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Data warehouse ⇄ CRM

Azure Synapse Analytics to Veeva CRM integration — real-time, two-way sync

Keep Azure Synapse Analytics and Veeva CRM in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

  • SOC 2 and 6 other compliance frameworks
  • POC with real engineers in minutes

Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Azure Synapse Analytics and Veeva CRM

Sync Veeva CRM into Azure Synapse Analytics continuously and push warehouse results back onto CRM records, one two-way connection instead of two pipelines.

The CRM feeds the warehouse and the warehouse should feed the CRM: relationship data flows one way, and computed scores, segments, and customer context flow back. Most teams build the first half as a batch pipeline and never quite get to the second.

Stacksync does both with one connection. Key Messages and CLM Content, Territories and Alignments, Events, Approved Email Activity from Veeva CRM land in Azure Synapse Analytics as live tables, updated within seconds, and columns computed in Azure Synapse Analytics write back to fields in Veeva CRM. There is no separate ETL and reverse-ETL stack to stitch together and no jobs to babysit.

Common use cases

  • 01 Keep consent records aligned between Veeva and marketing platforms so channel opt-outs are enforced everywhere.
  • 02 Feed territory alignments from a roster system into Veeva as field teams change.
  • 03 Publish warehouse aggregates (account health scores, LTV) from Synapse back into operational tools like a CRM.
  • 04 Sync curated Synapse views into an operational Postgres or Azure SQL database that applications can query cheaply.

Common sync patterns

CRM analytics on live data

Accounts, contacts, and activity from Veeva CRM are queryable in Azure Synapse Analytics moments after they change, so dashboards stop lagging the reality they describe.

Scores and segments back on the record

Lead scores, churn risk, or usage segments computed in Azure Synapse Analytics appear as fields in Veeva CRM, where the people working accounts actually see them.

A single customer view

Join Veeva CRM's relationship data with billing, product, and support data in Azure Synapse Analytics to build the customer picture the CRM alone cannot hold.

What you can sync between Azure Synapse Analytics and Veeva CRM

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Azure Synapse Analytics objects Veeva CRM objects How this pairing syncs
Views Curated projections used when downstream tools should not read base tables directly. Calls Recorded visits and interactions with HCPs, including samples dropped and key messages shown. Views is specific to Azure Synapse Analytics and Calls to Veeva CRM — each maps to any object or custom field on the other side.
Schemas Namespaces that separate staging, integration, and presentation layers. Medical Inquiries Information requests captured in the field and routed to medical affairs. Schemas is specific to Azure Synapse Analytics and Medical Inquiries to Veeva CRM — each maps to any object or custom field on the other side.
Materialized views Precomputed aggregates that speed reads of frequently synced result sets. Sample Transactions Sample disbursement records tracked for regulatory compliance. Materialized views is specific to Azure Synapse Analytics and Sample Transactions to Veeva CRM — each maps to any object or custom field on the other side.
SQL pools Dedicated or serverless compute contexts that determine how and where queries run. Consent Records Channel-level communication consent for HCPs, synced to enforce opt-outs across systems. SQL pools is specific to Azure Synapse Analytics and Consent Records to Veeva CRM — each maps to any object or custom field on the other side.
Tables (dedicated SQL pool) Distributed warehouse tables that serve as sync destinations for analytics workloads. Key Messages and CLM Content Approved content presented during calls, referenced in activity data. Tables (dedicated SQL pool) is specific to Azure Synapse Analytics and Key Messages and CLM Content to Veeva CRM — each maps to any object or custom field on the other side.
External tables Tables over files in the data lake, queried through serverless SQL and often read-only in syncs. Territories and Alignments Rep-to-account assignments, often fed from a roster or alignment system. External tables is specific to Azure Synapse Analytics and Territories and Alignments to Veeva CRM — each maps to any object or custom field on the other side.

How changes propagate between Azure Synapse Analytics and Veeva CRM

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Azure Synapse Analytics Veeva CRM Interval-based propagation

DetectionStacksync polls Azure Synapse Analytics for changes on an incremental schedule, reading only records changed since the previous pass. Polling on watermark columns.

DeliveryEach detected change is written to Veeva CRM through its API, with automatic retries and rate-limit backoff.

Veeva CRM Azure Synapse Analytics Interval-based propagation

DetectionStacksync polls Veeva CRM for changes on an incremental schedule, reading only records changed since the previous pass. Polling on record modification timestamps.

DeliveryEach detected change is applied to Azure Synapse Analytics as a row-level write, with types converted between the two schemas.

Rate-limit considerations

  • Veeva CRM: Subject to the underlying platform's API request allocations, which are contract-dependent.
What ships with Azure Synapse Analytics ⇄ Veeva CRM

Connect Azure Synapse Analytics and Veeva CRM for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Azure Synapse Analytics–Veeva CRM connection.

Real-time

Two-way sync

Changes in Azure Synapse Analytics or Veeva CRM instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Azure Synapse Analytics or Veeva CRM data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Azure Synapse Analytics or Veeva CRM record.

Observability

Monitoring

Track your Azure Synapse Analytics ⇄ Veeva CRM sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Azure Synapse Analytics and Veeva CRM.

How the Azure Synapse Analytics and Veeva CRM connectors work

Azure Synapse Analytics

Integration surface
SQL wire protocol (TDS) with T-SQL for SQL pools; additional Spark and pipeline surfaces exist but syncs use the SQL endpoint
Authentication
SQL authentication or Microsoft Entra ID
Change detection
Polling on watermark columns; Synapse SQL pools do not expose log-based CDC for downstream consumers
Capabilities
read · write

Veeva CRM

Integration surface
Salesforce-platform APIs (REST, SOAP, Bulk) for classic Veeva CRM; Vault REST API for Vault CRM
Authentication
OAuth 2.0
Change detection
Polling on record modification timestamps; platform event streams where the underlying org enables them
Capabilities
read · write
Rate limits
Subject to the underlying platform's API request allocations, which are contract-dependent.
How it works

How to connect Azure Synapse Analytics to Veeva CRM — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Azure Synapse Analytics and Veeva CRM with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Azure Synapse Analytics connected
    Veeva CRM connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Azure Synapse Analytics and Veeva CRM objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Azure Synapse Analytics ⇄ Veeva CRM
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Azure Synapse Analytics Veeva CRM
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Azure Synapse Analytics and Veeva CRM integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

Learn more about security
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ISO 27001
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DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS

SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 540 integrations available for Azure Synapse Analytics and Veeva CRM.

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