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Data warehouse ⇄ Analytics

ClickHouse to Mixpanel integration — real-time data sync

Keep ClickHouse and Mixpanel 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 ClickHouse and Mixpanel

Flow Mixpanel data into ClickHouse in real time — no exports, no schedulers, no custom scripts.

Mixpanel is a read-only source: Stacksync reads its data in real time and delivers it into ClickHouse, so ClickHouse always reflects the current state of Mixpanel — without exports, scripts, or schedulers.

Mixpanel is where teams explore, visualize, and report; ClickHouse is the store of record that holds the raw tables and full history behind those views. The two overlap wherever the same events, users, and metrics matter to both, and when the bridge between them is a nightly export or a hand-built extract, dashboards lag the warehouse and analysts spend the morning arguing over whose number is right.

Common use cases

  • 01 Sync Lexicon event and property definitions into a warehouse to reconcile the tracking plan against downstream table schemas.
  • 02 Export raw Events and User Profiles into Postgres or a warehouse so product usage can be joined with CRM and billing data in SQL.
  • 03 Sync aggregated ClickHouse query results back into operational tools, such as account-level usage metrics into a CRM.
  • 04 Consolidate logs and business records from multiple sources into MergeTree tables for retention and reporting.

Common sync patterns

Shared user and account keys

Users and accounts tracked in Mixpanel line up with the customer or user rows in ClickHouse on a stable key, so both sides count the same population.

Corrections propagate instead of reloading

When a record is fixed or backfilled on one side, the change reaches the other without a full reload, keeping history consistent across both.

One number both sides agree on

Metrics and aggregates stay aligned between the two systems, so a figure shown in Mixpanel matches the ClickHouse table it was built from instead of drifting between refreshes.

What you can sync between ClickHouse and Mixpanel

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.

ClickHouse objects Mixpanel objects How this pairing syncs
Views Saved queries used as curated, read-only sync sources. Funnels Multi-step conversion reports; the Query API returns computed conversion rates rather than raw event rows. Views is specific to ClickHouse and Funnels to Mixpanel — each maps to any object or custom field on the other side.
Materialized views Insert-time transformations that reshape incoming synced rows into aggregates. Retention Return-usage reports read from the Query API as aggregated cohort tables, not row-level records. Materialized views is specific to ClickHouse and Retention to Mixpanel — each maps to any object or custom field on the other side.
Distributed tables Query-routing tables over cluster shards in self-managed deployments. Segmentation Property-based event breakdowns from the Query API, returned as time-series aggregates for reporting. Distributed tables is specific to ClickHouse and Segmentation to Mixpanel — each maps to any object or custom field on the other side.
Dictionaries In-memory lookup structures refreshed from external sources, sometimes fed by syncs. Lookup Tables Dimension tables joined to events; capped at 100MB with 100 writes per 24h, so treated as reference data. Dictionaries is specific to ClickHouse and Lookup Tables to Mixpanel — each maps to any object or custom field on the other side.
Tables (MergeTree family) Columnar, append-optimized tables that serve as the destination for high-volume sync loads. Lexicon Schemas Event and property definitions (metadata); read to reconcile the tracking plan against a warehouse schema. Tables (MergeTree family) is specific to ClickHouse and Lexicon Schemas to Mixpanel — each maps to any object or custom field on the other side.
Databases Namespaces that group tables and scope permissions for sync users. Events Time-stamped user actions (live via /track, historical via /import); the primary dataset read out through the Raw Data Export API by date range. Databases is specific to ClickHouse and Events to Mixpanel — each maps to any object or custom field on the other side.

How changes propagate between ClickHouse and Mixpanel

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.

ClickHouse Mixpanel Interval-based propagation

DetectionStacksync polls ClickHouse for changes on an incremental schedule, reading only records changed since the previous pass. No log-based CDC for consumers.

DeliveryMixpanel does not accept inbound record writes, so this direction carries requests rather than records: Mixpanel's output flows back as field updates on the originating ClickHouse records.

Mixpanel ClickHouse Interval-based propagation

DetectionStacksync polls Mixpanel for changes on an incremental schedule, reading only records changed since the previous pass. Pull-based: the Raw Data Export API is polled over an event-time date window (from_date/to_date).

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

Rate-limit considerations

  • Mixpanel: Raw Data Export API allows 60 queries/hour, 3/second, and up to 100 concurrent; the Query API allows 60/hour with 5 concurrent; exceeding limits returns a 429.
What ships with ClickHouse ⇄ Mixpanel

Connect ClickHouse and Mixpanel for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every ClickHouse–Mixpanel connection.

Real-time

Real-time sync

Changes in ClickHouse or Mixpanel instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever ClickHouse or Mixpanel 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 ClickHouse or Mixpanel record.

Observability

Monitoring

Track your ClickHouse ⇄ Mixpanel sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between ClickHouse and Mixpanel.

How the ClickHouse and Mixpanel connectors work

ClickHouse

Integration surface
Native TCP protocol and HTTP interface; standard SQL dialect, with MySQL and PostgreSQL wire compatibility available
Authentication
Database credentials (username/password); ClickHouse Cloud issues per-service credentials over TLS
Change detection
No log-based CDC for consumers; incremental reads use polling on monotonic columns, and ClickHouse is usually the destination rather than the source
Capabilities
read · write

Mixpanel

Integration surface
Ingestion API, Query API, and Raw Data Export API (REST)
Authentication
Service Account with HTTP Basic Auth (username + secret) scoped by project_id; the legacy Project Secret method is deprecated with end-of-life March 3, 2027
Change detection
Pull-based: the Raw Data Export API is polled over an event-time date window (from_date/to_date); no CDC or push change feed, though Data Pipelines can schedule warehouse exports
Capabilities
read
Rate limits
Raw Data Export API allows 60 queries/hour, 3/second, and up to 100 concurrent; the Query API allows 60/hour with 5 concurrent; exceeding limits returns a 429
How it works

How to connect ClickHouse to Mixpanel — 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 ClickHouse and Mixpanel 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
    ClickHouse connected
    Mixpanel connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the ClickHouse and Mixpanel 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 · ClickHouse ⇄ Mixpanel
    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
    ClickHouse Mixpanel
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
FAQ

ClickHouse and Mixpanel 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:

Related integrations

Every pair below is a real-time, two-way sync. Search all 472 integrations available for ClickHouse and Mixpanel.

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