diff --git a/.gitignore b/.gitignore
index 101e7cf5..c8b92581 100644
--- a/.gitignore
+++ b/.gitignore
@@ -48,6 +48,9 @@ venv.bak/
 # -- Tools
 .coverage
 
+# Jupytext: we version converted md files not ipynb sources
+*.ipynb
+
 # -- Provisioning
 provisioning/.terraform*
 provisioning/terraform.tfstate*
diff --git a/Makefile b/Makefile
index f7fad6be..b8537fd1 100644
--- a/Makefile
+++ b/Makefile
@@ -40,7 +40,8 @@ bootstrap: \
   create-metabase-db \
   seed-metabase \
   seed-oidc \
-  create-superuser
+  create-superuser \
+  jupytext--to-ipynb
 .PHONY: bootstrap
 
 build: ## build services image
@@ -55,6 +56,10 @@ build-client: ## build the client image
 	$(COMPOSE) build client
 .PHONY: build-client
 
+build-notebook: ## build custom jupyter notebook image
+	@$(COMPOSE) build notebook
+.PHONY: build-notebook
+
 down: ## stop and remove all containers
 	@$(COMPOSE) down
 .PHONY: down
@@ -67,14 +72,22 @@ logs-api: ## display API server logs (follow mode)
 	@$(COMPOSE) logs -f api
 .PHONY: logs-api
 
+logs-notebook: ## display notebook logs (follow mode)
+	@$(COMPOSE) logs -f notebook
+.PHONY: logs-notebook
+
 run: ## run the api server (and dependencies)
 	$(COMPOSE) up -d api
 .PHONY: run
 
 run-all: ## run the whole stack
-	$(COMPOSE) up -d api keycloak metabase
+	$(COMPOSE) up -d api keycloak metabase notebook
 .PHONY: run-all
 
+run-notebook: ## run the notebook service
+	$(COMPOSE) up -d notebook
+.PHONY: run-notebook
+
 status: ## an alias for "docker compose ps"
 	@$(COMPOSE) ps
 .PHONY: status
@@ -132,6 +145,14 @@ create-superuser: ## create super user
 		--force
 .PHONY: create-superuser
 
+jupytext--to-md: ## convert local ipynb files into md
+	bin/jupytext --to md work/src/notebook/**/*.ipynb
+.PHONY: jupytext--to-md
+
+jupytext--to-ipynb: ## convert remote md files into ipynb
+	bin/jupytext --to ipynb work/src/notebook/**/*.md
+.PHONY: jupytext--to-ipynb
+
 seed-metabase: ## seed the Metabase server
 	@echo "Running metabase service …"
 	@$(COMPOSE) up -d --wait metabase
diff --git a/bin/jupytext b/bin/jupytext
new file mode 100755
index 00000000..3ed7c45b
--- /dev/null
+++ b/bin/jupytext
@@ -0,0 +1,6 @@
+#!/usr/bin/env bash
+
+declare DOCKER_USER
+DOCKER_USER="$(id -u):$(id -g)"
+
+DOCKER_USER=${DOCKER_USER} docker compose run --rm notebook jupytext "$@"
diff --git a/docker-compose.yml b/docker-compose.yml
index 07a2aca1..6bc6f86a 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -70,6 +70,23 @@ services:
     depends_on:
       - postgresql
 
+  notebook:
+    build:
+      context: .
+      dockerfile: src/notebook/Dockerfile
+    user: ${DOCKER_USER:-1000}
+    environment:
+      NB_UID: ${DOCKER_UID:-1000}
+      NB_GID: ${DOCKER_GID:-1000}
+      CHOWN_HOME: 'yes'
+      CHOWN_HOME_OPTS: -R
+    ports:
+      - 8888:8888
+    volumes:
+      - .:/home/jovyan/work
+    depends_on:
+      - postgresql
+
   # -- tools
   curl:
     image: curlimages/curl:8.8.0
diff --git a/src/notebook/Dockerfile b/src/notebook/Dockerfile
new file mode 100644
index 00000000..e6f1091d
--- /dev/null
+++ b/src/notebook/Dockerfile
@@ -0,0 +1,11 @@
+# -- Custom image --
+FROM jupyter/base-notebook
+
+# Install base dependencies
+RUN mamba install --yes \
+      duckdb \
+      geopandas \
+      jupytext \
+      matplotlib \
+      pandas \
+      seaborn
diff --git a/src/notebook/analyses/.keep b/src/notebook/analyses/.keep
new file mode 100644
index 00000000..e69de29b
diff --git a/src/notebook/indicators/.keep b/src/notebook/indicators/.keep
new file mode 100644
index 00000000..e69de29b