MailerSend to ClickHouse Integration
AI-first ETL from MailerSend into ClickHouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads MailerSend into ClickHouse
Datrise syncs MailerSend's messages, templates, domains, delivery events, recipients, and bounces into ClickHouse as a MergeTree table per source entity. Flexible or custom fields land in JSON or Map columns, and timestamps such as created, updated, and status changes are typed as DateTime64.
Sync is incremental: Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge, so re-runs update only what changed. Partition by month and order by (entity id, updated-at) for fast range scans. ClickHouse deduplicates asynchronously on merge, so Datrise uses ReplacingMergeTree and FINAL-safe queries rather than assuming immediate upserts.
Ideal for high-volume event analytics that need sub-second aggregation.
Endpoints
MailerSend: Transactional email delivery and templates.
ClickHouse: Columnar OLAP engine for fast aggregations.
How MailerSend entities map to ClickHouse
| MailerSend entity | ClickHouse object | Notes |
|---|---|---|
| messages | mailersend_messages | id PK · custom fields → JSON or Map columns |
| templates | mailersend_templates | id PK · linked to mailersend_messages |
| domains | mailersend_domains | id PK · linked to mailersend_messages |
| delivery events | mailersend_delivery_events | DateTime64 events |
FAQ
How does Datrise handle MailerSend's custom fields in ClickHouse?
Flexible values are stored as JSON or Map columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native ClickHouse types.
How does the MailerSend to ClickHouse sync stay up to date?
It runs incrementally — Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge.
Related pipelines
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