MailerLite to Databricks SQL Warehouse Integration
AI-first ETL from MailerLite into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads MailerLite into Databricks SQL Warehouse
Datrise syncs MailerLite's subscribers, groups, campaigns, automations, email events, and forms into Databricks SQL Warehouse as a Delta Lake table per source entity. Flexible or custom fields land in VARIANT or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.
Sync is incremental: Datrise uses a Delta MERGE on stable id, with change history available via time travel, so re-runs update only what changed. Delta partitioning by load date with OPTIMIZE/Z-ORDER on query keys. Datrise writes Unity Catalog–governed Delta tables, so lineage and permissions are managed centrally rather than per-notebook.
Ideal for lakehouse analytics and ML feature tables on Databricks.
Endpoints
MailerLite: Email campaigns, automations, and landing pages.
Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.
How MailerLite entities map to Databricks SQL Warehouse
| MailerLite entity | Databricks SQL Warehouse object | Notes |
|---|---|---|
| subscribers | mailerlite_subscribers | id PK · custom fields → VARIANT or STRUCT columns |
| groups | mailerlite_groups | id PK · linked to mailerlite_subscribers |
| campaigns | mailerlite_campaigns | id PK · linked to mailerlite_subscribers |
| automations | mailerlite_automations | id PK · linked to mailerlite_subscribers |
FAQ
How does Datrise handle MailerLite's custom fields in Databricks SQL Warehouse?
Flexible values are stored as VARIANT or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Databricks SQL Warehouse types.
How does the MailerLite to Databricks SQL Warehouse sync stay up to date?
It runs incrementally — Datrise uses a Delta MERGE on stable id, with change history available via time travel.
Related pipelines
More destinations for MailerLite
More sources for Databricks SQL Warehouse
- MailerSend → Databricks SQL Warehouse
- Mailgun → Databricks SQL Warehouse
- Mailjet → Databricks SQL Warehouse
- Mailjet SMS → Databricks SQL Warehouse
- Mailshake → Databricks SQL Warehouse
- Mambu → Databricks SQL Warehouse
- Marketo → Databricks SQL Warehouse
- Marketo Bulk → Databricks SQL Warehouse
- Merge → Databricks SQL Warehouse
- Metabase → Databricks SQL Warehouse
- Microsoft Azure → Databricks SQL Warehouse
- Microsoft Dataverse → Databricks SQL Warehouse
Early access
Connect MailerLite to Databricks SQL Warehouse the easy way
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