Configure Docker Compose for multi-container R development environments. Covers service definitions, volume mounts, networking, environment variables, and development vs production configurations. Use when running R alongside other services (databases, APIs), setting up a reproducible R development environment, orchestrating an R-based MCP server container, or managing environment variables and volume mounts for R projects.
Scanned 9/3/2026
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---
name: setup-docker-compose
description: >
Configure Docker Compose for multi-container R development environments.
Covers service definitions, volume mounts, networking, environment
variables, and development vs production configurations. Use when running
R alongside other services (databases, APIs), setting up a reproducible
R development environment, orchestrating an R-based MCP server container,
or managing environment variables and volume mounts for R projects.
license: MIT
allowed-tools: Read Write Edit Bash Grep Glob
metadata:
author: Philipp Thoss
version: "1.0"
domain: containerization
complexity: intermediate
language: Docker
tags: docker-compose, orchestration, development, volumes
---
# Set Up Docker Compose
Configure Docker Compose for R development and deployment environments.
## When to Use
- Running R alongside other services (databases, APIs)
- Setting up a reproducible development environment
- Orchestrating an R-based MCP server container
- Managing environment variables and volume mounts
## Inputs
- **Required**: Dockerfile for the R service
- **Required**: Project directory to mount
- **Optional**: Additional services (database, cache, web server)
- **Optional**: Environment variable configuration
## Procedure
### Step 1: Create docker-compose.yml
```yaml
version: '3.8'
services:
r-dev:
build:
context: .
dockerfile: Dockerfile
container_name: r-dev
image: r-dev:latest
volumes:
- .:/workspace
- renv-cache:/workspace/renv/cache
stdin_open: true
tty: true
environment:
- TERM=xterm-256color
- R_LIBS_USER=/workspace/renv/library
- RENV_PATHS_CACHE=/workspace/renv/cache
command: R
restart: unless-stopped
volumes:
renv-cache:
driver: local
```
**Expected:** A `docker-compose.yml` file exists with the R service defined, including volume mounts for the project directory and renv cache, and environment variables for R library paths.
**On failure:** If YAML syntax is invalid, validate with `docker compose config`. Ensure indentation uses spaces (not tabs) and all string values with special characters are quoted.
### Step 2: Add Additional Services (If Needed)
```yaml
services:
r-dev:
# ... as above
depends_on:
- postgres
environment:
- DB_HOST=postgres
- DB_PORT=5432
postgres:
image: postgres:16
container_name: r-postgres
environment:
POSTGRES_DB: analysis
POSTGRES_USER: ruser
POSTGRES_PASSWORD_FILE: /run/secrets/db_password
volumes:
- pgdata:/var/lib/postgresql/data
ports:
- "5432:5432"
volumes:
renv-cache:
pgdata:
```
**Expected:** The additional service (e.g., PostgreSQL) is defined with its own volume, environment variables, and port mapping. The R service has `depends_on` referencing the new service.
**On failure:** If the database service fails to start, check `docker compose logs postgres` for initialization errors. Verify that environment variables like `POSTGRES_PASSWORD_FILE` point to valid secrets or switch to `POSTGRES_PASSWORD` for development.
### Step 3: Configure Networking
For services that need localhost access (e.g., MCP servers):
```yaml
services:
r-dev:
network_mode: "host"
```
For isolated networking:
```yaml
services:
r-dev:
networks:
- app-network
ports:
- "3000:3000"
networks:
app-network:
driver: bridge
```
**Expected:** Networking is configured appropriately: `host` mode for services needing localhost access (MCP servers), or bridge networking with explicit port mappings for isolated services.
**On failure:** If services cannot communicate, verify they are on the same network. With bridge networking, use service names as hostnames (e.g., `postgres` not `localhost`). With host mode, use `localhost` and ensure ports do not conflict.
### Step 4: Manage Environment Variables
Create `.env` file (git-ignored):
```text
R_VERSION=4.5.0
GITHUB_PAT=your_token_here
```
Reference in compose:
```yaml
services:
r-dev:
build:
args:
R_VERSION: ${R_VERSION}
env_file:
- .env
```
**Expected:** A `.env` file exists (git-ignored) with project-specific variables, and `docker-compose.yml` references it via `env_file` or variable interpolation (`${VAR}`).
**On failure:** If variables are not resolving, ensure the `.env` file is in the same directory as `docker-compose.yml`. Run `docker compose config` to see the resolved configuration with all variables expanded.
### Step 5: Build and Run
```bash
# Build images
docker compose build
# Start services
docker compose up -d
# Attach to R session
docker compose exec r-dev R
# View logs
docker compose logs -f r-dev
# Stop services
docker compose down
```
**Expected:** All services start. R session accessible.
**On failure:** Check `docker compose logs` for startup errors. Common: port conflicts, missing environment variables.
### Step 6: Create Override for Development
Create `docker-compose.override.yml` for local development settings:
```yaml
services:
r-dev:
volumes:
- /path/to/local/packages:/extra-packages
environment:
- DEBUG=true
```
This is automatically merged with `docker-compose.yml`.
**Expected:** A `docker-compose.override.yml` file exists with development-specific settings (extra volumes, debug flags) that are automatically applied when running `docker compose up`.
**On failure:** If overrides are not taking effect, verify the filename is exactly `docker-compose.override.yml`. Run `docker compose config` to confirm the merge. For explicit override files, use `docker compose -f docker-compose.yml -f custom-override.yml up`.
## Validation
- [ ] `docker compose build` completes without errors
- [ ] `docker compose up` starts all services
- [ ] Volume mounts correctly share files between host and container
- [ ] Environment variables are available inside containers
- [ ] Services can communicate with each other
- [ ] `docker compose down` cleanly stops everything
## Common Pitfalls
- **Volume mount permissions**: Linux containers may create files as root. Use `user:` directive or fix permissions.
- **Port conflicts**: Check for services already using the same ports on the host
- **Docker Desktop vs CLI**: `docker compose` (v2) vs `docker-compose` (v1). Use v2.
- **WSL path mounts**: Use `/mnt/c/...` paths when mounting Windows directories from WSL
- **Named volumes vs bind mounts**: Named volumes persist across rebuilds; bind mounts reflect host changes immediately
## Related Skills
- `create-r-dockerfile` - create the Dockerfile that compose references
- `containerize-mcp-server` - compose configuration for MCP servers
- `optimize-docker-build-cache` - speed up compose builds
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
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