Bullhorn connector

Use your Bullhorn data for reporting, automation and AI.

Data Panda pulls your Bullhorn candidates, contacts, jobs, placements and sales activities into the same warehouse as your finance, marketing and operations data. From one place we turn it into dashboards, automations, AI workflows and apps that recruiters, account managers, finance and the staffing-firm leadership all read from on the same numbers.

Data Panda Reporting Automation AI Apps
Bullhorn logo
About Bullhorn

The front office for staffing firms that bill at scale.

Bullhorn was founded in Boston in 1999 by Art Papas and a small team that was originally building creative-services tools, before pivoting into recruitment software once they realised the staffing firms using their app cared about the candidate database far more than the project tracker. Vista Equity Partners took the company private in 2018, and Stone Point Capital came in alongside Vista in 2024. Today Bullhorn serves on the order of 10,000 customer firms globally, with the heaviest concentration in US recruitment and staffing and a growing footprint in the UK, Australia and continental Europe.

The product surface is wider than a pure ATS. Inside the front office sit candidates, contacts, clients, jobs, placements, applications and sales activities. Around it Bullhorn ships VMS Sync for vendor-management-system feeds, time and pay for contractor billing, an automation layer for nurture and re-engagement, and a marketplace of partner integrations that each agency wires up to its own taste. That breadth is part of why staffing firms in the upper mid-market and enterprise tier pick Bullhorn: one platform covers the recruiter desk, the BD desk, the contractor back office and the client portal.

The breadth is also why pulling Bullhorn into a warehouse pays off. The platform knows which jobs were filled, which placements were signed and which timesheets ran. It does not, on its own, tell you which sourcing channel produced placements that survived the first ninety days, what gross margin you are running per branch after contractor pay and consultant split, or which VMS clients are quietly worth less than your direct accounts once you net out the channel fees. Those answers want Bullhorn placement, job and activity tables next to your accounting ledger, your marketing spend and your VMS-channel cost data.

What your Bullhorn data is for

What you get once Bullhorn is connected.

Front-office reporting at firm scale

Time-to-fill, gross-margin-per-placement and channel mix on one set of numbers, joined to invoiced revenue and contractor pay.

  • Time-to-fill per branch, recruiter and role family, with the stages where candidates drop off
  • Gross margin per placement after contractor pay rate, consultant split and VMS channel fee
  • Fall-off rate within 30, 60 and 90 days, joined to invoiced and clawed-back fees per branch

Process automation

Turn placements, applications and contract milestones into the right downstream work across the front and back office.

  • Closed placement drafts the invoice and seeds the new starter into HRIS or contractor payroll
  • Stalled candidates and silent jobs trigger the responsible recruiter or AM by branch and queue
  • VMS feed reconciliation: jobs received, candidates submitted and placements made tracked back per VMS client

AI workflows

Put candidate history, placement outcomes, contractor records and client activity behind AI that sees the full staffing picture.

  • Match scoring on open jobs against the existing candidate database, weighted by branch and placement history
  • Fall-off-risk scoring on first-90-day placements using interview, reference and prior-assignment signals
  • Natural-language Q&A across notes, submissions, sales activities and the placement timeline

Custom apps on your data

Lightweight tools for recruiters, account managers, branch leads and finance that sit on Bullhorn data instead of more SaaS subscriptions.

  • Branch P&L view with placements, contractor margin, fall-off and BD activity in one read
  • Recruiter scorecard with submissions, interviews, placements and gross-margin-per-hour-worked
  • VMS-versus-direct profitability tracker per branch and per client account
Use cases

Use cases we deliver with Bullhorn data.

A list of concrete reports, automations and AI features we have built on Bullhorn data. Pick the one that matches your situation.

Time-to-fillDays from job opened to placement signed, per recruiter, branch, role family and client.
Gross margin per placementMargin after contractor pay rate, consultant split and any VMS channel fee, rolled up by branch.
VMS vs direct channel mixPlacement volume, fee and margin from VMS feeds compared to direct client work, per branch.
Submission-to-placementConversion from submitted candidate to interview to placement, per client and recruiter.
Source-of-hire ROIJob-board, referral, rebooked and VMS-sourced placements matched to invoiced fees.
Fall-off rate within 90 daysPlacements that ended inside the guarantee window, joined to clawed-back fees per branch.
Contractor coverage and marginActive contractor headcount and gross margin run-rate by branch, client and sector.
Branch P&LPlacements, contractor margin, BD activity and fall-off rolled up per branch and region.
Client account healthPlacement volume, fee, NPS and complaints per client account, in one view.
Candidate database agingCandidates with no contact in six months, scored against open and likely-to-open roles.
Pipeline aging by stageJobs aging past target time-to-fill, with the stage where they stall surfaced first.
Activity-to-outcome mixCalls, emails and submissions per recruiter mapped to placements that reached signed.
Real business questions

Answers you will finally get.

Which branches and recruiters are running real gross margin, after contractor pay and channel fees?

Placement records joined to contractor pay rates, consultant splits and VMS channel fees, rolled up per branch and per recruiter. The leadership team sees the branch whose headline fee number looks healthy but whose margin sits below plan once VMS fees and contractor cost are netted out, next to the smaller branch quietly running better unit economics.

What is our real mix between VMS-channel work and direct client work?

Placements split by source channel, with VMS-feed jobs marked separately from direct accounts, joined to fees, channel costs and contractor pay. Branch leads see whether growth is coming from direct relationships or from VMS volume, and the leadership team can decide where to put BD investment instead of treating all placements as one number.

Which sourcing channel produced the placements that stuck?

Job-board, referral, rebooked and VMS-sourced candidates traced through to placement and through to the 90-day fall-off mark, with cost per channel attributed. Marketing and BD spend stops being defended on volume of submissions and starts being defended on placements that survived the guarantee window.

Value for everyone in the organisation

Where each function gets value.

For finance leaders

Placements reconciled against invoiced fees, contractor pay, VMS channel costs and consultant splits in one view. Month-end stops being a Bullhorn export per branch crossed against an accounting export by hand.

For sales leaders

Account managers see placement history, fee trend and complaint signal per client account, with submission-to-placement conversion per recruiter behind it. Sales reviews coach on the specific client where conversion is dropping, not on a deal-board feeling.

For operations

Pipeline aging, source-of-hire ROI, VMS-versus-direct mix and fall-off within 90 days in one delivery picture. Operations sees where the candidate funnel and the margin line stop tracking each other, before the quarterly review asks.

Ideas

What you can automate with Bullhorn.

Pair with BambooHR

Hand Bullhorn placements over to BambooHR as new starters

When a placement is signed in Bullhorn for an internal hire or a long-term assignment, the new starter, role, manager and start date land in BambooHR ready for onboarding, instead of a recruiter pasting the same record into a second system. Day-one access requests, equipment lists and payroll setup all kick off from the same employee record, and finance sees the fee against the same person who shows up in HR.

Pair with Salesforce

Keep the BD desk in step between Bullhorn and Salesforce

Companies, contacts and sales activities in Bullhorn stay in step with Salesforce accounts and opportunities, so the BD desk sees placement history, open jobs and outstanding fees on the same record they pitch from. Account-based campaigns and renewal motions target the clients where placement volume is climbing or VMS share is shifting, instead of a separate Salesforce list that does not know what the recruiters did this week.

Pair with Gong

Coach interviewers on the calls that lose strong candidates

Gong call recordings of client and candidate conversations are tied to the matching Bullhorn job and submission, so team leads see which interviewer style is converting and which is silently losing the shortlist. Coaching gets specific about the call where a candidate withdrew, instead of a generic note in the next 1-on-1.

Pair with Slack

Push the Bullhorn events that matter into the right Slack channel

New placements, signed contracts, hot candidate submissions and fall-off alerts inside the guarantee window land in the right Slack channel: a wins channel for closed placements, a recruiter-team channel for stalled jobs and a finance ping when a fall-off triggers a clawback. Branch leads stop refreshing Bullhorn to spot what already happened.

Your existing tools

Your data lands in a warehouse. Your BI tools read from it.

You keep the reporting tool you already have. We connect it to the warehouse where your Bullhorn data lives.

Power BI logo
Power BI Microsoft
Microsoft Fabric logo
Fabric Microsoft
Snowflake logo
Snowflake Data warehouse
Google BigQuery logo
BigQuery Google
Tableau logo
Tableau Visualisation
Microsoft Excel logo
Excel Sheets & pivots
Three steps

From Bullhorn to answers in three steps.

01

Connect securely

OAuth authentication. Read-only by default. We sign a DPA and your admin keeps the keys.

02

Land in your warehouse

Data flows into your warehouse on your schedule. Near real time or nightly, your call. You own the data.

03

Reporting, automation, AI

We build the first dashboard, workflow or AI feature with you, then hand over the keys. Or we stay on for ongoing delivery.

Two ways to work with us

Pick the track that fits how you work.

Track 01

Self-serve

We set up the foundation. Your team builds on top.

  • Bullhorn connector configured and running
  • Warehouse set up in your cloud account
  • Clean access for your Power BI, Fabric or Tableau team
  • Documentation on what's in the data model
  • Sync monitoring so you're warned before reports break

Best fit Teams that already have a BI analyst or data engineer and want to own the build.

Track 02

Done for you

We build the whole thing, end to end.

  • Everything in Self-serve
  • Dashboards built to the questions your team actually asks
  • Automations between your systems
  • AI workflows scoped to real tasks your team runs
  • Custom apps where a dashboard does not cut it
  • Ongoing delivery at a pace that fits your team

Best fit Teams without in-house BI or dev capacity. You tell us what you need and we deliver it.

Before you book

Frequently asked questions.

Who owns the data?

You do. It lands in your warehouse, on your cloud account. We don't resell or aggregate it. If you stop working with us, the warehouse stays yours and keeps running.

How fresh is the data?

Near real time for most operational systems. For heavier sources we schedule hourly or nightly. You pick based on what the reports need.

Do I need a warehouse already?

No. If you don't have one, we help you pick one and set it up as part of the first delivery. Common starting points are Snowflake, Microsoft Fabric, or a small Postgres start.

Which Bullhorn objects land in the warehouse?

Candidates, contacts, clients, jobs, placements, applications and sales activities come across as first-class tables, with notes, submissions, business sectors and categories around them. That covers the front-office reporting surface a staffing firm needs without writing custom Bullhorn API jobs for every dashboard.

We run Bullhorn across multiple branches and regions. Can the warehouse keep them apart?

Yes. Branch, owner, currency and pipeline metadata stay on each record, so reporting can roll up at firm level or split per branch and region without losing the local view. Currency conversion for fee reporting can be handled in the warehouse on the date the placement was made, instead of a single end-of-month rate flattening the picture.

Does the connector cover VMS Sync and time-and-pay data?

Where your firm uses Bullhorn VMS Sync and the time-and-pay modules, the connector pulls the placement, contractor and timesheet records those modules write back into the core Bullhorn data model. That is what lets a branch P&L include contractor margin and VMS channel fees rather than only the front-office fee. Coverage of every custom field and every adjacent marketplace integration is scoped per project, so we confirm the exact field list against your environment before we go live.

GDPR-compliant
Data stays in the EU
You own the warehouse

A first deliverable live in four to six weeks.

We review your Bullhorn setup and the systems around it. Together we pick the first thing worth building.