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Data warehouse ⇄ Marketing

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

Keep Starburst Enterprise and Twitter Ads in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Why teams connect Starburst Enterprise and Twitter Ads

Put modeled data to work and measure what it drives: Starburst Enterprise and Twitter Ads keep contacts, audiences, and campaign results in step in real time, in both directions.

Starburst Enterprise is where your team models customers, product usage, and revenue into trusted tables; Twitter Ads runs the campaigns, audiences, and messages that reach those people. The two overlap wherever the same person, account, or segment matters to both, and when the bridge between them is a nightly export or a hand-built list, marketing targets stale data while analytics never sees what the campaign returned.

Stacksync syncs Materialized views, Columns, Catalogs, Schemas in Starburst Enterprise with Ad Accounts, Campaigns, Line Items, Promoted Tweets in Twitter Ads field by field, in real time, and in both directions. You decide which system owns which fields — a computed score or segment can flow out to Twitter Ads while sends, opens, and conversions flow back to Starburst Enterprise — and Stacksync keeps every copy consistent and resolves conflicts by rules you set.

Common use cases

  • 01 Expose Iceberg or Hive lake tables to sync jobs through one SQL endpoint without moving the data first
  • 02 Consolidate reads from multiple databases behind a single connection instead of maintaining one integration per source
  • 03 Sync Custom Audiences by uploading hashed emails from a CRM or warehouse segment, keeping retargeting and suppression lists current as the source list changes.
  • 04 Pull Analytics for Campaigns, Line Items, and Promoted Tweets into a warehouse for blended cross-channel spend and ROAS reporting.

Common sync patterns

Activate a modeled audience

A segment or score built in Starburst Enterprise — high-intent accounts, churn risk, a lifetime-value tier — lands as an audience or contact field in Twitter Ads, so campaigns target the people your data actually points to instead of a static export.

Keep the contact and audience list current

New and updated contacts, leads, or audience members flow between Starburst Enterprise and Twitter Ads, so the marketing audience reflects the people in your warehouse and corrections propagate instead of the two sides drifting apart.

Suppression and consent stay aligned

Unsubscribes, bounces, and consent or opt-out flags held in either system propagate to the other, so no one is messaged after opting out and Starburst Enterprise holds the current state for auditing.

What you can sync between Starburst Enterprise and Twitter Ads

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.

Starburst Enterprise objects Twitter Ads objects How this pairing syncs
Materialized views Precomputed results that make repeated sync reads cheaper. Line Items Ad groups holding the per-engagement bid, promoted entity, and targeting; written to set bids and targeting, read for account structure. Materialized views is specific to Starburst Enterprise and Line Items to Twitter Ads — each maps to any object or custom field on the other side.
Columns Typed per the Trino type system, mapped from each source's native types. Promoted Tweets Tweets promoted under a line item; created, paused, or updated through the API and read back for delivery status. Columns is specific to Starburst Enterprise and Promoted Tweets to Twitter Ads — each maps to any object or custom field on the other side.
Catalogs Each catalog maps to a connector (Iceberg, Hive, PostgreSQL, and others) exposing an external source. Custom Audiences Match lists (formerly Tailored Audiences); written by uploading hashed emails or device IDs from a CRM or warehouse segment for retargeting and suppression. Catalogs is specific to Starburst Enterprise and Custom Audiences to Twitter Ads — each maps to any object or custom field on the other side.
Schemas Namespaces within a catalog, mirroring the underlying source's databases or schemas. Targeting Criteria Location, keyword, interest, and device rules attached to line items; read and written to adjust who a line item reaches. Schemas is specific to Starburst Enterprise and Targeting Criteria to Twitter Ads — each maps to any object or custom field on the other side.
Tables Queryable relations; writes pass through to sources whose connectors support them. Funding Instruments Budget source (credit card, credit line, insertion order); read-only in the API and provisioned by an X account manager, referenced by campaigns. Tables is specific to Starburst Enterprise and Funding Instruments to Twitter Ads — each maps to any object or custom field on the other side.
Views Engine-level SQL views used to shape federated data before syncing it out. Analytics (Stats) Performance metrics for campaigns, line items, and promoted tweets; read-only via asynchronous jobs and pulled into a warehouse for reporting. Views is specific to Starburst Enterprise and Analytics (Stats) to Twitter Ads — each maps to any object or custom field on the other side.

How changes propagate between Starburst Enterprise and Twitter Ads

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.

Starburst Enterprise Twitter Ads 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 Twitter Ads through its API, with automatic retries and rate-limit backoff.

Twitter Ads Starburst Enterprise Interval-based propagation

DetectionStacksync polls Twitter Ads for changes on an incremental schedule, reading only records changed since the previous pass. Polling only — the Ads API has no webhooks or change-data-capture.

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

Rate-limit considerations

  • Starburst Enterprise: Throughput is governed by cluster sizing and resource groups rather than API quotas.
  • Twitter Ads: Per-endpoint 15-minute windows exposed via x-rate-limit-remaining and x-rate-limit-reset headers; asynchronous analytics is capped by concurrent jobs per account and covers up to 90 days per request.
What ships with Starburst Enterprise ⇄ Twitter Ads

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

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

Real-time

Two-way sync

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

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Starburst Enterprise or Twitter Ads 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 Starburst Enterprise or Twitter Ads record.

Observability

Monitoring

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

Trading partners

EDI

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

How the Starburst Enterprise and Twitter Ads connectors work

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

Twitter Ads

Integration surface
REST Ads API (synchronous management + asynchronous analytics jobs)
Authentication
OAuth 1.0a signed requests (three-legged user context) from a developer app allowlisted for the Ads API; OAuth 2.0 bearer tokens are limited to some read paths, while campaign, line item, and audience writes require OAuth 1.0a signing
Change detection
Polling only — the Ads API has no webhooks or change-data-capture; sync engines re-read entities and their state on a schedule and submit asynchronous analytics jobs for stats
Capabilities
read · write
Rate limits
Per-endpoint 15-minute windows exposed via x-rate-limit-remaining and x-rate-limit-reset headers; asynchronous analytics is capped by concurrent jobs per account and covers up to 90 days per request
How it works

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

    Choose tables

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

Starburst Enterprise and Twitter Ads 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.

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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 396 integrations available for Starburst Enterprise and Twitter Ads.

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