Execution Control for Data Teams

See your pipelines.Control your execution.

F-Pulse: visual builder + Steward workspace-reliability layer (free, OSS)
D-Pulse: enterprise control plane — governance, lakehouse, observability
Pulse Studio: analytics + spreadsheets + AI agent — for the Excel-leaver
Built with
PythonReactDuckDBPostgresOllama
Full stack →
3 min
First Pipeline
100%
Execution Visibility
9
D-Pulse Planes
90+
F-Pulse Connectors
380
D-Pulse Connectors
9
AI Providers
Why Switch?

Black-box stack vs. Hybridyn

AspectTraditionalHybridyn
Execution visibilityLogs scattered across toolsEvery step visible on canvas
Failure handlingAlerts → manual investigationRoot cause + one-click fix
GovernanceBolted on after the factBuilt in from day one
Time to first pipelineWeeks to months3 minutes (Docker Compose)
Control over runsCLI scripts + hopeVisual control: queue, retry, approve
Data sovereigntyVendor black boxesSelf-hosted, zero data egress
The 9-Plane Architecture

Purpose-built. Deeply integrated.

Three clusters — each plane handles one concern, all planes work as one.

Core — Move Data
Connectors
380 sources via Airbyte protocol
Execution
Priority queues, engine routing, quotas
Lakehouse
Medallion Bronze → Silver → Gold
Intelligence — Understand Data
AI
9 providers, NL→SQL, agents, local LLMs
Catalog
Discovery, profiling, auto lineage
Serving
Data products, QueryLab, REST APIs
Control — Govern & Monitor
Governance
5-tier RBAC, contracts, classification
Observability
Health scores, SLA tracking, alerts
Pipeline
Visual builder, templates, expressions
Interactive Architecture
HybridynData OSIngestionProcessingStorageServingAI / MLCatalogGovernanceObservabilityOrchestrationCore DataIntelligenceControl Plane
Live Observability
Platform Overview — D-Pulse
Last 24hAll Systems
Pipelines Active
24+3
Records / min
1.2M+12%
Avg Latency
45ms-8ms
SLA Score
99.7%0.0%
Throughput
Records Errors
Platform Health
98.7Health Score
Trend (7d)
Active Pipelines
NameStatusRateHealth
sales_pipeline_v2running42K/m
98
user_events_cdcrunning18K/m
100
product_catalog_syncrunning8K/m
95
clickstream_bronzewarning125K/m
82
order_enrichmentrunning5K/m
99
5 pipelines monitoredStreaming...
AI-Native · Provider Agnostic · Privacy First

Describe it. Hybridyn builds it.

> "Create a sales pipeline"
AI generates nodes, connects, sets scheduling.
> "Why did yesterday's job fail?"
Root cause analysis + fix suggestion.
> "Show me revenue by region"
NL→SQL → executes → results instantly.
Run Ollama locally — data never leaves your VPC.
hybridyn ai
$ hybridyn ai providers
Claude
OpenAI
Gemini
Azure
Ollama
DeepSeek
Mistral
Groq
Custom
> Agent capabilities
Create pipelines from natural language
Multi-step autonomous workflows
Query data without writing SQL
Debug failures automatically
Extensible with custom tools
terminal
$ git clone https://github.com/hybridyn/fpulse
$ cd fpulse && docker compose up -d
PostgreSQL ready
Redis ready
MinIO ready
Redpanda ready
F-Pulse API ready
F-Pulse UI ready
$ open http://localhost:5173
Pipeline canvas ready.
Time to First Pipeline

Running in 3 minutes. Not 3 sprints.

Single command → full stack running
Visual pipeline builder ready instantly
Preview data at every node before you ship
Steward watches the whole workspace — catches duplicate sources and learns from your fixes
Self-hosted — your data never leaves your network
No cloud account, no vendor lock-in
Who It's For

Built for teams who need control

Data Engineers

Control pipeline execution. Visual debugging, auto-retry, live monitoring at every node.

Execution ControlTemplates

Analysts & SQL Teams

Build pipelines without Python. SQL transforms, live data preview, self-serve execution.

SQL-FirstLive Preview

Governance & Security

Control who runs what. RBAC, lineage, approval gates, data classification.

RBACApproval Gates

Platform Engineers

Control compute allocation. Worker pools, priority queues, multi-tenant isolation.

Worker PoolsQuotas
Integrates With Your Stack
SnowflakePostgreSQLKafkaSparkDatabricksS3AzureOllamaDockerKubernetesSupersetJupyterLab

Stop guessing. Start controlling.

F-Pulse to see and build. D-Pulse to govern and scale. Pulse Studio to analyze and answer. No lock-in.

Apache 2.0 licensed · Free forever · No credit card required