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
locale: caveman
source_locale: en
source_commit: 82c77053
fence_basis_commit: 82c77053
translator: "Julius Brussee homage — caveman"
translation_date: "2026-05-03"
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 dev + deployment envs.
## When Use
- Running R alongside other services (databases, APIs)
- Setting up reproducible dev env
- Orchestrating R-based MCP server container
- Managing env vars + volume mounts
## Inputs
- **Required**: Dockerfile for R service
- **Required**: Project dir to mount
- **Optional**: Additional services (database, cache, web server)
- **Optional**: Env var config
## Steps
### 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
```
**Got:** `docker-compose.yml` file exists with R service defined, volume mounts for project + renv cache, env vars for R library paths.
**If fail:** YAML syntax invalid? Validate with `docker compose config`. Indentation must use spaces (not tabs), all string values with special chars 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:
```
**Got:** Additional service (e.g., PostgreSQL) defined with own volume, env vars, port mapping. R service has `depends_on` referencing new service.
**If fail:** Database service fails to start? Check `docker compose logs postgres` for init errors. Verify env vars like `POSTGRES_PASSWORD_FILE` point to valid secrets or switch to `POSTGRES_PASSWORD` for dev.
### Step 3: Configure Networking
For services needing localhost access (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
```
**Got:** Networking configured: `host` mode for services needing localhost (MCP servers), or bridge with explicit port mappings for isolated services.
**If fail:** Services cannot communicate? Verify same network. With bridge, use service names as hostnames (`postgres` not `localhost`). With host mode, use `localhost`, ensure ports do not conflict.
### Step 4: Manage Environment Variables
Make `.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: ${R_VERSION}
env_file:
- .env
```
**Got:** `.env` file exists (git-ignored) with project-specific variables, `docker-compose.yml` references via `env_file` or variable interpolation (`${VAR}`).
**If fail:** Variables not resolving? Ensure `.env` in same dir as `docker-compose.yml`. Run `docker compose config` to see resolved config with all vars 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
```
**Got:** All services start. R session accessible.
**If fail:** Check `docker compose logs` for startup errors. Common: port conflicts, missing env vars.
### Step 6: Create Override for Development
Make `docker-compose.override.yml` for local dev settings.
```yaml
services:
r-dev:
volumes:
- /path/to/local/packages:/extra-packages
environment:
- DEBUG=true
```
Auto merged with `docker-compose.yml`.
**Got:** `docker-compose.override.yml` exists with dev-specific settings (extra volumes, debug flags), auto applied when running `docker compose up`.
**If fail:** Overrides not taking effect? Verify filename exactly `docker-compose.override.yml`. Run `docker compose config` to confirm merge. For explicit override files, use `docker compose -f docker-compose.yml -f custom-override.yml up`.
## Checks
- [ ] `docker compose build` completes without errors
- [ ] `docker compose up` starts all services
- [ ] Volume mounts share files between host + container
- [ ] Env vars available inside containers
- [ ] Services can communicate with each other
- [ ] `docker compose down` cleanly stops everything
## Pitfalls
- **Volume mount permissions**: Linux containers may create files as root. Use `user:` directive or fix permissions.
- **Port conflicts**: Check for services already using same ports on host
- **Docker Desktop vs CLI**: `docker compose` (v2) vs `docker-compose` (v1). Use v2.
- **WSL path mounts**: Use `/mnt/c/...` paths when mounting Windows dirs from WSL
- **Named volumes vs bind mounts**: Named volumes persist across rebuilds; bind mounts reflect host changes immediately
## See Also
- `create-r-dockerfile` - create Dockerfile compose references
- `containerize-mcp-server` - compose config for MCP servers
- `optimize-docker-build-cache` - speed up compose builds
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