DatriseAI-first ETL

MailerSend to Looker Integration

AI-first ETL from MailerSend into Looker. Governed entities, incremental sync, typed landing tables.

How Datrise loads MailerSend into Looker

Datrise syncs MailerSend's messages, templates, domains, delivery events, recipients, and bounces into Looker as governed warehouse tables with LookML-ready naming. Flexible or custom fields land in flattened columns (nested fields expanded for modeling), and timestamps such as created, updated, and status changes are typed as date/time dimension columns.

Sync is incremental: Datrise uses incremental refresh of the underlying warehouse tables Looker explores, so re-runs update only what changed. Date-partitioned fact tables for PDT performance. Looker models live in LookML on top of SQL, so Datrise lands clean, stable column names rather than churn that would break your views.

Ideal for governed, version-controlled BI on a warehouse.

Endpoints

MailerSend: Transactional email delivery and templates.

Looker: Google Cloud BI with LookML semantic models and governed dashboards.

How MailerSend entities map to Looker

MailerSend entityLooker objectNotes
messagesmailersend_messagesid PK · custom fields → flattened columns (nested fields expanded for modeling)
templatesmailersend_templatesid PK · linked to mailersend_messages
domainsmailersend_domainsid PK · linked to mailersend_messages
delivery eventsmailersend_delivery_eventsdate/time dimension columns events

FAQ

How does Datrise handle MailerSend's custom fields in Looker?

Flexible values are stored as flattened columns (nested fields expanded for modeling), so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Looker types.

How does the MailerSend to Looker sync stay up to date?

It runs incrementally — Datrise uses incremental refresh of the underlying warehouse tables Looker explores.

Related pipelines

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