Real-time
Two-way sync
Changes in Apache Pinot or Bingads instantly reflect in both systems. No stale data, no manual imports.
Data warehouse ⇄ Marketing
Apache Pinot to Bingads integration — real-time, two-way sync
Keep Apache Pinot and Bingads 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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Adopted by fast-scaling companies moving mission-critical data in real time
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Why teams connect Apache Pinot and Bingads
Put modeled data to work and measure what it drives: Apache Pinot and Bingads keep contacts, audiences, and campaign results in step in real time, in both directions.
Apache Pinot is where your team models customers, product usage, and revenue into trusted tables; Bingads 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 Schemas, Segments, Real-time Tables, Offline Tables in Apache Pinot with Conversion Goals & Offline Conversions, Ad Extensions (Assets), Accounts, Customers & Users, Performance Reports in Bingads 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 Bingads while sends, opens, and conversions flow back to Apache Pinot — and Stacksync keeps every copy consistent and resolves conflicts by rules you set.
Common use cases
- 01 Query per-account usage metrics from Pinot and sync them into CRM fields so sales sees product activity.
- 02 Push reference and dimension data into Pinot via batch segment loads to enrich event queries.
- 03 Pull performance Reports (campaign, ad group, keyword, geographic) into Postgres or a warehouse to blend Microsoft Advertising spend and conversions with Google Ads, CRM, and revenue data.
- 04 Import offline conversions - closed-won deals and qualified leads - from a CRM into Microsoft Advertising with ApplyOfflineConversions so automated bidding optimizes on real outcomes.
Common sync patterns
Activate a modeled audience
A segment or score built in Apache Pinot — high-intent accounts, churn risk, a lifetime-value tier — lands as an audience or contact field in Bingads, 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 Apache Pinot and Bingads, 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 Apache Pinot holds the current state for auditing.
What you can sync between Apache Pinot and Bingads
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.
| Apache Pinot objects | Bingads objects | How this pairing syncs | |
|---|---|---|---|
| Real-time Tables Tables fed continuously from streams like Kafka, including upsert-enabled tables. | Ads Responsive search ads, expanded text ads, image and responsive ads; created and updated through Campaign Management so ad copy is managed from a source of truth. | Real-time Tables is specific to Apache Pinot and Ads to Bingads — each maps to any object or custom field on the other side. | |
| Offline Tables Batch-loaded tables merged with real-time data at query time. | Keywords & Negative Keywords Bidded keywords and account/campaign/ad-group negative keywords with match types; CRUD, and the Bulk service is recommended for large keyword changes. | Offline Tables is specific to Apache Pinot and Keywords & Negative Keywords to Bingads — each maps to any object or custom field on the other side. | |
| Indexes Inverted, range, and star-tree indexes that determine which sync queries run at low latency. | Budgets & Bid Strategies Shared budgets and automated bid strategies (e.g. Maximize Conversions, Target CPA); read and write so finance-approved spend and bids apply to live campaigns. | Indexes is specific to Apache Pinot and Budgets & Bid Strategies to Bingads — each maps to any object or custom field on the other side. | |
| Tenants Logical groupings that isolate workloads on shared clusters. | Audiences & Remarketing Lists Remarketing, customer-match, in-market, and similar audiences; read and create/associate to keep audience lists aligned with a CDP or CRM. | Tenants is specific to Apache Pinot and Audiences & Remarketing Lists to Bingads — each maps to any object or custom field on the other side. | |
| Tables The queryable unit, defined as offline, real-time, or hybrid; the main read target. | Conversion Goals & Offline Conversions Conversion goals (read/create) plus ApplyOfflineConversions, which imports offline conversion events (closed deals, qualified leads) back into Microsoft Advertising to inform bidding. | Tables is specific to Apache Pinot and Conversion Goals & Offline Conversions to Bingads — each maps to any object or custom field on the other side. | |
| Schemas Column definitions (dimensions, metrics, time columns) mapped during integration setup. | Ad Extensions (Assets) Sitelink, callout, image, call, and other extensions/assets associated to campaigns and ad groups; CRUD via Campaign Management. | Schemas is specific to Apache Pinot and Ad Extensions (Assets) to Bingads — each maps to any object or custom field on the other side. |
How changes propagate between Apache Pinot and Bingads
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.
Apache Pinot Bingads Interval-based propagation
DetectionStacksync polls Apache Pinot for changes on an incremental schedule, reading only records changed since the previous pass. Data enters Pinot via streaming ingestion or segment upload, not row-level writes.
DeliveryEach detected change is written to Bingads through its API, with automatic retries and rate-limit backoff.
Bingads Apache Pinot Interval-based propagation
DetectionStacksync polls Bingads for changes on an incremental schedule, reading only records changed since the previous pass. No webhooks or change-data-capture.
DeliveryEach detected change is applied to Apache Pinot as a row-level write, with types converted between the two schemas.
Rate-limit considerations
- Apache Pinot: No fixed API quotas; query throughput depends on broker and server sizing.
- Bingads: Service-specific throttling rather than one global limit. Ad Insight caps calls per user per minute with a 60-second sliding window at the customer level. The Bulk service caps download/upload calls and, once hit, returns 'no more bulk upload or download calls will be permitted for this account,' clearing after up to 15 minutes; Campaign Management caps entities per call, so large changes go through Bulk.
What ships with Apache Pinot ⇄ Bingads
Connect Apache Pinot and Bingads for flexible, real-time data sync.
Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Apache Pinot–Bingads connection.
No-code + pro-code
Workflow automation
Trigger automated workflows whenever Apache Pinot or Bingads 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 Apache Pinot or Bingads record.
Observability
Monitoring
Track your Apache Pinot ⇄ Bingads sync health, view errors, and replay failed events in one click.
Trading partners
EDI
Transform legacy EDI complexity into simple database interactions between Apache Pinot and Bingads.
How the Apache Pinot and Bingads connectors work
Apache Pinot
- Integration surface
- REST API (SQL queries via the broker; administration via the controller); JDBC client available
- Authentication
- Deployment-dependent: HTTP basic authentication or token-based auth where enabled
- Change detection
- Not applicable for reads out (polling by time column); data enters Pinot via streaming ingestion or segment upload, not row-level writes
- Capabilities
- read · write
- Rate limits
- No fixed API quotas; query throughput depends on broker and server sizing
Bingads
- Integration surface
- SOAP web services (Bing Ads API v13): Campaign Management, Bulk, Reporting, Customer Management, Customer Billing, and Ad Insight services, plus offline conversion import. SDKs for C#, Java, Python, and PHP; a Sandbox environment mirrors production.
- Authentication
- OAuth 2.0 (Microsoft identity platform / Azure AD) access tokens passed in the SOAP AuthenticationToken header, plus a Microsoft Advertising Developer Token that authorizes API access; calls are scoped by CustomerId and account (CustomerAccountId).
- Change detection
- No webhooks or change-data-capture. Reporting is asynchronous - submit a report request, poll until it completes, then download the file. Current campaign state is refreshed via scheduled Bulk downloads (full or by last-sync date) or entity list calls.
- Capabilities
- read · write
- Rate limits
- Service-specific throttling rather than one global limit. Ad Insight caps calls per user per minute with a 60-second sliding window at the customer level. The Bulk service caps download/upload calls and, once hit, returns 'no more bulk upload or download calls will be permitted for this account,' clearing after up to 15 minutes; Campaign Management caps entities per call, so large changes go through Bulk.
How it works
How to connect Apache Pinot to Bingads — 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.
- 01
Connect your apps
Authenticate Apache Pinot and Bingads with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.
Apache Pinot
connected
Bingads
connected
OAuth 2.0SSH tunnelSSL certificateVPC peering - 02
Choose tables
Pick the Apache Pinot and Bingads 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.
objects · Apache Pinot ⇄ BingadsCustomers 12,480Sales Orders 8,213Invoices 5,902Items 1,344 - 03
Map fields
Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.
Apache Pinot BingadsCompany company_name textEmail email textAmount amount numericCreated created_at timestamp
FAQ
Apache Pinot and Bingads integration FAQ
-
Yes. Stacksync provides a managed, real-time two-way integration between Apache Pinot and Bingads: authenticate both systems, choose the objects to sync (such as Apache Pinot's Real-time Tables and Offline Tables), map fields visually, and changes propagate both ways in milliseconds — no code required.
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Yes — Stacksync ships production-grade connectors for both Apache Pinot and Bingads. The connectors handle authentication, schema detection, rate limits, and retries; you configure the sync, and Stacksync operates it.
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Change detection on Apache Pinot: Not applicable for reads out (polling by time column); data enters Pinot via streaming ingestion or segment upload, not row-level writes. On Bingads: No webhooks or change-data-capture. Reporting is asynchronous - submit a report request, poll until it completes, then download the file. Current campaign state is refreshed via scheduled Bulk downloads (full or by last-sync date) or entity list calls. Each detected change propagates to the other side in milliseconds, with field-level conflict resolution and an inspectable event log.
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On the Apache Pinot side: Schemas, Segments, Real-time Tables, Offline Tables, plus custom fields where Apache Pinot exposes them. On the Bingads side: Conversion Goals & Offline Conversions, Ad Extensions (Assets), Accounts, Customers & Users, Performance Reports. Stacksync auto-detects both schemas and converts types between the two systems.
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Yes. Each object mapping can be bidirectional or restricted to a single direction (both systems accept writes). Read-only mirrors, one-way pushes, and full two-way sync can be mixed in the same integration.
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Common patterns for Apache Pinot and Bingads: Activate a modeled audience; Keep the contact and audience list current; Suppression and consent stay aligned. A segment or score built in Apache Pinot — high-intent accounts, churn risk, a lifetime-value tier — lands as an audience or contact field in Bingads, so campaigns target the people your data actually points to instead of a static export.
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.
SOC 2 Type II
ISO 27001
HIPAA BAA
GDPR
CCPA
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:
Related integrations
Every pair below is a real-time, two-way sync. Search all 395 integrations available for Apache Pinot and Bingads.
Popular · 7 of 395
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Apache Pinot ⇄ Demandbase -
Apache Pinot ⇄ Eloqua -
Apache Pinot ⇄ Iterable -
Bingads ⇄ Greenplum -
Bingads ⇄ IBM Netezza -
Bingads ⇄ Materialize -
Bingads ⇄ Rockset
No integrations match .
