--- title: Snowflake — Draidel description: A warehouse layer with definitions someone owns, tests on the definitions, and reporting the board can open. image: https://www.draidel.com/hubfs/draidel-2026/og/snowflake.png --- Draidel. **000***%* We build companies — Edition 2026 [Skip to content](https://www.draidel.com/snowflake#main-content) [Draidel.](https://www.draidel.com/) 01[Menu](https://www.draidel.com/snowflake#k-menu) Miami · Six markets · Since 2015 [*01*Services](https://www.draidel.com/services)[*02*Industries](https://www.draidel.com/industries)[*03*HubSpot](https://www.draidel.com/hubspot)[*04*Platforms](https://www.draidel.com/platforms)[*05*About](https://www.draidel.com/about)[*06*Events](https://www.draidel.com/events)[*07*Contact](https://www.draidel.com/contact) [Services](https://www.draidel.com/services) - [Go To Market](https://www.draidel.com/go-to-market) - [RevOps](https://www.draidel.com/revops) - [AI & Data](https://www.draidel.com/ai-data) - [Engineering](https://www.draidel.com/engineering) [Industries](https://www.draidel.com/industries) - [SaaS](https://www.draidel.com/industries/saas) - [Law Firms](https://www.draidel.com/industries/law-firms) - [Mass Torts](https://www.draidel.com/industries/mass-torts) - [AI](https://www.draidel.com/industries/ai) - [Home Care Agencies](https://www.draidel.com/industries/home-care-agencies) - [Health Care](https://www.draidel.com/industries/health-care) - [BPO](https://www.draidel.com/industries/bpo) - [Venture Capital](https://www.draidel.com/industries/venture-capital) - [View all→](https://www.draidel.com/industries) [HubSpot](https://www.draidel.com/hubspot) - [Audit](https://www.draidel.com/hubspot-audit) - [Onboarding](https://www.draidel.com/hubspot-onboarding) - [Consulting](https://www.draidel.com/hubspot/consulting) - [Implementation](https://www.draidel.com/hubspot-implementation) - [Migration](https://www.draidel.com/hubspot/migration) - [Integration](https://www.draidel.com/hubspot/integration) - [Development](https://www.draidel.com/hubspot/development) - [Training](https://www.draidel.com/hubspot/training) - [Pricing](https://www.draidel.com/hubspot-pricing) [Platforms](https://www.draidel.com/platforms) - [Salesforce](https://www.draidel.com/salesforce) - [NetSuite](https://www.draidel.com/netsuite) - [Microsoft Dynamics](https://www.draidel.com/microsoft-dynamics) - [ClickUp](https://www.draidel.com/clickup) - [Intercom](https://www.draidel.com/intercom) - [Notion](https://www.draidel.com/notion) - [Snowflake](https://www.draidel.com/snowflake) - [Databricks](https://www.draidel.com/databricks) - [View all→](https://www.draidel.com/platforms) Company - [About](https://www.draidel.com/about) - [Ventures](https://www.draidel.com/ventures) - [Case studies](https://www.draidel.com/case-studies) - [Events](https://www.draidel.com/events) - [Partners](https://www.draidel.com/partners) - [Compliance](https://www.draidel.com/compliance) - [Contact](https://www.draidel.com/contact) 66 West Flagler St, Miami [Start a project →](https://www.draidel.com/contact) [Close](https://www.draidel.com/snowflake#site-header) Platforms # One definition, or none at *all.* Snowflake is where the numbers get settled, if the tables feeding it agree. We build the layer between the systems of record and the board deck, and the contracts that keep it honest as the business changes underneath it. WarehouseContractsReportingCost The problem ## Everyone has a number. Nobody has *the* number. Sales reports one pipeline figure, finance another, the product team a third. All three are defensible inside their own tool. The warehouse is where that gets resolved — or where it gets formalised as three permanent disagreements. ## One definition, *one* number. Snowflake What we do ## What we build. ### Ingestion you do not babysit CRM, billing, product and support loaded on a schedule with alerting, schema drift handled, and a failure that pages someone rather than an empty dashboard on Monday. ### A modelled layer with definitions Customer, active, booking, recognised revenue and churn defined once, tested, and documented where the person reading the number can find them. ### Reporting the board can open Dashboards built on the modelled layer rather than on raw tables, so a metric changes in one place and everywhere at once. ### Reverse ETL to the operators Modelled fields pushed back into the CRM, so the segment or health score a rep sees is the one the board saw. ### Cost and performance Warehouse sizing, clustering and query patterns kept in hand, because a warehouse that quietly triples in cost is a warehouse somebody turns off. How it runs ## Map, define, build, hand over. 01 ### Map Sources, owners and the reported numbers that cannot currently be traced back to a record. 02 ### Define The metrics that matter written as testable definitions, each with an owner and a place a reader can find them. 03 ### Build Ingestion, modelled layer, tests and dashboards, with alerting on the definition and not only on the pipeline. 04 ### Hand over Documentation, the tests, and a period running it beside your team until a full board cycle has been through it. Where it usually breaks ## Definitions drift faster than pipelines *break.* Ingestion failures are loud. A definition quietly changing — a new stage, a repackaged plan, a field reused for something else — is silent, and it is what makes last year's chart stop matching this year's. Tests on the definition are the cheapest thing in the project. Also on this platform ## Moving to HubSpot, or joining the *two.* ### [HubSpot to Snowflake and BigQuery Marketing computes pipeline one way in the CRM, finance computes it another way in the warehouse, and both are internally consistent.](https://www.draidel.com/hubspot-snowflake-bigquery-integration) ### [HubSpot Power BI and Tableau integration The BI tool has its own filters, the CRM dashboard has its own, and the board deck has a spreadsheet in between.](https://www.draidel.com/hubspot-power-bi-integration) Operators we build with ![Thales](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/thales.svg)![Imperva](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/imperva.png)![Cameo](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/cameo.png)![Moz](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/moz.png)![APMEX](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/apmex.png)![RaySecur](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/raysecur.svg)![Bolster](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/bolster.png)![Huify](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/huify.svg)![Regency Health Care](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/regency.svg)![Niche Academy](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/niche-academy.svg)![Thales](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/thales.svg)![Imperva](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/imperva.png)![Cameo](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/cameo.png)![Moz](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/moz.png)![APMEX](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/apmex.png)![RaySecur](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/raysecur.svg)![Bolster](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/bolster.png)![Huify](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/huify.svg)![Regency Health Care](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/regency.svg)![Niche Academy](https://www.draidel.com/hubfs/raw_assets/34/public/@projects/draidel-2026/draidel-2026-theme/assets/logos/niche-academy.svg) Start a project ## Tell us which number is *disputed.* ## Tell us what you are running What the system does today, where it breaks, and when it has to work. An engineer reads it — you get an answer inside one business day, not a sequence. 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[Careers](https://careers.draidel.com) - [Privacy](https://www.draidel.com/privacy) - [Terms](https://www.draidel.com/terms-and-conditions) - [Brand guide](https://www.draidel.com/brandguide) Nes gadol haya sham ```json { "@context" : "https://schema.org", "@id" : "https://www.draidel.com/#organization", "@type" : "ProfessionalService", "address" : { "@type" : "PostalAddress", "addressCountry" : "US", "addressLocality" : "Miami", "addressRegion" : "FL", "streetAddress" : "66 West Flagler St" }, "description" : "Technical consulting firm and venture studio building revenue systems — migrations, RevOps, HubSpot architecture, AI and data, and engineering.", "foundingDate" : "2015", "knowsAbout" : [ "Revenue operations", "HubSpot CMS and CRM architecture", "CRM migration", "Systems integration", "Data warehousing", "Applied AI" ], "name" : "Draidel", "sameAs" : [ "https://www.linkedin.com/company/draidel", "https://www.instagram.com/draidel" ], "slogan" : "We build companies.", "url" : "https://www.draidel.com/" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.draidel.com/#website", "@type" : "WebSite", "inLanguage" : "en", "name" : "Draidel", "publisher" : { "@id" : "https://www.draidel.com/#organization" }, "url" : "https://www.draidel.com/" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.draidel.com/snowflake#webpage", "@type" : "WebPage", "about" : { "@id" : "https://www.draidel.com/#organization" }, "description" : "A warehouse layer with definitions someone owns, tests on the definitions, and reporting the board can open.", "inLanguage" : "en", "isPartOf" : { "@id" : "https://www.draidel.com/#website" }, "name" : "Snowflake — Draidel", "url" : "https://www.draidel.com/snowflake" } ``` ```json { "@context" : "https://schema.org", "@id" : "https://www.draidel.com/snowflake#breadcrumb", "@type" : "BreadcrumbList", "itemListElement" : [ { "@type" : "ListItem", "item" : "https://www.draidel.com/", "name" : "Home", "position" : 1 }, { "@type" : "ListItem", "name" : "Snowflake", "position" : 2 } ] } ```