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Ingest, transform, orchestrate, monitor, and activate data in one programmable system

Ingest, transform, orchestrate, monitor, and activate data in one programmable system

Build workflows
your business depends on

Build workflows your business depends on

Go from raw sources and custom logic to outputs
teams can trust, reuse, govern, and act on.

Go from raw sources and custom logic to outputs teams can trust, reuse, govern, and act on.

Fresh data

Reusable context

Operational action

Governed execution

Keep data current across the systems that need it.

Fresh data

Reusable context

Operational action

Governed execution

Keep data current
across the systems that need it

When data work
outgrows your stack

When data work outgrows your stack

Replace brittle scripts, fragmented tools, messy handoffs,
and ad hoc governance with one execution layer.

Replace brittle scripts, fragmented tools, messy handoffs, and ad hoc governance with one execution layer.

Brittle Execution

Brittle Execution

Turn scripts, cron jobs, notebooks, and manual jobs into scheduled runs you can monitor, retry, inspect, and trace.

Turn scripts, cron jobs, notebooks, and manual jobs into scheduled runs you can monitor, retry, inspect, and trace.

Fragmented tooling

Fragmented tooling

Unify work spread across connectors, dbt, BI, APIs, SaaS tools, and scripts into one execution layer from source to output.

Unify work spread across connectors, dbt, BI, APIs, SaaS tools, and scripts into one execution layer from source to output.

Messy data

Messy data

Apply custom cleanup, validation, and standardization without trapping logic in one-off scripts.

Apply custom cleanup, validation, and standardization without trapping logic in one-off scripts.

Lack of control

Lack of control

Add visibility, permissions, secrets, auditability, and deployment control as usage spreads across teams.

Add visibility, permissions, secrets, auditability, and deployment control as usage spreads across teams.

The layer that turns
data and logic into action

The layer that turns data and logic into action

Turn existing data into actionable outputs your teams and products need.

Turn existing data into actionable outputs your teams and products need.

Step 1

Step 1

Connect

Connect

Bring in data from databases, warehouses, SaaS tools, files, APIs, streams, dbt projects, and scripts.

Bring in data from databases, warehouses, SaaS tools, files, APIs, streams, dbt projects, and scripts.

Step 2

Step 2

Execute

Execute

Run logic that transforms, validates, orchestrates, and monitors data with Python, SQL, R, dbt, and AI.

Run logic that transforms, validates, orchestrates, and monitors data with Python, SQL, R, dbt, and AI.

Step 3

Step 3

Deliver

Deliver

Send actionable outputs to the teams, products, applications, dashboards, APIs, and agents that need them.

Send actionable outputs to the teams, products, applications, dashboards, APIs, and agents that need them.

Support domain-owned workflows without losing governance, observability, or control.

Built for real production
data use cases

Built for real production data use cases

Run the data work behind reporting, products, operations, and AI.

Run the data work behind reporting, products, operations, and AI.

Keep data fresh across systems

Keep data fresh across systems

Move data from APIs, databases, SaaS tools, files, streams, and warehouses when standard connectors are not enough.

Move data from APIs, databases, SaaS tools, files, streams, and warehouses when standard connectors are not enough.

  • API, database, file, and warehouse syncs

  • Batch, streaming, and scheduled refreshes

  • Custom ingestion for non-standard sources

Orchestrate dbt with the rest of your stack

Orchestrate dbt with the rest of your stack

Run dbt with upstream checks, downstream actions, alerts, retries, scheduling, and Python/SQL logic around it.

Run dbt with upstream checks, downstream actions, alerts, retries, scheduling, and Python/SQL logic around it.

  • dbt jobs with upstream dependency checks

  • Python and SQL logic around warehouse transformations

  • Downstream delivery after models finish running

Standardize messy operational data

Standardize messy operational data

Turn spreadsheets, PDFs, XML, SOAP, public datasets, customer files, and schema variations into usable outputs.

Turn spreadsheets, PDFs, XML, SOAP, public datasets, customer files, and schema variations into usable outputs.

  • File, vendor, and public dataset processing

  • Schema mapping, validation, and normalization

  • Reusable outputs from inconsistent source formats

Automate reporting and alerts

Automate reporting and alerts

Refresh reports, detect exceptions, and send outputs to the teams that need them.

Refresh reports, detect exceptions, and send outputs to the teams that need them.

  • Scheduled reporting refreshes

  • Data quality, pacing, and exception alerts

  • Dashboards, spreadsheets, and team alerts

Power product and API workflows

Power product and API workflows

Move transformed data into product databases, internal APIs, customer-facing systems, and downstream services.

Move transformed data into product databases, internal APIs, customer-facing systems, and downstream services.

  • Product database updates

  • Internal API and service integrations

  • SFTP, CRM, webhook, and callback-based delivery

Run AI, ML, and recommendation workflows

Run AI, ML, and recommendation workflows

Prepare context, run models, process LLM outputs, trigger agents, and deliver AI results into production systems.

Prepare context, run models, process LLM outputs, trigger agents, and deliver AI results into production systems.

  • AI-ready context preparation

  • Model scoring, feature prep, and recommendations

  • LLM classification, enrichment, and agent workflows

One system for
production data work

One system for production data work

Develop, test, schedule, monitor, scale, and deliver
data workflows without stitching tools together.

Develop, test, schedule, monitor, scale, and deliver data workflows without stitching tools together.

Flexible development

Flexible development

Write real logic with the languages, tools, and patterns your team already uses.

Write real logic with the languages, tools, and patterns your team already uses.

Python

SQL

R

dbt

Custom connectors

Reusable blocks

Templates

AI-assisted building

Visual, interactive building

Visual, interactive building

Build, test, validate, and debug each step with structure around the code.

Build, test, validate, and debug each step with structure around the code.

Visual graph

Block-level runs

Data previews

Code + output

Interactive editor

Notebook-style UX

Validation checks

Production orchestration

Production orchestration

Run recurring, event-driven, and dependency-aware work without managing separate orchestration glue.

Run recurring, event-driven, and dependency-aware work without managing separate orchestration glue.

Schedules

API triggers

Webhooks

Backfills

Pipeline chaining

Dependency checks

Runtime variables

Scalable execution

Scalable execution

Handle high-volume, parallel, dynamic, and long-running data work.

Handle high-volume, parallel, dynamic, and long-running data work.

Dynamic blocks

Parallel execution

Fan-out / fan-in

Streaming

Batch processing

Autoscaling

High concurrency

Observability and recovery

Observability and recovery

See what ran, what failed, and what needs attention.

See what ran, what failed, and what needs attention.

Run history

Pipeline logs

Block-level logs

Monitoring

Alerts

AI debugging

Targeted reruns

Data quality checks

Operational activation

Operational activation

Send outputs to the systems, teams, and products that need to act on them.

Send outputs to the systems, teams, and products that need to act on them.

API calls

SFTP exports

Slack alerts

CRM updates

Webhooks

Callbacks

File delivery

Event-triggered actions

Governance and team control

Governance and team control

Let more teams build safely without losing visibility or control.

Let more teams build safely without losing visibility or control.

Workspaces

RBAC

Secrets

Git

Version control

Auditability

Deployment controls

Environment separation

Managed infrastructure

Managed infrastructure

Run production data work without managing the platform yourself.

Run production data work without managing the platform yourself.

Managed hosting

Automatic upgrades

Autoscaling

Operational support

Hybrid cloud

Support SLAs

Understand the business

Understand the business

Reusable definitions, metadata, and validated outputs.

Reusable definitions, metadata, and validated outputs.

Trust the data

Trust the data

Fresh workflows, tests, lineage, monitoring, and observability.

Fresh workflows, tests, lineage, monitoring, and observability.

Act safely

Act safely

API calls, alerts, reports, system updates, and workflow triggers.

API calls, alerts, reports, system updates, and workflow triggers.

Stay governed

Stay governed

Permissions, secrets, auditability, access boundaries, and deployment controls.

Permissions, secrets, auditability, access boundaries, and deployment controls.

Deploy and run your way

Deploy and run your way

Choose fully managed cloud or deploy into your own infrastructure
for greater control over data, networking, and security.

Choose fully managed cloud or deploy into your own infrastructure for greater control over data, networking, and security.

Get Started

Get Started

Connect your data, build your first workflow, and deliver production-ready outputs in minutes.

Connect your data, build your first workflow, and deliver production-ready outputs in minutes.