pipecat cloud deploy and the CLI handles everything.
Prerequisites
- A Pipecat Cloud account with an active organization
- The Pipecat CLI installed and authenticated (
pipecat cloud auth login) - A Python project using uv, pip, or poetry
Quick start
- Create a
pcc-deploy.tomlin your project root:
- Deploy your agent:
- Create a build context from your project files
- Upload and build your agent image in the cloud
- Deploy the resulting image
Dockerfile requirement
Your project must include aDockerfile. If you don’t have one, see the pipecat-quickstart project for a reference, or use pipecat cloud init to scaffold a new project.
How it works
When you deploy without specifying an image, the CLI runs the following flow:- Dockerfile check — Verifies a
Dockerfileexists in your build context directory. - Build context — Creates a deterministic tarball of your project files, excluding common non-essential files (
.git,.env,__pycache__,.venv, etc.). If a.dockerignorefile exists, it is used for exclusions instead. - Cache check — Computes a content hash of your build context and checks if an identical build already exists. If so, the existing build is reused instantly.
- Upload & build — Uploads the context to cloud storage and triggers a build.
- Deploy — Once the build succeeds, deploys using the resulting image.
Build caching
Cloud builds use deterministic content hashing to enable caching. When you deploy, the CLI:- Collects all files in your build context (respecting exclusions)
- Creates a tarball with deterministic ordering and metadata
- Computes a hash of the tarball contents
Exclusion patterns
The following patterns are excluded from the build context by default:- Version control:
.git,.gitignore,.gitattributes - Python:
__pycache__,.venv,venv,*.pyc,*.pyo,*.pyd,*.so,*.egg-info - Environment and secrets:
.env,.env.*,*.pem,*.key - Testing:
.pytest_cache,.coverage,htmlcov,.tox,.nox - Type checking / linting:
.mypy_cache,.ruff_cache - IDE:
.vscode,.idea,*.swp,*.swo - OS:
.DS_Store,Thumbs.db - Build artifacts:
node_modules,dist,build - Misc:
*.log
pcc-deploy.toml:
CI/CD usage
Use the--yes flag to skip all confirmation prompts, making cloud builds suitable for automated pipelines:
- Automatically trigger a cloud build if no image is specified
- Fail with an error if no Dockerfile is found in the build context
GitHub Actions example
For more comprehensive CI/CD setup including image tagging and monorepo support, see the CI with GitHub Actions guide.
Build management
Monitor and manage your builds using thepipecat cloud build commands:
Redeploying a previous build
If you need to redeploy a previously built image, use--build-id to skip the build step:
pcc-deploy.toml:
Configuration reference
All cloud build settings inpcc-deploy.toml:
Next steps
Agent Images
Learn about base images, project structure, and custom Dockerfiles.
CI with GitHub Actions
Set up automated deployments with GitHub Actions.
Container Registries
Use your own container registry for advanced image management.
Build CLI Reference
Full reference for build management commands.