GTM Systems AcademyThe reference hub for GTM Systems: the business-systems and RevTech architecture layer beneath go-to-market. CRM and CPQ architecture, the data model, integrations, and the governance that keeps a revenue stack trustworthy. Guides, metrics, the tool stack, articles, and a working newsletter.https://gtmsystemsacademy.com/We Had 282 Automations and Nobody Could Say What Half of Them Didhttps://gtmsystemsacademy.com/blog/paying-down-automation-debt/https://gtmsystemsacademy.com/blog/paying-down-automation-debt/Five years of "just add one more flow" left an org where a single lead save fired eleven automations and changing anything was russian roulette. Here is how to audit an accreted stack, find the dead weight, and consolidate it without breaking production.Sat, 15 Aug 2026 00:00:00 GMTSomeone Wrote 200 Lines of Apex to Copy One Field, and It Failed a Deploy Two Years Laterhttps://gtmsystemsacademy.com/blog/declarative-first-when-code/https://gtmsystemsacademy.com/blog/declarative-first-when-code/The declarative-first rule is not dogma; it is a bet on who can maintain the thing after you leave. Here is the rule, the specific cases that genuinely need Apex, and the honest line between them.Thu, 13 Aug 2026 00:00:00 GMTThe Integration Dropped 1,400 Records and We Found Out Ninety Days Laterhttps://gtmsystemsacademy.com/blog/integration-reconciliation/https://gtmsystemsacademy.com/blog/integration-reconciliation/A sync silently failed on a subset of records and nobody noticed until the quarter did not add up. The fix is reconciliation built into every integration so a dropped record surfaces the same day, not next quarter. Here is the pattern and the queries.Tue, 11 Aug 2026 00:00:00 GMTThe Quote Said $240K, the Invoice Said $261K, and Both Systems Were "Right"https://gtmsystemsacademy.com/blog/cpq-that-ties-out/https://gtmsystemsacademy.com/blog/cpq-that-ties-out/Sales quoted fast and finance could not reconcile a single deal to the penny. The gap was rounding and proration living in two places that never agreed. Here is how to design CPQ so quotes stay fast and the numbers actually tie out to finance.Sat, 08 Aug 2026 00:00:00 GMTForty Flows Fight on Every Save and Nobody Knows Who Winshttps://gtmsystemsacademy.com/blog/automation-order-of-operations/https://gtmsystemsacademy.com/blog/automation-order-of-operations/A lead score kept reverting to zero seconds after it was set. The cause was two record-triggered flows racing on the same save, and no document said which fired first. Here is how to map the firing order of an accreted automation stack and stop the fights.Thu, 06 Aug 2026 00:00:00 GMTWe Built the Same Field Twice Because Nobody Drew the Object Model Firsthttps://gtmsystemsacademy.com/blog/object-model-before-fields/https://gtmsystemsacademy.com/blog/object-model-before-fields/A rep found three "Contract End Date" fields on the Account and asked which one was real. None of them were. Here is why you architect the object model before you create a single custom field, and what skipping that step actually costs.Tue, 04 Aug 2026 00:00:00 GMT