How a Canadian B2B Tech Recruiter Scraped Consultant Profiles for Outreach

 

Introduction

Tagline: A Canadian B2B recruiting firm built a consolidated consultant database across major enterprise tech platforms — accelerating candidate sourcing and informing competitive recruiting strategy.

At a Glance

• Client: Canadian B2B technology recruiting firm

• Geography: Canada headquarters with a North American consultant database focus

• Platforms Scraped: Salesforce, HubSpot, DBPR, and Microsoft Partner Directories

• Project Duration: 6 weeks

The Challenge

The client was a Canadian B2B technology recruiting firm specializing in placing certified consultants — Salesforce consultants, HubSpot specialists, Microsoft solution partners, and similar credentialed talent. Their candidate sourcing process was structurally inefficient:

• Each platform had its own consultant/partner directory (Salesforce AppExchange, HubSpot Solutions Directory, Microsoft Partner Network), with different data structures

• Manual search across directories required dozens of hours per month for what amounted to fragmented data

• No unified view of consultants who appeared in multiple directories (a meaningful signal of multi-platform credential strength)

• No tracking of which firms were growing, contracting, or shifting platform specialization over time

The team needed a consolidated, refreshed consultant database that they could query directly from their CRM and outreach workflow.

The Approach

Actowiz Solutions built a multi-platform consultant data extraction pipeline:

• Platform-specific extraction — separate logic for Salesforce AppExchange, HubSpot Solutions Directory, DBPR (a Canadian regulatory body listing licensed professionals), and Microsoft Partner Network

• Consultant entity resolution — identifying when the same firm appeared across multiple platforms (signal of multi-platform expertise)

• Credential extraction — specific certifications, specializations, and ratings/reviews where publicly displayed

• Geographic filtering — focused on North American consultants for the client's primary market

• Weekly refresh — captured new consultant listings, status changes, and credential updates

The Solution Architecture

Each platform's directory had different data structures and access patterns. Salesforce AppExchange exposes structured partner data through its public pages. HubSpot Solutions Directory uses a different format. Microsoft Partner Network has yet another structure. The extraction pipeline used distinct logic for each, with consistent output normalization.

Output was delivered as a master consultant database (consolidated across all four platforms) plus platform-specific views for deep drilldowns.

Results

• 50,000+ consultant/firm records extracted across the four platforms

• 8,500+ multi-platform consultants identified — firms with strong credentials across Salesforce + HubSpot or Salesforce + Microsoft (a particularly high-signal recruitment segment)

• Reduced candidate sourcing time by ~70% for the recruiting team — moving from manual platform-by-platform research to direct database querying

• Competitive intelligence layer — the firm now had visibility into competing recruiters' candidate pools and consultant placement patterns

• Reusable infrastructure — same pipeline now extended to track adjacent professional directories (Adobe Solution Partners, AWS Partner Network, etc.)

Why This Matters For You

If your business depends on identifying credentialed professionals — recruiting, partner outreach, B2B sales, vendor sourcing — the underlying data lives in multiple platform directories that no single source consolidates. Automated extraction across the relevant directories creates a unified intelligence layer that manual research can't replicate.

The same pattern works for any professional services category: legal directories, medical specialty directories, financial advisor networks, engineering firm directories, and similar credentialed professional ecosystems.