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CRM ⇄ Data warehouse

DealCloud to Starburst Enterprise integration — real-time, two-way sync

Keep DealCloud and Starburst Enterprise 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 DealCloud and Starburst Enterprise

Sync DealCloud into Starburst Enterprise 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. User, Deal, Company, Contact from DealCloud land in Starburst Enterprise as live tables, updated within seconds, and columns computed in Starburst Enterprise write back to fields in DealCloud. There is no separate ETL and reverse-ETL stack to stitch together and no jobs to babysit.

Common use cases

  • 01 Mirror DealCloud activities and tasks into an operational database to power internal dashboards without hitting the API on every read.
  • 02 Push portfolio and fund performance data from a warehouse into DealCloud so dealmakers see up-to-date metrics on each investment.
  • 03 Expose Iceberg or Hive lake tables to sync jobs through one SQL endpoint without moving the data first
  • 04 Consolidate reads from multiple databases behind a single connection instead of maintaining one integration per source

Common sync patterns

Scores and segments back on the record

Lead scores, churn risk, or usage segments computed in Starburst Enterprise appear as fields in DealCloud, where the people working accounts actually see them.

A single customer view

Join DealCloud's relationship data with billing, product, and support data in Starburst Enterprise to build the customer picture the CRM alone cannot hold.

Cleanup that sticks

Deduplication and normalization done in Starburst Enterprise can be written back, so warehouse-side cleanup actually fixes the CRM.

What you can sync between DealCloud and Starburst Enterprise

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.

DealCloud objects Starburst Enterprise objects How this pairing syncs
Activity Synced with incremental and full sync. Catalogs Each catalog maps to a connector (Iceberg, Hive, PostgreSQL, and others) exposing an external source. Activity is specific to DealCloud and Catalogs to Starburst Enterprise — each maps to any object or custom field on the other side.
Task Synced with incremental and full sync. Schemas Namespaces within a catalog, mirroring the underlying source's databases or schemas. Task is specific to DealCloud and Schemas to Starburst Enterprise — each maps to any object or custom field on the other side.
User Synced with incremental and full sync. Tables Queryable relations; writes pass through to sources whose connectors support them. User is specific to DealCloud and Tables to Starburst Enterprise — each maps to any object or custom field on the other side.
Deal Synced with incremental and full sync. Views Engine-level SQL views used to shape federated data before syncing it out. Deal is specific to DealCloud and Views to Starburst Enterprise — each maps to any object or custom field on the other side.
Company Synced with incremental and full sync. Materialized views Precomputed results that make repeated sync reads cheaper. Company is specific to DealCloud and Materialized views to Starburst Enterprise — each maps to any object or custom field on the other side.
Contact Synced with incremental and full sync. Columns Typed per the Trino type system, mapped from each source's native types. Contact is specific to DealCloud and Columns to Starburst Enterprise — each maps to any object or custom field on the other side.

How changes propagate between DealCloud and Starburst Enterprise

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.

DealCloud Starburst Enterprise Interval-based propagation

DetectionStacksync polls DealCloud for changes on an incremental schedule, reading only records changed since the previous pass. Incremental via each entry's last-modified timestamp.

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

Starburst Enterprise DealCloud Interval-based propagation

DetectionStacksync polls Starburst Enterprise for changes on an incremental schedule, reading only records changed since the previous pass. Query-based polling.

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

Rate-limit considerations

  • DealCloud: API request limits apply per firm tenant; Stacksync manages throttling and retries automatically.
  • Starburst Enterprise: Throughput is governed by cluster sizing and resource groups rather than API quotas.
What ships with DealCloud ⇄ Starburst Enterprise

Connect DealCloud and Starburst Enterprise for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every DealCloud–Starburst Enterprise connection.

Real-time

Two-way sync

Changes in DealCloud or Starburst Enterprise instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever DealCloud or Starburst Enterprise 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 DealCloud or Starburst Enterprise record.

Observability

Monitoring

Track your DealCloud ⇄ Starburst Enterprise sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between DealCloud and Starburst Enterprise.

How the DealCloud and Starburst Enterprise connectors work

DealCloud

Integration surface
REST API (DealCloud Data API v2)
Authentication
OAuth 2.0 client-credentials; a DealCloud administrator generates a client ID and secret in the DealCloud admin API settings and grants Stacksync the required scopes
Change detection
Incremental via each entry's last-modified timestamp; DealCloud has no universal native change-data-capture, so Stacksync polls modified rows on an interval
Capabilities
read · write
Rate limits
API request limits apply per firm tenant; Stacksync manages throttling and retries automatically.

Starburst Enterprise

Integration surface
ANSI SQL over JDBC/ODBC drivers and the Trino client REST protocol
Authentication
Deployment-dependent: username/password, LDAP, OAuth 2.0, or Kerberos
Change detection
Query-based polling; Starburst is a query engine and exposes no change log of its own
Capabilities
read · write
Rate limits
Throughput is governed by cluster sizing and resource groups rather than API quotas
How it works

How to connect DealCloud to Starburst Enterprise — 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 DealCloud and Starburst Enterprise 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
    DealCloud connected
    Starburst Enterprise connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the DealCloud and Starburst Enterprise 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 · DealCloud ⇄ Starburst Enterprise
    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
    DealCloud Starburst Enterprise
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

DealCloud and Starburst Enterprise 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
SOC 2 Type II
ISO 27001
HIPAA BAA
GDPR
CCPA
CSA STAR
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 392 integrations available for DealCloud and Starburst Enterprise.

Popular · 8 of 392
All DealCloud integrations All Starburst Enterprise integrations Browse all integrations
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