[{"data":1,"prerenderedAt":435},["Reactive",2],{"blog-how-sales-and-marketing-can-work-together-to-improve-b2b-lead-quality":3},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"date":10,"author":11,"tags":14,"image":19,"body":20,"_type":430,"_id":431,"_source":432,"_file":433,"_extension":434},"/blog/how-sales-and-marketing-can-work-together-to-improve-b2b-lead-quality","blog",false,"","Aligning Sales and Marketing Through a Shared System of Measurement","For B2B sales and marketing groups, there is no better way to improve lead quality/conversion than aligning on measurement.","2026-05-29",{"name":12,"title":13},"Joe Fusaro","Founder, Datachef",[15,16,17,18],"system of knowledge","analytics","sales","marketing","/datachef.png",{"type":21,"children":22,"toc":420},"root",[23,31,36,41,46,53,113,118,123,170,182,187,192,204,216,221,226,259,271,277,282,287,340,345,350,393,398,410,415],{"type":24,"tag":25,"props":26,"children":27},"element","p",{},[28],{"type":29,"value":30},"text","Too often, B2B sales and marketing teams are aiming at different targets.",{"type":24,"tag":25,"props":32,"children":33},{},[34],{"type":29,"value":35},"Marketing might prioritize one set of metrics -- Marketing Qualified Leads, Web Visits, or other measures of volume -- while sales prioritizes meetings booked, pipeline creation or other leading indicators.",{"type":24,"tag":25,"props":37,"children":38},{},[39],{"type":29,"value":40},"In organizations like this, when there are no common set of metrics that sales and marketing subscribe to, there is almost certainly a fair amount of tension.",{"type":24,"tag":25,"props":42,"children":43},{},[44],{"type":29,"value":45},"When there are no (a) common metrics or (b) common measurement frameworks or systems, sales and marketing will remain disjointed and perpetually at odds.",{"type":24,"tag":47,"props":48,"children":50},"h2",{"id":49},"table-of-contents",[51],{"type":29,"value":52},"Table of Contents",{"type":24,"tag":54,"props":55,"children":56},"ul",{},[57,68,77,86,95,104],{"type":24,"tag":58,"props":59,"children":60},"li",{},[61],{"type":24,"tag":62,"props":63,"children":65},"a",{"href":64},"#two-steps-toward-alignment",[66],{"type":29,"value":67},"Two Steps Toward Alignment",{"type":24,"tag":58,"props":69,"children":70},{},[71],{"type":24,"tag":62,"props":72,"children":74},{"href":73},"#why-shared-definitions-alone-arent-enough",[75],{"type":29,"value":76},"Why Shared Definitions Alone Aren't Enough",{"type":24,"tag":58,"props":78,"children":79},{},[80],{"type":24,"tag":62,"props":81,"children":83},{"href":82},"#what-a-shared-system-of-measurement-looks-like",[84],{"type":29,"value":85},"What a Shared System of Measurement Looks Like",{"type":24,"tag":58,"props":87,"children":88},{},[89],{"type":24,"tag":62,"props":90,"children":92},{"href":91},"#how-datachef-operationalizes-shared-measurement",[93],{"type":29,"value":94},"How datachef Operationalizes Shared Measurement",{"type":24,"tag":58,"props":96,"children":97},{},[98],{"type":24,"tag":62,"props":99,"children":101},{"href":100},"#putting-it-into-practice",[102],{"type":29,"value":103},"Putting It Into Practice",{"type":24,"tag":58,"props":105,"children":106},{},[107],{"type":24,"tag":62,"props":108,"children":110},{"href":109},"#closing-thoughts",[111],{"type":29,"value":112},"Closing Thoughts",{"type":24,"tag":47,"props":114,"children":116},{"id":115},"two-steps-toward-alignment",[117],{"type":29,"value":67},{"type":24,"tag":25,"props":119,"children":120},{},[121],{"type":29,"value":122},"So, how can we get sales and marketing to work together to improve lead quality and conversion?",{"type":24,"tag":124,"props":125,"children":126},"ol",{},[127,153],{"type":24,"tag":58,"props":128,"children":129},{},[130,136,138,144,146,151],{"type":24,"tag":131,"props":132,"children":133},"strong",{},[134],{"type":29,"value":135},"Develop shared definitions on metrics",{"type":29,"value":137},". Metric ",{"type":24,"tag":139,"props":140,"children":141},"em",{},[142],{"type":29,"value":143},"names",{"type":29,"value":145}," alone are insufficient; you must get into the details of ",{"type":24,"tag":139,"props":147,"children":148},{},[149],{"type":29,"value":150},"how",{"type":29,"value":152}," each common metric will be measured.",{"type":24,"tag":58,"props":154,"children":155},{},[156,161,163,168],{"type":24,"tag":131,"props":157,"children":158},{},[159],{"type":29,"value":160},"Collaborate in a shared system of measurement",{"type":29,"value":162},". Shared definitions are a good start, but a shared ",{"type":24,"tag":139,"props":164,"children":165},{},[166],{"type":29,"value":167},"system of measurement",{"type":29,"value":169}," is -- in our opinion -- an absolute necessity.",{"type":24,"tag":25,"props":171,"children":172},{},[173,175,180],{"type":29,"value":174},"A shared ",{"type":24,"tag":139,"props":176,"children":177},{},[178],{"type":29,"value":179},"definition",{"type":29,"value":181}," is a good first step, but true alignment is only possible when there is a framework or system that codifies and produces shared metrics.",{"type":24,"tag":25,"props":183,"children":184},{},[185],{"type":29,"value":186},"When analysts conduct their analysis in isolation -- using their own methods, filters, formulas, etc. -- any metrics review session will devolve into questioning, reconciling and, in the worst cases, finger pointing.",{"type":24,"tag":47,"props":188,"children":190},{"id":189},"why-shared-definitions-alone-arent-enough",[191],{"type":29,"value":76},{"type":24,"tag":25,"props":193,"children":194},{},[195,197,202],{"type":29,"value":196},"A definition doc is a useful artifact. But documents drift from reality the moment they're saved. Someone tweaks a query, someone else exports from a slightly different report, and within a quarter you've got two versions of \"Pipeline Generated\" floating around -- both technically defensible under ",{"type":24,"tag":139,"props":198,"children":199},{},[200],{"type":29,"value":201},"some",{"type":29,"value":203}," definition, but neither definition agreed on by both teams.",{"type":24,"tag":25,"props":205,"children":206},{},[207,209,214],{"type":29,"value":208},"The issue isn't carelessness. It's that ",{"type":24,"tag":131,"props":210,"children":211},{},[212],{"type":29,"value":213},"definitions written in prose don't enforce themselves",{"type":29,"value":215},". The real definition lives in the queries, filters, and aggregation methods in a Salesforce report, or the filter quietly applied to an Excel or Google sheet. That's where disagreements accumulate -- invisibly, and almost always in the direction of whichever team is doing the analysis.",{"type":24,"tag":47,"props":217,"children":219},{"id":218},"what-a-shared-system-of-measurement-looks-like",[220],{"type":29,"value":85},{"type":24,"tag":25,"props":222,"children":223},{},[224],{"type":29,"value":225},"A shared system of measurement has three properties:",{"type":24,"tag":124,"props":227,"children":228},{},[229,239,249],{"type":24,"tag":58,"props":230,"children":231},{},[232,237],{"type":24,"tag":131,"props":233,"children":234},{},[235],{"type":29,"value":236},"One source of truth for the raw data.",{"type":29,"value":238}," Both teams draw from the same underlying records, stored in the same place and exported on the same cadence.",{"type":24,"tag":58,"props":240,"children":241},{},[242,247],{"type":24,"tag":131,"props":243,"children":244},{},[245],{"type":29,"value":246},"Definitions codified in models.",{"type":29,"value":248}," The logic behind qualified leads, influenced pipeline, etc. should live in centralized and shared models. Changing a definition must be auditable, timestamped, and shared across teams; not something that happens by accident or in isolation within someone's local copy of a report.",{"type":24,"tag":58,"props":250,"children":251},{},[252,257],{"type":24,"tag":131,"props":253,"children":254},{},[255],{"type":29,"value":256},"Downstream consistency.",{"type":29,"value":258}," Dashboards, reports, and ad-hoc analyses all read from the same modeled layer. When sales and marketing each pull \"Attributed pipeline created last quarter\" or \"qualified leads from tradeshows last month\", they should get the same number every time.",{"type":24,"tag":25,"props":260,"children":261},{},[262,264,269],{"type":29,"value":263},"The point isn't bureaucracy. It's that the ",{"type":24,"tag":139,"props":265,"children":266},{},[267],{"type":29,"value":268},"system itself",{"type":29,"value":270}," becomes the place where alignment is enforced, instead of relying on every analyst to remember and apply the same definitions by hand.",{"type":24,"tag":47,"props":272,"children":274},{"id":273},"how-to-operationalize-shared-measurement",[275],{"type":29,"value":276},"How To Operationalize Shared Measurement",{"type":24,"tag":25,"props":278,"children":279},{},[280],{"type":29,"value":281},"This is exactly the problem Datachef was built to solve. Data is an end-to-end data platform that sits between your operational systems -- Salesforce, your warehouse, your marketing automation platform -- and the analysis your GTM teams rely on to report outcomes and make decisions.",{"type":24,"tag":25,"props":283,"children":284},{},[285],{"type":29,"value":286},"A few specific ways it helps sales and marketing converge on the same numbers:",{"type":24,"tag":54,"props":288,"children":289},{},[290,300,310,320,330],{"type":24,"tag":58,"props":291,"children":292},{},[293,298],{"type":24,"tag":131,"props":294,"children":295},{},[296],{"type":29,"value":297},"Unified ingestion of data sources (e.g. Salesforce).",{"type":29,"value":299}," Datachef pulls from your source data sources (e.g. Salesforce, Marketo, Hubspot, etc.) into a single, secure environment, so the raw inputs stop being scattered across exports, saved reports, and one-off pulls. Both sides of the house start from the same place.",{"type":24,"tag":58,"props":301,"children":302},{},[303,308],{"type":24,"tag":131,"props":304,"children":305},{},[306],{"type":29,"value":307},"Models as the source of truth.",{"type":29,"value":309}," Shared definitions -- Qualified Leads, Qualified Accounts, Influenced Revenue, Sourced vs. Influenced -- are encoded as data models in Datachef. Changes to these models are explicit, reviewable, and traceable. No more silent drift.",{"type":24,"tag":58,"props":311,"children":312},{},[313,318],{"type":24,"tag":131,"props":314,"children":315},{},[316],{"type":29,"value":317},"Clear separation of raw and modeled data.",{"type":29,"value":319}," Datachef distinguishes between raw operational records and the agreed-upon modeled metrics built on top of them. Analysts always know whether they're looking at the official definition or an exploratory cut -- and stakeholders know which numbers to trust in a board deck.",{"type":24,"tag":58,"props":321,"children":322},{},[323,328],{"type":24,"tag":131,"props":324,"children":325},{},[326],{"type":29,"value":327},"Self-serve analysis grounded in the shared model.",{"type":29,"value":329},"  Datachef agents enable sales and marketing to ask questions in natural language and get answers based on the shared models -- not on a side-channel query with someone's bespoke filters or - worse - something the LLM makes up on the fly without larger context. The system of measurement is also the system that answers the questions.",{"type":24,"tag":58,"props":331,"children":332},{},[333,338],{"type":24,"tag":131,"props":334,"children":335},{},[336],{"type":29,"value":337},"A common system of intelligence.",{"type":29,"value":339}," Because everyone is querying the same modeled layer, metrics reviews stop being about whose number is right and start being about what actions can be taken to drive pipeline and revenue.",{"type":24,"tag":47,"props":341,"children":343},{"id":342},"putting-it-into-practice",[344],{"type":29,"value":103},{"type":24,"tag":25,"props":346,"children":347},{},[348],{"type":29,"value":349},"If you're starting from a position of misalignment, you don't have to boil the ocean. A pragmatic sequence:",{"type":24,"tag":124,"props":351,"children":352},{},[353,363,373,383],{"type":24,"tag":58,"props":354,"children":355},{},[356,361],{"type":24,"tag":131,"props":357,"children":358},{},[359],{"type":29,"value":360},"Pick the three metrics that cause the most friction.",{"type":29,"value":362}," Usually some flavor of lead, pipeline, and attribution. Don't try to align on everything at once.",{"type":24,"tag":58,"props":364,"children":365},{},[366,371],{"type":24,"tag":131,"props":367,"children":368},{},[369],{"type":29,"value":370},"Document current definitions side-by-side.",{"type":29,"value":372}," Have each team write down how they calculate these metrics today. The gaps will surface in minutes, not weeks.",{"type":24,"tag":58,"props":374,"children":375},{},[376,381],{"type":24,"tag":131,"props":377,"children":378},{},[379],{"type":29,"value":380},"Reconcile, then encode.",{"type":29,"value":382}," Negotiate one shared definition per metric and put it into a modeled table. From that point forward, every dashboard and report reads from that model.",{"type":24,"tag":58,"props":384,"children":385},{},[386,391],{"type":24,"tag":131,"props":387,"children":388},{},[389],{"type":29,"value":390},"Review on a cadence.",{"type":29,"value":392}," Definitions should evolve with the business -- but evolution should be explicit, versioned, and shared. Not accidental.",{"type":24,"tag":47,"props":394,"children":396},{"id":395},"closing-thoughts",[397],{"type":29,"value":112},{"type":24,"tag":25,"props":399,"children":400},{},[401,403,408],{"type":29,"value":402},"Sales and marketing alignment isn't a culture problem dressed up as a data problem. It's a data problem that ",{"type":24,"tag":139,"props":404,"children":405},{},[406],{"type":29,"value":407},"creates",{"type":29,"value":409}," culture problems. When two teams can't agree on what the numbers are, they can't agree on what's working. And when they can't agree on what's working, every metrics review becomes a heated debate rather than a thoughtful discussion on what actions to take.",{"type":24,"tag":25,"props":411,"children":412},{},[413],{"type":29,"value":414},"A shared system of measurement is the foundation.",{"type":24,"tag":25,"props":416,"children":417},{},[418],{"type":29,"value":419},"Joint planning, shared goals, mutual accountability -- all of it sits on top of the assumption that both teams are looking at the same numbers and trust where they came from. Get that foundation right, and most of the day-to-day friction between sales and marketing dissolves on its own.",{"title":7,"searchDepth":421,"depth":421,"links":422},2,[423,424,425,426,427,428,429],{"id":49,"depth":421,"text":52},{"id":115,"depth":421,"text":67},{"id":189,"depth":421,"text":76},{"id":218,"depth":421,"text":85},{"id":273,"depth":421,"text":276},{"id":342,"depth":421,"text":103},{"id":395,"depth":421,"text":112},"markdown","content:blog:how-sales-and-marketing-can-work-together-to-improve-b2b-lead-quality.md","content","blog/how-sales-and-marketing-can-work-together-to-improve-b2b-lead-quality.md","md",1780070068451]