Connect Amplitude and
dbt with AI

Sync Amplitude product analytics data to dbt and automate data transformation pipelines without writing custom ETL scripts. Redbird AI understands Amplitude's event schemas and dbt's model structure — so your analytics engineers can build tested, documented metrics layers on product behavior data automatically.

No code required
Live in minutes
SOC 2 Type II

What you can automate today

Redbird gives your team ready-to-run workflows — just connect your accounts and go.

Sync Amplitude behavioral cohorts into dbt models for downstream analysis

Automatically extract cohort membership and user segments from Amplitude and load them into staging models in dbt. Redbird maintains schema alignment and handles incremental updates, so your behavioral segments stay fresh in your warehouse without manual exports.

Build dbt metrics models from Amplitude event taxonomy and track lineage

Generate dbt source definitions and staging models that mirror your Amplitude event schema and property taxonomy. Redbird documents the lineage from raw product events to analytics-ready tables, keeping your metrics layer synchronized with product instrumentation changes.

Transform Amplitude retention data into standardized dbt fact tables

Pull retention cohort data from Amplitude and pipe it into dbt transformation workflows that calculate standardized retention metrics. Your analytics team gets version-controlled, tested retention models without rebuilding calculations manually in SQL.

Alert product teams when dbt model tests fail on Amplitude source data

Monitor dbt test results on models built from Amplitude event data and trigger notifications when data quality issues appear. Redbird surfaces which Amplitude events or properties caused test failures, so teams can fix instrumentation gaps quickly.

Enrich Amplitude user profiles with calculated metrics from dbt models

Push aggregated user-level metrics from dbt back into Amplitude as custom user properties. Turn warehouse calculations like LTV, engagement scores, or custom retention windows into targetable cohorts for product experimentation.

Generate data quality reports comparing Amplitude raw exports to dbt transformations

Automatically reconcile row counts, event volumes, and property coverage between Amplitude source data and your dbt staging models. Redbird flags discrepancies and schema drift so analytics engineers catch pipeline issues before they affect dashboards.

Live in four steps

No engineers, no pipelines to maintain. Redbird handles the connectivity — you focus on the outcome.

01

Connect your accounts

Authorize Amplitude and dbt with OAuth or API credentials. Redbird never stores your data — it just passes through.

02

Describe what you want

Tell Redbird what to do in plain language — no SQL, no code, no configuration files required.

03

Review and activate

Redbird shows you exactly what it will do before running anything. Approve the workflow, set a schedule, and switch it on.

04

Let it run — and iterate

Workflows run on your schedule or on triggers. Every run is logged. Adjust with natural language at any time.

Built for data-driven teams

Redbird AI reads Amplitude's event taxonomy, user properties, and cohort definitions alongside dbt's model schemas, tests, and documentation — understanding how product analytics flows into your transformation layer.

AI that understands product event schemas and analytics engineering

Redbird interprets Amplitude's event structures, user properties, and behavioral cohorts — then maps them to dbt source definitions, staging models, and metric layers. It recognizes when Amplitude event properties change and suggests corresponding dbt model updates. The AI understands dbt's testing framework and can validate that Amplitude source data meets your quality standards before transformation runs.

Amplitude event taxonomy mapping
dbt source & model generation
Cohort membership syncing
Schema drift detection
10×

faster than building custom Amplitude-to-warehouse ETL and maintaining dbt sources manually

No Python scripts for Amplitude API pagination, no manual dbt source YAML updates when event schemas change

Auto-generated reports

Redbird can pull from Amplitude and dbt simultaneously, merge the results, and format a polished report — sent on a schedule or on demand.

Trigger-based alerts

Set conditions in natural language. Get notified in Slack or email the moment a threshold is crossed in either Amplitude or dbt.

Enterprise-grade security

SOC 2 Type II certified. Data flows encrypted in transit and at rest. Fine-grained permission controls with full audit logs.

Bidirectional sync

Push data from Amplitude into dbt, or from dbt back into Amplitude. Resolve conflicts with configurable merge rules.

Full audit trail

Every workflow run is logged — what ran, what changed, and why. Replay or revert any individual step at any time.

Triggers & actions for every team

Start automations from any product event in Amplitude or transformation run in dbt — Redbird connects the full analytics stack.

Amplitude
Triggers & Actions
Trigger

New cohort created

Fires when a behavioral cohort is saved in Amplitude, ready to sync membership data.

Trigger

Cohort membership updated

Triggers when users enter or exit an Amplitude cohort based on behavioral criteria.

Trigger

Event property schema changed

Detects when new properties are added to tracked events or property definitions are modified.

Action

Export cohort data

Extract user IDs and membership timestamps for a specified Amplitude cohort.

Action

Query retention data

Pull retention cohort metrics for specified date ranges and user segments from Amplitude.

Action

Update user properties

Write custom properties back to Amplitude user profiles from calculated warehouse metrics.

dbt
Triggers & Actions
Trigger

Model run completed

Fires when a dbt model finishes executing, whether successful or failed.

Trigger

Test failure detected

Triggers when dbt tests fail on source data or transformation output quality checks.

Trigger

Source freshness check fails

Detects when dbt source freshness thresholds are exceeded on Amplitude data loads.

Action

Run specific models

Execute targeted dbt models or model subsets based on upstream Amplitude data changes.

Action

Generate source documentation

Create or update dbt source YAML files based on current Amplitude event schemas.

Action

Query transformed data

Run SQL queries against dbt models to extract calculated metrics for downstream systems.

Amplitude
+
dbt

Ready to connect your stack?

Stop maintaining custom scripts to sync Amplitude cohorts and rebuilding dbt sources when event schemas change. Let Redbird AI automate your product analytics transformation pipeline.

Get started → Book a demo