diff --git a/README.md b/README.md
index 0800b72..727576e 100644
--- a/README.md
+++ b/README.md
@@ -2,59 +2,82 @@
 
 **Declarative Network Infrastructure Management for Arista EVPN-VXLAN Fabrics**
 
-A Terraform-like orchestration system that uses NetBox as Source of Truth and gNMI/YANG for atomic configuration management of Arista data center fabrics.
+A workflow-based orchestration system that uses NetBox as Source of Truth, [Kestra](https://kestra.io) for orchestration, and gNMI/YANG for atomic configuration management of Arista data center fabrics.
 
 ## 🎯 Project Vision
 
 Transform network infrastructure management from imperative scripting to true declarative infrastructure-as-code, where:
 
-- **Intent** is defined in NetBox (ConfigContexts, Custom Fields)
+- **Intent** is defined in NetBox (Custom Fields, Native Models, BGP Plugin)
+- **Orchestration** is handled by Kestra (declarative YAML workflows)
 - **State** is continuously monitored via gNMI Subscribe
 - **Changes** are computed as diffs and applied atomically via gNMI Set
 - **Drift** is detected and optionally auto-remediated
 
-Think `terraform plan` and `terraform apply`, but for your network fabric.
+Think `terraform plan` and `terraform apply`, but for your network fabric — powered by Kestra workflows.
 
 ## 🏗️ Architecture
 
 ```
 ┌─────────────────────────────────────────────────────────────────────────────┐
-│                           INTENT LAYER                                       │
-│  ┌─────────────┐    ┌──────────────────┐    ┌─────────────────────────────┐ │
-│  │   NetBox    │    │  ConfigContexts  │    │  Custom Fields / Tags       │ │
-│  │  (SoT)      │◄──►│  (Structured     │◄──►│  (VLAN, VNI, VRF, BGP AS)   │ │
-│  │             │    │   Intent Data)   │    │                             │ │
-│  └──────┬──────┘    └──────────────────┘    └─────────────────────────────┘ │
-└─────────┼───────────────────────────────────────────────────────────────────┘
-          │ Webhook / Polling
-          ▼
+│                              INTENT LAYER                                    │
+│  ┌─────────────────┐    ┌──────────────────────┐    ┌────────────────────┐  │
+│  │     NetBox      │    │   Custom Fields /    │    │   netbox-bgp       │  │
+│  │     (SoT)       │◄───│   Native Models      │◄───│   Plugin           │  │
+│  └────────┬────────┘    └──────────────────────┘    └────────────────────┘  │
+└───────────┼─────────────────────────────────────────────────────────────────┘
+            │ Webhook / Polling
+            ▼
 ┌─────────────────────────────────────────────────────────────────────────────┐
-│                        ORCHESTRATION LAYER                                   │
+│                          ORCHESTRATION LAYER (KESTRA)                        │
+│                                                                              │
+│  ┌────────────────────────────────────────────────────────────────────────┐ │
+│  │                         Kestra Workflows (YAML)                         │ │
+│  │  ┌─────────────────┐  ┌─────────────────┐  ┌─────────────────────────┐ │ │
+│  │  │ fabric-reconcile│  │ drift-detection │  │ netbox-webhook-handler  │ │ │
+│  │  │   (plan/apply)  │  │   (subscribe)   │  │   (event trigger)       │ │ │
+│  │  └─────────────────┘  └─────────────────┘  └─────────────────────────┘ │ │
+│  └────────────────────────────────────────────────────────────────────────┘ │
+│                                                                              │
+│  ┌────────────────────────────────────────────────────────────────────────┐ │
+│  │                    Python Tasks (containerized)                         │ │
+│  │  ┌───────────────┐  ┌───────────────┐  ┌───────────────────────────┐  │ │
+│  │  │ Intent Parser │  │  Diff Engine  │  │   gNMI Client (Get/Set)   │  │ │
+│  │  │ (NetBox→YANG) │  │ (Want vs Have)│  │   (pygnmi wrapper)        │  │ │
+│  │  └───────────────┘  └───────────────┘  └───────────────────────────┘  │ │
+│  └────────────────────────────────────────────────────────────────────────┘ │
+│                                                                              │
 │  ┌─────────────────────────────────────────────────────────────────────────┐│
-│  │                     State Reconciliation Engine                         ││
-│  │  ┌───────────────┐   ┌───────────────┐   ┌───────────────────────────┐ ││
-│  │  │ Intent Parser │   │  Diff Engine  │   │  Transaction Planner      │ ││
-│  │  │ (NetBox→YANG) │──►│ (Want vs Have)│──►│  (Ordered gNMI SetReqs)   │ ││
-│  │  └───────────────┘   └───────────────┘   └───────────────────────────┘ ││
-│  └─────────────────────────────────────────────────────────────────────────┘│
-│                                    │                                         │
-│  ┌─────────────────────────────────┼───────────────────────────────────────┐│
-│  │              Event Bus (Redis / NATS)                                   ││
-│  │   • config_drift_detected    • intent_changed    • apply_complete      ││
+│  │  Triggers: Webhook (NetBox) │ Schedule (cron) │ Flow (event-driven)    ││
 │  └─────────────────────────────────────────────────────────────────────────┘│
 └─────────────────────────────────────────────────────────────────────────────┘
-          │ gNMI Subscribe (Telemetry)          │ gNMI Set (Config)
-          ▼                                     ▼
+            │ gNMI Get/Set/Subscribe
+            ▼
 ┌─────────────────────────────────────────────────────────────────────────────┐
-│                         DEVICE LAYER                                         │
-│  ┌────────────┐ ┌────────────┐ ┌────────────┐ ┌────────────┐               │
-│  │  spine1    │ │  spine2    │ │  leaf1     │ │  leaf2     │  ...          │
-│  │  gNMI:6030 │ │  gNMI:6030 │ │  gNMI:6030 │ │  gNMI:6030 │               │
-│  └────────────┘ └────────────┘ └────────────┘ └────────────┘               │
+│                              DEVICE LAYER                                    │
+│  ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐        │
+│  │   spine1     │ │   spine2     │ │   leaf1      │ │   leaf2      │  ...   │
+│  │  gNMI:6030   │ │  gNMI:6030   │ │  gNMI:6030   │ │  gNMI:6030   │        │
+│  └──────────────┘ └──────────────┘ └──────────────┘ └──────────────┘        │
 └─────────────────────────────────────────────────────────────────────────────┘
 ```
 
-## 🔧 Target Fabric
+## 🎛 Why Kestra?
+
+We chose [Kestra](https://kestra.io) as the orchestration engine for several reasons:
+
+| Feature | Benefit |
+|---------|---------|
+| **Declarative YAML workflows** | Infrastructure-as-Code for orchestration logic |
+| **Built-in UI** | Dashboard, logs, metrics, execution history — no custom development |
+| **Native webhooks** | Direct NetBox integration without custom FastAPI server |
+| **Event-driven triggers** | Schedule, webhook, flow triggers out of the box |
+| **Python task support** | Run containerized Python scripts with dependencies |
+| **DAG support** | Automatic dependency ordering with `io.kestra.core.tasks.flows.Dag` |
+| **Retry & error handling** | Built-in retry policies and error notifications |
+| **Secrets management** | Native secrets storage for credentials |
+
+## 🎯 Target Fabric
 
 This project is designed for the Arista EVPN-VXLAN ContainerLab topology:
 
@@ -69,12 +92,12 @@ Reference: [arista-evpn-vxlan-clab](https://gitea.arnodo.fr/Damien/arista-evpn-v
 
 Progress is tracked via issues. See [all issues](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues) or filter by phase:
 
-| Phase       | Description                                                      | Issues                                                                                                              |
-| ----------- | ---------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------- |
-| **Phase 1** | YANG Path Discovery - Map EOS 4.35.0F YANG models, validate gNMI | [phase-1-yang-discovery](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=1)     |
-| **Phase 2** | Minimal Reconciler - VLANs/VNIs, diff engine, CLI plan/apply     | [phase-2-minimal-reconciler](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=2) |
-| **Phase 3** | Full Fabric - BGP, MLAG, VRFs, dependency ordering               | [phase-3-full-fabric](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=3)        |
-| **Phase 4** | Event-Driven - gNMI Subscribe, drift detection, webhooks         | [phase-4-event-driven](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=4)       |
+| Phase | Description | Issues |
+|-------|-------------|--------|
+| **Phase 1** | YANG Path Discovery - Map EOS 4.35.0F YANG models, validate gNMI | [phase-1-yang-discovery](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=1) |
+| **Phase 2** | Core Components - NetBox client, diff engine, gNMI operations | [phase-2-minimal-reconciler](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=2) |
+| **Phase 3** | Full Fabric - BGP, MLAG, VRFs, YANG mappers | [phase-3-full-fabric](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=3) |
+| **Phase 4** | Kestra Integration - Workflows, webhooks, drift detection | [phase-4-kestra](https://gitea.arnodo.fr/Damien/fabric-orchestrator/issues?type=all&state=all&labels=4) |
 
 📌 **Project Board**: [View Kanban](https://gitea.arnodo.fr/Damien/fabric-orchestrator/projects)
 
@@ -84,56 +107,71 @@ Progress is tracked via issues. See [all issues](https://gitea.arnodo.fr/Damien/
 fabric-orchestrator/
 ├── README.md
 ├── pyproject.toml
-├── docker-compose.yml              # Redis, API server
-├── src/
+├── docker-compose.yml              # Kestra + PostgreSQL
+│
+├── kestra/                         # Kestra workflows
+│   └── flows/
+│       ├── fabric-reconcile.yml    # Main plan/apply workflow
+│       ├── netbox-webhook.yml      # NetBox webhook handler
+│       ├── drift-detection.yml     # Drift monitoring workflow
+│       └── device-config.yml       # Per-device configuration
+│
+├── src/                            # Python package (reusable code)
 │   ├── __init__.py
-│   ├── cli.py                      # CLI interface (plan, apply, drift)
-│   ├── api.py                      # FastAPI server for webhooks
-│   ├── reconciler/
-│   │   ├── engine.py               # Core reconciliation logic
-│   │   ├── diff.py                 # State comparison
-│   │   └── planner.py              # Change ordering/dependencies
-│   ├── yang/
-│   │   ├── mapper.py               # NetBox intent → YANG paths
-│   │   ├── paths.py                # YANG path definitions
-│   │   └── validators.py           # Schema validation
+│   ├── cli.py                      # CLI for YANG discovery (discover commands)
 │   ├── gnmi/
-│   │   ├── client.py               # gNMI client wrapper
-│   │   └── transactions.py         # Atomic operations
+│   │   ├── __init__.py
+│   │   ├── client.py               # gNMI client wrapper (pygnmi)
+│   │   └── README.md
 │   ├── netbox/
-│   │   ├── client.py               # NetBox API client
-│   │   └── models.py               # Intent data models
-│   └── events/
-│       ├── handlers.py             # Event handlers
-│       └── bus.py                  # Event bus (Redis)
+│   │   ├── __init__.py
+│   │   ├── client.py               # NetBox API client (pynetbox)
+│   │   └── models.py               # Pydantic models for intent validation
+│   └── yang/
+│       ├── __init__.py
+│       ├── mapper.py               # NetBox intent → YANG paths
+│       └── paths.py                # YANG path definitions
+│
+├── scripts/                        # Scripts called by Kestra workflows
+│   ├── get_fabric_intent.py
+│   ├── diff_engine.py
+│   └── apply_changes.py
+│
 ├── tests/
+│
 └── docs/
-    ├── architecture.md
+    ├── cli-user-guide.md           # CLI documentation
     ├── yang-paths.md               # Documented YANG paths
-    └── netbox-schema.md            # ConfigContext schema
+    └── netbox-data-model.md        # NetBox schema documentation
 ```
 
 ## 🛠️ Technology Stack
 
-| Component       | Technology                 | Purpose                              |
-| --------------- | -------------------------- | ------------------------------------ |
-| Source of Truth | NetBox                     | Intent definition via ConfigContexts |
-| Transport       | gNMI                       | Configuration and telemetry          |
-| Data Models     | YANG (OpenConfig + Arista) | Structured configuration             |
-| Orchestrator    | Python (asyncio)           | Reconciliation engine                |
-| CLI             | Click + Rich               | User interface                       |
-| API             | FastAPI                    | Webhook receiver                     |
-| Event Bus       | Redis                      | Async event handling                 |
-| Lab             | ContainerLab + cEOS        | Development environment              |
+| Component | Technology | Purpose |
+|-----------|------------|---------|
+| Source of Truth | NetBox + BGP Plugin | Intent definition via native models |
+| Orchestrator | **Kestra** | Declarative workflow orchestration |
+| Transport | gNMI | Configuration and telemetry |
+| Data Models | YANG (OpenConfig + Arista) | Structured configuration |
+| Python Library | pygnmi + pynetbox | gNMI/NetBox interactions |
+| CLI | Click + Rich | YANG discovery tools |
+| Validation | Pydantic v2 | Intent data validation |
+| Lab | ContainerLab + cEOS | Development environment |
 
 ## 🔗 Related Projects
 
 - [arista-evpn-vxlan-clab](https://gitea.arnodo.fr/Damien/arista-evpn-vxlan-clab) - Target fabric topology
 - [projet-vxlan-automation](https://gitea.arnodo.fr/Damien/projet-vxlan-automation) - Previous NetBox RenderConfig work
 - [Arista YANG Models](https://github.com/aristanetworks/yang/tree/master/EOS-4.35.0F) - EOS 4.35.0F YANG definitions
+- [Kestra Documentation](https://kestra.io/docs) - Orchestration platform docs
 
 ## 📚 References
 
+### Kestra
+- [Kestra Documentation](https://kestra.io/docs)
+- [Kestra Python Plugin](https://kestra.io/plugins/plugin-script-python)
+- [Kestra Webhook Triggers](https://kestra.io/docs/workflow-components/triggers/webhook-trigger)
+
 ### YANG / gNMI
 - [Arista gNMI Documentation](https://aristanetworks.github.io/openmgmt/configuration/gnmi/)
 - [OpenConfig Models](https://github.com/openconfig/public)
@@ -145,26 +183,95 @@ fabric-orchestrator/
 
 ## 🚀 Getting Started
 
-*Coming in Phase 1*
+### Prerequisites
+
+- Docker and Docker Compose
+- Python 3.12+
+- `uv` package manager
+- Access to ContainerLab with cEOS images
+
+### Quick Start
 
 ```bash
 # Clone the repository
 git clone https://gitea.arnodo.fr/Damien/fabric-orchestrator.git
 cd fabric-orchestrator
 
-# Install dependencies
+# Start Kestra
+docker compose up -d
+
+# Access Kestra UI
+open http://localhost:8080
+
+# Install Python dependencies (for CLI tools)
 uv sync
 
 # Verify gNMI connectivity to your fabric
-fabric-orch discover --target leaf1:6030
+uv run fabric-orch discover capabilities --target leaf1:6030
 
-# Generate execution plan
-fabric-orch plan
+# Explore YANG paths
+uv run fabric-orch discover get --target leaf1:6030 \
+  --path "/interfaces/interface[name=Ethernet1]/state"
+```
 
-# Apply changes
-fabric-orch apply
+### Kestra Workflow Example
+
+```yaml
+id: fabric-reconcile
+namespace: network.fabric
+description: Reconcile fabric state with NetBox intent
+
+inputs:
+  - id: device
+    type: STRING
+    required: false
+  - id: auto_apply
+    type: BOOLEAN
+    defaults: false
+
+tasks:
+  - id: get_intent
+    type: io.kestra.plugin.scripts.python.Script
+    containerImage: ghcr.io/damien/fabric-orchestrator:latest
+    script: |
+      from kestra import Kestra
+      from src.netbox import FabricNetBoxClient
+      
+      client = FabricNetBoxClient()
+      intent = client.get_fabric_intent()
+      Kestra.outputs({"intent": intent.model_dump()})
+
+  - id: compute_diff
+    type: io.kestra.plugin.scripts.python.Script
+    containerImage: ghcr.io/damien/fabric-orchestrator:latest
+    script: |
+      from kestra import Kestra
+      # Compute diff between intent and current state
+      Kestra.outputs({"changes": changes, "has_changes": len(changes) > 0})
+
+  - id: apply_changes
+    type: io.kestra.plugin.scripts.python.Script
+    runIf: "{{ outputs.compute_diff.vars.has_changes and inputs.auto_apply }}"
+    containerImage: ghcr.io/damien/fabric-orchestrator:latest
+    script: |
+      from src.gnmi import GNMIClient
+      # Apply changes via gNMI Set
+
+triggers:
+  - id: netbox_webhook
+    type: io.kestra.plugin.core.trigger.Webhook
+    key: "{{ secret('NETBOX_WEBHOOK_KEY') }}"
+
+  - id: schedule
+    type: io.kestra.plugin.core.trigger.Schedule
+    cron: "0 */6 * * *"
+
+errors:
+  - id: notify_failure
+    type: io.kestra.plugin.notifications.slack.SlackExecution
+    url: "{{ secret('SLACK_WEBHOOK') }}"
 ```
 
 ---
 
-**Status**: 🚧 Active Development - Phase 1
+**Status**: 🚧 Active Development - Migrating to Kestra orchestration (Phase 4)