DatriseAI-first ETL

Zendesk Talk to Azure Synapse Integration

AI-first ETL from Zendesk Talk into Azure Synapse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Zendesk Talk into Azure Synapse

Datrise syncs Zendesk Talk's calls, agents, queues, call legs, recordings, and call metrics into Azure Synapse as a typed table per source entity. Flexible or custom fields land in NVARCHAR(MAX) JSON columns, and timestamps such as created, updated, and status changes are typed as datetime2.

Sync is incremental: Datrise uses COPY into staging, then a MERGE on stable id, so re-runs update only what changed. Hash distribution on the join id with date partitioning on facts. Synapse dedicated pools reward good hash-distribution choices, so Datrise distributes on entity ids to avoid data-movement-heavy joins.

Ideal for Azure analytics estates feeding Power BI.

Endpoints

Zendesk Talk: Voice support calls and queue performance.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Zendesk Talk entities map to Azure Synapse

Zendesk Talk entityAzure Synapse objectNotes
callszendesk_talk_callsid PK · custom fields → NVARCHAR(MAX) JSON columns
agentszendesk_talk_agentsid PK · linked to zendesk_talk_calls
queueszendesk_talk_queuesid PK · linked to zendesk_talk_calls
call legszendesk_talk_call_legsid PK · linked to zendesk_talk_calls

FAQ

How does Datrise handle Zendesk Talk's custom fields in Azure Synapse?

Flexible values are stored as NVARCHAR(MAX) JSON columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Azure Synapse types.

How does the Zendesk Talk to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

Related pipelines

Early access

Connect Zendesk Talk to Azure Synapse 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.