DatriseAI-first ETL

HubSpot Operations Hub Azure Data Lake Storage

AI-first ETL from HubSpot Operations Hub into Azure Data Lake Storage. Governed entities, incremental sync, typed landing tables.

How Datrise loads HubSpot Operations Hub into Azure Data Lake Storage

Datrise syncs HubSpot Operations Hub's contacts, accounts, deals, activities, and lifecycle events into Azure Data Lake Storage as partitioned Parquet in ADLS Gen2 per source entity. Flexible or custom fields land in nested struct/map fields in Parquet, and timestamps such as created, updated, and status changes are typed as ISO-8601 timestamp columns.

Sync is incremental: Datrise uses writes new date partitions to the container and compacts on a schedule, so re-runs update only what changed. Hive-style partitioning by load date, readable by Synapse and Databricks. ADLS hierarchical namespace makes folder layout matter, so Datrise keeps a predictable entity/date path your Azure engines mount directly.

Ideal for Azure lakehouse storage shared across Synapse and Databricks.

Endpoints

HubSpot Operations Hub: CRM for SMB teams managing pipeline, contacts, and customer activity.

Azure Data Lake Storage: ADLS Gen2 object storage for analytics workloads.

How HubSpot Operations Hub entities map to Azure Data Lake Storage

HubSpot Operations Hub entityAzure Data Lake Storage objectNotes
contactshubspot_operations_contactsid PK · custom fields → nested struct/map fields in Parquet
accountshubspot_operations_accountsid PK · linked to hubspot_operations_contacts
dealshubspot_operations_dealsid PK · linked to hubspot_operations_contacts
activitieshubspot_operations_activitiesISO-8601 timestamp columns events

FAQ

How does Datrise handle HubSpot Operations Hub's custom fields in Azure Data Lake Storage?

Flexible values are stored as nested struct/map fields in Parquet, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Azure Data Lake Storage types.

How does the HubSpot Operations Hub to Azure Data Lake Storage sync stay up to date?

It runs incrementally — Datrise uses writes new date partitions to the container and compacts on a schedule.

Related pipelines

Early access

Connect HubSpot Operations Hub to Azure Data Lake Storage the easy way

Skip brittle scripts and manual exports. Join the waitlist to get a guided setup, AI-assisted mapping, and reliable incremental sync for this integration.