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Every connection.
Another pipeline.

Your company runs on connected systems. But every connection brings another ETL pipeline where you need to manage transformation, schedule, rate limits, errors, retries, and place for data to drift.

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POINT-TO-POINT INTEGRATIONS
Nine point-to-point ETL pipelinesSalesforce, Stripe, SAP, HubSpot, Postgres, and Snowflake exchange typed customer, billing, order, and usage data. Six systems. Nine jobs. The same customer, mapped again and again.AccountContactETL 01CRM → MKTAccountCustomerETL 02CRM → BILLAccountCustomerRowETL 03CRM → APPSubscriptionEntitlementETL 04BILL → APPInvoiceARDocumentETL 05BILL → ERPSalesOrderOrderFactETL 06ERP → DWHUsageEventUsageFactETL 07APP → DWHPaymentRevenueFactETL 08BILL → DWHContactMarketingPrefsETL 09MKT → APPToyonRELATIONSHIP GRAPHTOYON AI-ASSISTED · HUMAN-READABLEAccountContactCustomerCustomerRowSubscriptionEntitlementInvoiceARDocumentSalesOrderOrderFactUsageEventUsageFactPaymentRevenueFactMarketingPrefs15 SHARED TYPES · 9 RELATIONSHIPSObserve changesstreams · webhooks · pollingNormalize & resolvefield ownership · version checksCompute affected stateshared transforms · minimal patchesSchedule & batchfreshness budgets · provider quotasWrite & verifyidempotency · backoff · readbackReconcile driftcheckpoints · retry failed writesPOLICIES → PLAN → CONTINUOUS REPAIR≤ 5s · owns customerOUT · Account≤ 5s · owns billingOUT · SubscriptionOUT · InvoiceOUT · PaymentIN · Customer≤ 1m · owns ordersOUT · SalesOrderIN · ARDocument≤ 1h · CRM wins conflictsOUT · ContactIN · Contact≤ 5s · owns usageOUT · UsageEventIN · CustomerRowIN · EntitlementIN · MarketingPrefs≤ 10m · batch preferredIN · OrderFactIN · UsageFactIN · RevenueFactSalesforceCUSTOMER RELATIONSHIPSStripeBILLING & PAYMENTSSAPENTERPRISE RESOURCE PLANNINGHubSpotMARKETINGPostgresPRODUCT DATABASESnowflakeDATA WAREHOUSE

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System ETL pipeline Data
9 bespoke pipelines

Six systems. Nine jobs. The same customer, mapped again and again.

ILLUSTRATIVE ARCHITECTURE

TOYON DATA INTEGRATION

Declare what should agree.
We’ll handle the how.

Your systems stay yours. You define the data relationships. Toyon handles the movement.

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