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Data warehouse ⇄ AI

Apache Doris to Autopilot integration — real-time, two-way sync

Keep Apache Doris and Autopilot 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 Apache Doris and Autopilot

Send the records Apache Doris holds into Autopilot for embedding, classification, and scoring, and land what Autopilot produces back in Apache Doris as new columns, one two-way connection instead of a batch job.

Apache Doris holds the raw records the business runs on; Autopilot turns those records into embeddings, scores, labels, and summaries. The two meet wherever a warehouse row needs to be enriched by a model and the result needs somewhere durable to live. Most teams stitch that meeting together with export scripts and a queue, then spend their time keeping the glue alive.

Stacksync syncs Smart Segments, Journeys (Triggers), Activities, Contacts in Autopilot with Partitions, Materialized Views, Users and Roles, Databases in Apache Doris field by field, in real time, and in both directions. Rows added or changed in Apache Doris flow into Autopilot as they happen, and the Smart Segments, Journeys (Triggers), Activities, Contacts that Autopilot generates land back in Apache Doris as columns or tables, with field-level mapping and conflict rules in place of a custom pipeline.

The payoff is that model output stops living in a separate place from the data it describes. Once results sit in Apache Doris, they join against billing, product, and usage tables already there, so you can report on quality, cost, and coverage without moving anything by hand.

Common use cases

  • 01 Add contacts to a Journey from a database event or CRM stage change to start automated onboarding or nurture sequences.
  • 02 Mirror List and Smart Segment membership into a warehouse to power attribution and audience analytics alongside other sources.
  • 03 Land CRM and operational database records in Doris for low-latency dashboards over fresh data.
  • 04 Continuously upsert changing records into Unique Key tables so analytics reflect current state rather than append-only history.

Common sync patterns

Model output back in the warehouse

Scores, labels, embeddings, or summaries produced in Autopilot land in Apache Doris as columns or tables, queryable and joinable with the rest of the business data.

Keep an index in step with the source

As records change in Apache Doris, matching Smart Segments, Journeys (Triggers), Activities, Contacts in Autopilot are inserted, updated, or removed, so what Autopilot serves reflects the warehouse instead of a stale snapshot.

One place to analyze AI results

Combine Autopilot's output with the tables already in Apache Doris to report on model quality, cost, and coverage without exporting anything to a spreadsheet.

What you can sync between Apache Doris and Autopilot

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 Doris objects Autopilot objects How this pairing syncs
Tables Columnar tables in one of Doris's table models, used as sync destinations. Contacts Core people records (email, name, custom fields, list and segment membership); upserted two-way as the primary sync object. Tables is specific to Apache Doris and Contacts to Autopilot — each maps to any object or custom field on the other side.
Unique Key Tables Tables supporting primary-key upserts, the natural target for row-level syncs. Lists Static contact lists; membership is readable per list and writable by adding or removing contacts. Unique Key Tables is specific to Apache Doris and Lists to Autopilot — each maps to any object or custom field on the other side.
Aggregate Key Tables Tables that pre-aggregate on load, used for metric rollups. Custom Fields User-defined contact properties (string, number, date, boolean); discovered so field keys map cleanly to destination columns. Aggregate Key Tables is specific to Apache Doris and Custom Fields to Autopilot — each maps to any object or custom field on the other side.
Partitions Range or list partitions that bound incremental loads. Smart Segments Rule-based dynamic audiences; membership is computed by Autopilot, so it is read-only over the API. Partitions is specific to Apache Doris and Smart Segments to Autopilot — each maps to any object or custom field on the other side.
Materialized Views Precomputed views readable for downstream syncs and BI. Journeys (Triggers) Automation journeys; a contact can be added to a journey via its trigger endpoint to start automated email or SMS sequences. Materialized Views is specific to Apache Doris and Journeys (Triggers) to Autopilot — each maps to any object or custom field on the other side.
Users and Roles Principals used to grant the sync connection scoped access. Activities Per-contact activity and event history (opens, clicks, journey steps); read-only feed used for engagement reporting. Users and Roles is specific to Apache Doris and Activities to Autopilot — each maps to any object or custom field on the other side.

How changes propagate between Apache Doris and Autopilot

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 Doris Autopilot Interval-based propagation

DetectionStacksync polls Apache Doris for changes on an incremental schedule, reading only records changed since the previous pass. Polling on partition or timestamp columns for reads.

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

Autopilot Apache Doris Interval-based propagation

DetectionStacksync polls Autopilot for changes on an incremental schedule, reading only records changed since the previous pass. No CDC.

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

Rate-limit considerations

  • Apache Doris: No API quotas; load throughput depends on cluster resources and load-job configuration.
  • Autopilot: The REST API is capped at 100 requests/minute per account; exceeding it returns HTTP 429. Enterprise plans can request a higher limit. Contact writes accept an array for bulk upsert, and list and segment reads paginate via a bookmark cursor.
What ships with Apache Doris ⇄ Autopilot

Connect Apache Doris and Autopilot for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Apache Doris–Autopilot connection.

Real-time

Two-way sync

Changes in Apache Doris or Autopilot instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Apache Doris or Autopilot 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 Doris or Autopilot record.

Observability

Monitoring

Track your Apache Doris ⇄ Autopilot sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Apache Doris and Autopilot.

How the Apache Doris and Autopilot connectors work

Apache Doris

Integration surface
MySQL wire protocol for SQL access; HTTP APIs (such as Stream Load) for bulk ingestion
Authentication
Database credentials
Change detection
Polling on partition or timestamp columns for reads; ingestion into Doris is push-based via load jobs
Capabilities
read · write
Rate limits
No API quotas; load throughput depends on cluster resources and load-job configuration

Autopilot

Integration surface
REST API (Autopilot v1); Autopilot rebranded to Ortto in 2021 and the newer Ortto API co-exists with the legacy Autopilot endpoints
Authentication
Per-account API key sent in the autopilotapikey request header (generated in account settings); requests use Content-Type application/json against https://api2.autopilothq.com/v1/
Change detection
No CDC; incremental sync polls the /contacts endpoint with bookmark cursor pagination and updated timestamps. Journey webhook actions can push specific contact events, but there is no general change-subscription webhook, so polling is the reliable path.
Capabilities
read · write
Rate limits
The REST API is capped at 100 requests/minute per account; exceeding it returns HTTP 429. Enterprise plans can request a higher limit. Contact writes accept an array for bulk upsert, and list and segment reads paginate via a bookmark cursor.
Autopilot setup guide
How it works

How to connect Apache Doris to Autopilot — 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 Apache Doris and Autopilot 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
    Apache Doris connected
    Autopilot connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Apache Doris and Autopilot 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 · Apache Doris ⇄ Autopilot
    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
    Apache Doris Autopilot
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Apache Doris and Autopilot integration FAQ

SECURITY

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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 409 integrations available for Apache Doris and Autopilot.

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