--- title: Google Cloud — Platforms — Draidel description: "BigQuery as the place the definitions live: ads and product data beside CRM data, one definition of a qualified lead, computed once." --- Draidel. **000***%* We build companies — Edition 2026 [Skip to content](https://www.draidel.com/google-cloud#main-content) [Draidel.](https://www.draidel.com/) 01[Menu](https://www.draidel.com/google-cloud#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/google-cloud#site-header) Platforms # Marketing and sales, computed from the same *rows.* GA4 exports to BigQuery, the ad platforms export beside it, and the CRM lands in the same dataset. Nowhere else in the stack can both halves of the funnel be counted off one set of records. We build that place, and the rules that keep it from becoming a second CRM nobody governs. BigQueryGA4Ads dataIdentityAccess The problem ## Every tool counts a lead its own *way.* GA4 counts sessions and conversions. The ad platforms count what they can attribute to themselves. The CRM counts contacts and stages. Each is internally consistent and none of them match, so the weekly meeting spends its first twenty minutes deciding whose export to believe. ## Joined once, read *everywhere*. Google Cloud What we do ## What we build in BigQuery. ### The marketing data estate, landed The GA4 export, ad platform spend and click data, and CRM objects loaded into one dataset on a schedule that alerts when it slips. Raw stays raw, so a definition can be recomputed against history instead of only going forward. ### One definition of a qualified lead Qualified written as SQL in the modelled layer, tested, and versioned, rather than as a filter saved inside three different tools. When the definition changes, every report changes with it and the old one is still reproducible. ### Identity that survives the handoff Anonymous session, form fill, contact and account stitched with rules you can read, and a stated answer for what happens when a person appears twice. Attribution is only as good as the join underneath it. ### Spend against pipeline, not against clicks Ad cost joined to the deals that actually closed, so a channel is judged on revenue rather than on the conversion each platform is willing to claim for itself. ### Access and permissions with an owner Datasets, roles and row-level rules set so the warehouse holds the same customer boundaries the CRM does. Without that, every export widens who can see the whole customer list. ### Modelled fields pushed back Scores and segments computed in BigQuery written back into the CRM, so the number a rep works from is the number the board read. How it runs ## Land, define, govern, hand over. 01 ### Land Sources connected, history backfilled, and schema drift handled before anyone builds a chart on top of it. 02 ### Define Qualified, customer, channel and attributed revenue written as tested SQL with a named owner for each. 03 ### Govern Roles, datasets and query cost controls decided in the open, so access is a policy rather than whoever asked first. 04 ### Hand over Documentation, the tests, and your analysts rebuilding a published number themselves before we stop being the people asked about it. Where it usually breaks ## The warehouse becomes a second uncontrolled *CRM.* Someone needs a list, so they query the raw tables directly. That query becomes a saved view, the view becomes a dashboard, and a definition nobody governs is now in front of the board. The fix is not a rule about SQL. It is a modelled layer good enough that nobody has a reason to go around it. 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 who defines a qualified *lead.* ## 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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