Delivery

Manager

External

Data

Integration&Vendor;

Strategy Location - Toronto,ON(Hybrid) Role

Summary Ourclientisaglobalrealestateinvestor,developer,andmanagerconnectspeopletoexceptionalplacesacrosstheoffice,logistics,residential,andretailsectors,operatinganeliteinternationalportfoliowithafocusonlong-termvaluecreation.

Weareseekingahighlyskilled

Delivery

Manager External

Data

Integrationtoleadtheend-to-endlifecycleofsourcing,acquiring,integrating,andoperationalizingexternaldata withinour

EnterpriseAIData

Platform(builton

Microsoft

Fabricand

AzureAIFoundry).

Thisrolefocusesondrivinghigh-impactbusinessusecasesbyintegratingcomplexexternaldatasets(e.g.,marketdata, macroeconomicindicators,demographicinsights,andrentalintelligence)frommajor providerslike

CoStar,JLL,CBRE,andotherexternalvendorsintoacentralized

Fabric

Data

Hub.

Operatingattheintersectionofbusinessstrategy,dataengineering,andvendormanagement,youwilldrivevendorengagementandtechnicaldeliverygovernance.

Your goalistoensureexternaldataisconsistentlyingested,standardized,andtransformedintoanalytics-andAI-readydataproductsacrosstheenterprise.

Key

Responsibilities 1.

External

Data

Strategy&Requirements; Partnerwithbusinessunits: Collaboratewith

Asset

Management,Investments,and

Researchteamstoidentifyexternaldataneedsmappeddirectlytocriticalbusinessusecases.

Assessdatagaps: Evaluatecurrentdatasourcingmethodologiesandidentifygapsinmarketplacedataavailability.

Formulateacquisitionplans: Definetheoptimalstrategicapproach(buyvs.buildvs.partner)foreachrequireddataset.

Managetheroadmap: Establish,maintain,andprioritizearollingroadmapforexternaldataintegrationsacrossmulti-disciplinaryenterpriseprojects. 2.

Vendor

Evaluation&Procurement;

Enablement Leadvendorassessments: Evaluatethird-partydatavendorsbasedoncoverage,granularity,updatefrequency,dataquality,andlicensingconstraints.

Coordinatecommercialreviews: Partnerwith

Procurementonvendoronboardingandcommercialpricing,andwith

Legalondatalicensingagreements,usagerights,andrestrictions.

Managecompliancerisk: Collaboratewithvendorgovernanceteamstoensurecompliancewithenterpriserisk,security,anddataprivacypolicies.

Structurefuture-proofcontracts:



Ensureagreementssupportenterprise-widescalabilityandalignwithadvancedAIandanalyticsconsumptionmodels. 3.

Data

Integration&Standardization;

Strategy Defineingestionframeworks: Architectend-to-enddataingestionpathsinto

Microsoft

FabricutilizingAPIs,automateddatafeeds,filetransfers,andnativeconnectors.

Harmonizedisparatedata: Establishtransformationrulestostandardizemulti-vendordatasetswithoverlappingdomains,reconcilingdifferencesindatastructures,metricdefinitions,time-seriesalignment,andgeographichierarchies.

Govern

Medallionlayers: Aligningestionpipelineswithastrict

Medallionarchitecture(Bronze:rawvendorstorage,Silver:cleansedandstandardizeddata,Gold:business-ready,domain-specificsemanticmodels). 4.

Delivery

Management&Execution; Leadtechnicaldelivery: Actastheprimary

Delivery

Leadacrossmultipleparallelvendorintegrationtracks,definingprojectscopes,milestonetracking,anddeliverables.

Orchestratecross-functionalteams: Coordinatetasksbetween

Data

Engineers(pipelinedevelopment),Data

Architects(modelingandstandards),andAI/Analyticsteams(downstreamconsumption).

Ensureoperationalexcellence: Guaranteethedeploymentofhighlyreliablepipelines,cleandatasets,androbustdatalineagedocumentation. 5.

Architecture

Definition&Documentation; Documenttechnicalpatterns: Mapoutvisualandstructuraldocumentationforingestionframeworks,transformationsteps,andcross-domainsemanticdatamodels.

Translatebusinesslogic: Convertabstractbusinessrequirementsintocrisptechnicalspecificationsfor

Data

Engineeringexecution.

Buildforscale: Ensurealldelivereddataintegrationsolutionsarereusable,highlyscalable,andfullyalignedwithenterprise

Microsoft

FabricandAIFoundryarchitectures. 6.

Data

Governance,Quality&Compliance; Enforcelicensingboundaries: Ensurealldataengineeringpipelinesstrictlyrespectlegalusageboundariesandvendorlicensingdatarights.

Definedataqualitymetrics:



Establishdatavalidationrulesandimplementautomatedalertworkflowstomonitordatafreshness,datacompleteness,andoverallvendorreliability. 7.

Stakeholder

Management Actastheprimaryinterface: Bridgecommunicationlinesbetweenbusinessleaders,technicalengineers,third-partyvendors,andlegal/procurementfunctions.

Translatecomplexconcepts: Articulatearchitecturedecisions,technicalconstraints,andstrategictrade-offstobothhighlytechnicalandnon-technicalaudiences.

Required

Qualifications Experience Industry

Experience: 8+yearsofprofessionalexperienceleadingdatadelivery,dataprogrammanagement,integrationinitiatives,ortechnologyconsultingfocusedondataplatformsandadvancedanalytics.

Vendor

Ecosystems: Proventrackrecordofmanaging,evaluating,andprocuringdatafromexternalcommercialvendorsandmanagingdatacontracts.

Platform

Delivery: Demonstratedsuccessdrivingend-to-enddeliveryofenterprisedataplatformsorcomplexmulti-sourcedataintegrationprojects.

Technical

Knowledge Ingestion

Patterns: Deepunderstandingofmoderncloudingestionmethodologies,includingRESTAPIs,webhooks,batchprocessing,andstreamingprotocols.

Architectural

Frameworks: SolidknowledgeofETL/ELTpipelines,datawarehousingprinciples,andmodernlayereddatastructures(e.g.,Medallionarchitecture).

Cloud

Ecosystems: Directfamiliaritywith

Microsoft

Fabric,Azure

Dataplatforms,orequivalententerprisecloudmoderndatastackecosystems(e.g.,Databricks,Snowflake).

Business&Leadership;

Skills Commercial

Negotiation: Strongcapabilitiesinanalyzingdatalicensingmodelsandpartneringwithlegal/procurementtooptimizevendoragreements.

Financial

Stewardship: AbilitytocriticallyevaluatedataacquisitioncostsagainstrealizedbusinessvaluetomaximizeinvestmentROI.

Matrix

Delivery: Experiencedrivingexecutionwithinacross-functional,highlymatrixed,orfederateddeliveryenvironment.

Nice-to-Have

Qualifications Domainexperiencewithinrealestate,investmentmanagement,orcapitalmarketsdata.

Directtechnicalexperiencehandlingdataproductsfrom

CoStar,JLL,CBRE,orglobalmacroeconomic/demographicdataproviders.

ExposuretodownstreamAI/MLusecases,RAGarchitectures,semanticmodels,orbuildingdata-as-a-service(DaaS)products.

📌 Project Delivery Manager (Toronto)
🏢 hireVouch
📍 Toronto