[{"data":1,"prerenderedAt":288},["ShallowReactive",2],{"blog-dbt-alternative":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":282,"_id":283,"_source":284,"_file":285,"_stem":286,"_extension":287},"\u002Fblog\u002Fdbt-alternative","blog",false,"","dbt alternative: When you need one, and when you don't","dbt is a great tool for data teams. But it's one piece of a bigger stack. Here's what dbt does, why teams look for a dbt alternative, and what the options are.","2026-10-15",{"name":12,"title":13},"Joe Fusaro","Founder, Datachef",[15,16,17,18],"dbt alternative","dbt cloud","data modeling","data platform","\u002Fdatachef.png",{"type":21,"children":22,"toc":274},"root",[23,32,74,78,83,95,100,124,129,134,139,162,167,172,177,182,187,192,205,225,237,249,252],{"type":24,"tag":25,"props":26,"children":28},"element","h2",{"id":27},"table-of-contents",[29],{"type":30,"value":31},"text","Table of Contents",{"type":24,"tag":33,"props":34,"children":35},"ul",{},[36,47,56,65],{"type":24,"tag":37,"props":38,"children":39},"li",{},[40],{"type":24,"tag":41,"props":42,"children":44},"a",{"href":43},"#what-does-dbt-actually-do",[45],{"type":30,"value":46},"What does dbt actually do?",{"type":24,"tag":37,"props":48,"children":49},{},[50],{"type":24,"tag":41,"props":51,"children":53},{"href":52},"#why-should-you-consider-dbt-alternatives",[54],{"type":30,"value":55},"Why should you consider dbt alternatives?",{"type":24,"tag":37,"props":57,"children":58},{},[59],{"type":24,"tag":41,"props":60,"children":62},{"href":61},"#what-are-some-alternatives-to-dbt",[63],{"type":30,"value":64},"What are some alternatives to dbt?",{"type":24,"tag":37,"props":66,"children":67},{},[68],{"type":24,"tag":41,"props":69,"children":71},{"href":70},"#do-you-need-a-separate-modeling-tool-at-all",[72],{"type":30,"value":73},"Do you need a separate modeling tool at all?",{"type":24,"tag":75,"props":76,"children":77},"hr",{},[],{"type":24,"tag":25,"props":79,"children":81},{"id":80},"what-does-dbt-actually-do",[82],{"type":30,"value":46},{"type":24,"tag":84,"props":85,"children":86},"p",{},[87,93],{"type":24,"tag":88,"props":89,"children":90},"strong",{},[91],{"type":30,"value":92},"dbt",{"type":30,"value":94}," (data build tool) is a transformation tool. You write SQL models, dbt runs them in order against your data warehouse, and you end up with clean tables that your reports and dashboards can use. It also adds version control, testing and documentation on top of that SQL.",{"type":24,"tag":84,"props":96,"children":97},{},[98],{"type":30,"value":99},"You have two options for using dbt:",{"type":24,"tag":101,"props":102,"children":103},"ol",{},[104,114],{"type":24,"tag":37,"props":105,"children":106},{},[107,112],{"type":24,"tag":88,"props":108,"children":109},{},[110],{"type":30,"value":111},"dbt Core",{"type":30,"value":113}," - the open source version. Free to use, except you need to deploy and host it yourself.",{"type":24,"tag":37,"props":115,"children":116},{},[117,122],{"type":24,"tag":88,"props":118,"children":119},{},[120],{"type":30,"value":121},"dbt Cloud",{"type":30,"value":123}," - the SaaS version, with a browser-based IDE, job scheduling and a semantic layer.",{"type":24,"tag":84,"props":125,"children":126},{},[127],{"type":30,"value":128},"If you have a data team or are willing to invest the time to learn this framework, it can be a powerful tool.",{"type":24,"tag":25,"props":130,"children":132},{"id":131},"why-should-you-consider-dbt-alternatives",[133],{"type":30,"value":55},{"type":24,"tag":84,"props":135,"children":136},{},[137],{"type":30,"value":138},"In my experience as an analytics engineer and a data engineer, alternatives to dbt are considered for one of two reasons:",{"type":24,"tag":101,"props":140,"children":141},{},[142,152],{"type":24,"tag":37,"props":143,"children":144},{},[145,150],{"type":24,"tag":88,"props":146,"children":147},{},[148],{"type":30,"value":149},"It's built for engineers",{"type":30,"value":151}," - models are SQL plus Jinja templating, they live in a git repo, and changes go through pull requests. That's great if you're a data engineer or have a team that is comfortable with the engineering workflow. It's a substantial impediment if you're in marketing, sales, finance or product analytics, and just want to analyze data.",{"type":24,"tag":37,"props":153,"children":154},{},[155,160],{"type":24,"tag":88,"props":156,"children":157},{},[158],{"type":30,"value":159},"Cost",{"type":30,"value":161}," - seats, model builds and the associated compute cost add up. Not to mention the real cost of time it takes to set up, learn, and mold to your needs.",{"type":24,"tag":25,"props":163,"children":165},{"id":164},"what-are-some-alternatives-to-dbt",[166],{"type":30,"value":64},{"type":24,"tag":84,"props":168,"children":169},{},[170],{"type":30,"value":171},"It depends on which problem you're trying to solve.",{"type":24,"tag":84,"props":173,"children":174},{},[175],{"type":30,"value":176},"If you like the dbt approach and just want a different flavor of it, there are other transformation tools, e.g. SQLMesh (open source), Dataform (Google's, for BigQuery) or Coalesce (more visual). All of these still require that you set up and manage a data warehouse, which needs someone or a team to run them.",{"type":24,"tag":84,"props":178,"children":179},{},[180],{"type":30,"value":181},"If the real problem is that the whole stack is too much to manage in terms of time and cost (i.e. ETL + warehouse + dbt + BI + a data engineer to glue it all together), then swapping dbt for another modeling tool won't help much. You'd be replacing one piece of a five-piece puzzle.",{"type":24,"tag":25,"props":183,"children":185},{"id":184},"do-you-need-a-separate-modeling-tool-at-all",[186],{"type":30,"value":73},{"type":24,"tag":84,"props":188,"children":189},{},[190],{"type":30,"value":191},"Not necessarily.",{"type":24,"tag":84,"props":193,"children":194},{},[195,197,203],{"type":30,"value":196},"What you actually need is a place where your data from different systems is combined, and where the logic (e.g. how is a forecast compiled, what counts as a marketing-sourced opportunity) is codified as a data model ",{"type":24,"tag":198,"props":199,"children":200},"em",{},[201],{"type":30,"value":202},"somewhere",{"type":30,"value":204},", so that everyone can access the same formula for generating key metrics.",{"type":24,"tag":84,"props":206,"children":207},{},[208,210,215,217,223],{"type":30,"value":209},"If the data infrastructure associated with dbt seems overwhelming, you might consider a ",{"type":24,"tag":88,"props":211,"children":212},{},[213],{"type":30,"value":214},"full-stack data platform",{"type":30,"value":216}," like ",{"type":24,"tag":41,"props":218,"children":220},{"href":219},"\u002F",[221],{"type":30,"value":222},"Datachef",{"type":30,"value":224},". A full-stack data platform handles the end-to-end analytical and operational data pipelines. From connecting to your business apps and databases (Salesforce, HubSpot, Marketo, NetSuite, Postgres, etc.), keeping the data fresh and up-to-date, and storing and sharing business logic in the form of data models.",{"type":24,"tag":84,"props":226,"children":227},{},[228,230,235],{"type":30,"value":229},"So you get the ",{"type":24,"tag":198,"props":231,"children":232},{},[233],{"type":30,"value":234},"outcomes",{"type":30,"value":236}," often associated with dbt without the time, cost and complexity.",{"type":24,"tag":84,"props":238,"children":239},{},[240,242,247],{"type":30,"value":241},"If you have a data team that lives in dbt, and you feel like you are getting what you need from the working arrangement, then there is no sense changing things up. But if you don't have dbt or are ",{"type":24,"tag":198,"props":243,"children":244},{},[245],{"type":30,"value":246},"not",{"type":30,"value":248}," loving how quickly analysis requests are fulfilled, maybe it's a sign to evaluate a full-stack data platform like Datachef.",{"type":24,"tag":75,"props":250,"children":251},{},[],{"type":24,"tag":84,"props":253,"children":254},{},[255],{"type":24,"tag":198,"props":256,"children":257},{},[258,260,266,268],{"type":30,"value":259},"Want to see shared data models without the stack? ",{"type":24,"tag":41,"props":261,"children":263},{"href":262},"\u002F#videos",[264],{"type":30,"value":265},"Watch a demo",{"type":30,"value":267},", or ",{"type":24,"tag":41,"props":269,"children":271},{"href":270},"https:\u002F\u002Fapp.datachef.com\u002Flogin?utm_source=blog&utm_content=dbt-alternative",[272],{"type":30,"value":273},"try Datachef free.",{"title":7,"searchDepth":275,"depth":275,"links":276},2,[277,278,279,280,281],{"id":27,"depth":275,"text":31},{"id":80,"depth":275,"text":46},{"id":131,"depth":275,"text":55},{"id":164,"depth":275,"text":64},{"id":184,"depth":275,"text":73},"markdown","content:blog:dbt-alternative.md","content","blog\u002Fdbt-alternative.md","blog\u002Fdbt-alternative","md",1792179155269]