM. These are design options. Confirm each source’s permitted use, current API, licence and data requirements before choosing the integration.
Separate collection, enrichment and publishing
- Collection stores a source identifier, source reference and collection time with each candidate record.
- Normalisation standardises fields while retaining the original value for inspection.
- Enrichment adds attributed values without silently replacing an owner-verified CRM field.
- Review resolves ambiguous matches, missing information and records that do not meet the acceptance rule.
- Publishing writes approved records to the correct CRM object and records the destination identifier.
Keeping these stages distinct makes failures easier to recover. A temporary enrichment outage should not erase collected records or cause the CRM import to start over from the beginning.
Email is useful evidence, not a universal identity key
Shared inboxes, changed employers and alternate addresses make matching harder than comparing a single field. Define how a person, company and relationship are identified. Use stable source and destination IDs where available, with explicit rules for missing or conflicting identifiers.
Hold an ambiguous match for review. An automatic merge can attach history to the wrong person and is harder to undo than a delayed import. Email validation can inform deliverability checks; it does not prove identity, consent or permission to send outreach.
| Field group | Why it matters |
|---|---|
| Source and timestamp | Shows where the information came from and whether it may be stale. |
| Matching decision | Records which identifiers support a new record or an update. |
| Field ownership | Prevents enrichment from overwriting a value owned by the customer or CRM team. |
| Review status | Explains why a record is ready, held or excluded. |
| CRM ID and sync status | Supports safe retries and a traceable handoff. |
Make retries safe
Design an idempotent write: retrying the same approved operation should not create another contact. Keep a processing ledger and distinguish a request rejected by the CRM from one whose response was lost. Reconcile the destination state before repeating an uncertain write.
Test rate limits, partial batches, changed credentials and unavailable services. A useful notification should identify the affected job and required action without posting private contact details into a broad team channel.
Preserve the outreach boundary
An imported contact should not unexpectedly enter a sending sequence. Keep outbound automation disabled during migration testing and confirm how suppression and contact preferences flow into the destination. Ask the accountable business owner to approve the applicable collection and outreach rules.
The first demonstration should show a good record, a duplicate, an ambiguous match, a rejected record and a recoverable failure. Agree measures such as reviewed-record acceptance, duplicates found and operator effort. This specification does not establish a production throughput or accuracy result.
Discuss a similar workflow
Bring a description of the process, the systems involved and one example of where work gets stuck. We can use discovery to establish the requirements, dependencies and next step before preparing a solution and estimate. Please leave private customer, applicant and patient records out of the website enquiry.