Stop wrestling with configuration chaos. Start with Varlord.
Varlord is a battle-tested Python configuration management library that eliminates the pain of managing configuration from multiple sources. Born from real-world production challenges, it provides a unified, type-safe, and elegant solution for configuration management.
Every Python developer has faced these frustrating scenarios:
# Your code becomes a mess of conditionals and parsing
host = os.getenv("HOST", "127.0.0.1")
port = int(os.getenv("PORT", "8000")) # What if PORT is not a number?
debug = os.getenv("DEBUG", "false").lower() == "true" # Really?
if "--host" in sys.argv:
host = sys.argv[sys.argv.index("--host") + 1] # Error-prone parsing
# ... and it gets worse with nested configs, validation, etc."Does CLI override env? Or env overrides CLI? Wait, what about the config file? Which one wins?"
# String "true" vs boolean True vs "1" vs 1
# "8000" vs 8000
# Missing values, None handling, type errors at runtime..."I just need to change one config value. Why do I have to restart the entire service?"
"The config looks wrong, but the app starts anyway. Users report bugs 3 hours later."
One unified interface. Multiple sources. Clear priority. Built-in diagnostics.
from dataclasses import dataclass, field
from pathlib import Path
from typing import Optional
from varlord import Config, sources
@dataclass(frozen=True)
class AppConfig:
"""Application configuration with clear structure and validation."""
# Required field - must be provided
api_key: str = field(metadata={"description": "API key for authentication"})
# Optional fields with sensible defaults
host: str = field(default="127.0.0.1", metadata={"description": "Server host address"})
port: int = field(default=8000, metadata={"description": "Server port number"})
debug: bool = field(default=False, metadata={"description": "Enable debug mode"})
timeout: float = field(default=30.0, metadata={"description": "Request timeout in seconds"})
hello_message: Optional[str] = field(
default=None, metadata={"description": "Optional greeting message"}
)
def main():
# Define configuration sources with clear priority order
# Priority: CLI (highest) > User Config > App Config > System Config > Env > Defaults (lowest)
cfg = Config(
model=AppConfig,
sources=[
# System-wide configuration (lowest priority, rarely overridden)
sources.YAML("/etc/myapp/config.yaml"), # System config
# Application-level configuration
sources.JSON(Path(__file__).parent / "config.json"), # App directory
# User-specific configuration (overrides system and app configs)
sources.YAML(Path.home() / ".config" / "myapp" / "config.yaml"), # User directory
sources.TOML(Path.home() / ".myapp.toml"), # Alternative user config
# Environment variables (common in containers/CI)
sources.Env(),
sources.DotEnv(".env"), # Local development
# Command-line arguments (highest priority, for debugging/overrides)
sources.CLI(),
],
)
# One line to add comprehensive CLI management: --help, --check-variables, etc.
# This single call adds:
# - --help / -h: Auto-generated help from your model metadata
# - --check-variables / -cv: Complete configuration diagnostics
# - Automatic validation and error reporting
# - Exit handling (exits if help/cv is requested)
cfg.handle_cli_commands() # Handles --help, -cv automatically, exits if needed
# Load configuration - type-safe, validated, ready to use
app = cfg.load()
# Your application code
print(f"Starting server on {app.host}:{app.port}")
print(f"Debug: {app.debug}, Timeout: {app.timeout}s")
if __name__ == "__main__":
main()What just happened?
- β Multiple Sources, Unified Interface: System config, app config, user config, env vars, CLI - all handled the same way
- β Clear Priority: Later sources override earlier ones - no confusion
- β Automatic Type Conversion: Strings from files/env β proper types (int, bool, float)
- β Model-Driven Filtering: Each source only reads fields defined in your model
- β
Built-in Diagnostics:
--check-variablesshows exactly what's loaded from where - β Zero Boilerplate: No parsing, no type conversion code, no priority logic
Try it:
# See comprehensive configuration diagnostics
python app.py --check-variables
# or short form
python app.py -cv
# See help with all sources and priority
python app.py --help
# Run normally
python app.py --api-key your_keyThe --check-variables output shows everything:
When you run python app.py -cv, you get a comprehensive diagnostic report:
+---------------+----------+---------------+----------+-----------+
| Variable | Required | Status | Source | Value |
+---------------+----------+---------------+----------+-----------+
| api_key | Required | Missing | defaults | None |
| host | Optional | Loaded | dotenv | localhost |
| port | Optional | Loaded | dotenv | 7000 |
| debug | Optional | Loaded | dotenv | true |
| timeout | Optional | Loaded | dotenv | 20.0 |
| hello_message | Optional | Using Default | defaults | None |
+---------------+----------+---------------+----------+-----------+
Configuration Source Priority and Details:
+------------+-------------+-----------+----------------------------------------+--------+----------------+---------------+-------------+
| Priority | Source Name | Source ID | Instance | Status | Load Time (ms) | Watch Support | Last Update |
+------------+-------------+-----------+----------------------------------------+--------+----------------+---------------+-------------+
| 1 (lowest) | defaults | defaults | <Defaults(model=AppConfig)> | Active | 0.00 | No | N/A |
| 2 | yaml | yaml | <YAML(/etc/myapp/config.yaml)> | Active | 0.15 | No | N/A |
| 3 | json | json | <JSON(config.json)> | Active | 0.08 | No | N/A |
| 4 | yaml | yaml | <YAML(~/.config/myapp/config.yaml)> | Active | 0.12 | No | N/A |
| 5 | toml | toml | <TOML(~/.myapp.toml)> | Active | 0.05 | No | N/A |
| 6 | env | env | <Env(model-based)> | Active | 0.05 | No | N/A |
| 7 | dotenv | dotenv | <DotEnv(.env)> | Active | 0.03 | No | N/A |
| 8 (highest)| cli | cli | <CLI()> | Active | 0.20 | No | N/A |
+------------+-------------+-----------+----------------------------------------+--------+----------------+---------------+-------------+
Note: Later sources override earlier ones (higher priority).
β οΈ Missing required fields: api_key
Exiting with code 1. Please provide these fields and try again.
For help, run: python app.py --help
What this tells you:
- Variable Status: See which fields are required vs optional, loaded vs missing
- Source Tracking: Know exactly which source (defaults/env/cli/file) provided each value
- Priority Order: Understand the resolution chain - later sources override earlier
- Performance: Load times for each source (useful for optimization)
- Validation: Missing required fields are caught immediately with clear error messages
Key Benefits:
- π Complete Visibility: See exactly which source provides each value - no more guessing where config comes from
- π Priority Visualization: Understand the resolution order at a glance - see which source wins for each field
- β‘ Performance Metrics: Load times for each source - identify slow config sources
- π‘οΈ Validation: Missing required fields are caught before app starts - fail fast with clear errors
- π Self-Documenting: Help text generated from your model metadata - no manual documentation needed
- π― Zero Configuration:
handle_cli_commands()adds all this with one line - no boilerplate
Real-World Scenarios:
- Debugging: "Why is my app using the wrong port?" β
python app.py -cvshows port comes from env, not CLI - Onboarding: New team member runs
python app.py --helpβ sees all config options with descriptions - CI/CD: Missing required field? β
-cvshows exactly what's missing before deployment fails - Multi-Environment: See which config file (system/user/app) is actually being used
That's it. No parsing, no type conversion, no priority confusion. Just clean, type-safe configuration with built-in diagnostics.
| Problem | Varlord Solution | Impact |
|---|---|---|
| Config scattered everywhere | Unified interface for all sources | Single source of truth |
| Priority confusion | Simple rule: later sources override earlier | Predictable behavior |
| Type conversion errors | Automatic conversion with validation | Catch errors early |
| No runtime updates | Optional etcd watch for dynamic updates | Zero-downtime config changes |
| Repetitive boilerplate | Model-driven, auto-filtering | 90% less code |
| Silent failures | Built-in validation framework | Fail fast, fail clear |
- π― Model-Driven Design: Define your config once as a dataclass, and Varlord handles the rest
- π Smart Auto-Filtering: Sources automatically filter by model fields - no prefix management needed
- β‘ Zero Boilerplate: Model defaults are automatic, model is auto-injected to sources
- π‘οΈ Type Safety First: Full type hints support with automatic conversion and validation
- π Production Ready: Thread-safe, fail-safe, battle-tested in production environments
pip install varlord
# With optional features
pip install varlord[dotenv,etcd]from dataclasses import dataclass, field
from varlord import Config, sources
@dataclass(frozen=True)
class AppConfig:
host: str = field(default="127.0.0.1")
port: int = field(default=8000)
debug: bool = field(default=False)
# Create config - that's it!
cfg = Config(
model=AppConfig,
sources=[
sources.Env(), # Reads HOST, PORT, DEBUG from environment
sources.CLI(), # Reads --host, --port, --debug from CLI
],
)
app = cfg.load() # Type-safe, validated config object
print(f"Server: {app.host}:{app.port}, Debug: {app.debug}")Run it:
# Use defaults
python app.py
# Output: Server: 127.0.0.1:8000, Debug: False
# Override with env
export HOST=0.0.0.0 PORT=9000
python app.py
# Output: Server: 0.0.0.0:9000, Debug: False
# Override with CLI (highest priority)
python app.py --host 192.168.1.1 --port 8080 --debug
# Output: Server: 192.168.1.1:8080, Debug: True# Even simpler for common cases
cfg = Config.from_model(AppConfig, cli=True, dotenv=".env")
app = cfg.load()Problem: Your microservice needs config from multiple sources, and you're tired of writing parsing code.
Solution:
@dataclass(frozen=True)
class ServiceConfig:
db_host: str = field(default="localhost")
db_port: int = field(default=5432)
api_key: str = field() # Required - must be provided
log_level: str = field(default="INFO")
max_workers: int = field(default=4)
cfg = Config(
model=ServiceConfig,
sources=[
sources.Env(), # Production: from environment
sources.DotEnv(".env"), # Development: from .env file
sources.CLI(), # Override: from command line
],
)
config = cfg.load() # Validated, type-safe, ready to useBenefits:
- β
Same code works in dev (
.env), staging (env vars), and prod (env vars) - β
CLI overrides for debugging:
python service.py --log-level DEBUG - β
Type safety:
max_workersis always anint, never a string - β
Validation: Missing
api_keyfails fast with clear error
Problem: You need to change configuration without restarting the service.
Solution:
def on_config_change(new_config, diff):
print(f"Config updated: {diff}")
# Update your app's behavior based on new config
cfg = Config(
model=AppConfig,
sources=[
sources.Env(),
sources.Etcd(
host="etcd.example.com",
prefix="/app/config/",
watch=True, # Enable dynamic updates
),
],
)
store = cfg.load_store() # Returns ConfigStore for dynamic updates
store.subscribe(on_config_change)
# Thread-safe access to current config
current = store.get()Benefits:
- β Zero-downtime configuration updates
- β Thread-safe concurrent access
- β Automatic validation on updates
- β Change notifications via callbacks
Problem: Different configs for dev, staging, and production, but you want one codebase.
Solution:
# Development: .env file
# Staging: Environment variables
# Production: etcd + environment variables
cfg = Config(
model=AppConfig,
sources=[
sources.DotEnv(".env"), # Dev only (file may not exist in prod)
sources.Env(), # All environments
sources.Etcd.from_env() if os.getenv("ETCD_HOST") else None, # Prod only
sources.CLI(), # Override for debugging
],
)Benefits:
- β One codebase, multiple environments
- β Environment-specific sources automatically handled
- β Clear priority: CLI > etcd > env > .env > defaults
Problem: Your config has nested structures (database, cache, API keys, etc.).
Solution:
@dataclass(frozen=True)
class DatabaseConfig:
host: str = field(default="localhost")
port: int = field(default=5432)
name: str = field(default="mydb")
@dataclass(frozen=True)
class AppConfig:
db: DatabaseConfig = field(default_factory=DatabaseConfig)
api_key: str = field()
cache_ttl: int = field(default=3600)
cfg = Config(
model=AppConfig,
sources=[
sources.Env(), # Reads DB__HOST, DB__PORT, DB__NAME automatically
sources.CLI(), # Reads --db-host, --db-port, etc.
],
)
config = cfg.load()
# Access: config.db.host, config.db.port, config.api_keyBenefits:
- β
Automatic nested key mapping (
DB__HOSTβdb.host) - β Type-safe nested access
- β Validation at all levels
sources = [
sources.Defaults(), # From model defaults (automatic)
sources.Env(), # From environment variables
sources.CLI(), # From command-line arguments
sources.DotEnv(".env"), # From .env files
sources.YAML("config.yaml"), # From YAML files
sources.TOML("config.toml"), # From TOML files
sources.Etcd(...), # From etcd (optional)
]Later sources override earlier ones. That's it.
cfg = Config(
model=AppConfig,
sources=[
sources.Env(), # Priority 1 (lowest)
sources.CLI(), # Priority 2 (highest - overrides env)
],
)# Environment variables are strings, but Varlord converts them automatically
export PORT=9000 DEBUG=true TIMEOUT=30.5
@dataclass(frozen=True)
class Config:
port: int = 8000 # "9000" β 9000
debug: bool = False # "true" β True
timeout: float = 30.0 # "30.5" β 30.5# Your model defines what config you need
@dataclass(frozen=True)
class Config:
host: str = "127.0.0.1"
port: int = 8000
# ... only these fields
# Sources automatically filter - no prefix management needed
# Env source only reads HOST and PORT, ignores everything else
# CLI source only parses --host and --port, ignores other argsfrom varlord.validators import validate_range, validate_regex
@dataclass(frozen=True)
class Config:
port: int = field(default=8000)
host: str = field(default="127.0.0.1")
def __post_init__(self):
validate_range(self.port, min=1, max=65535)
validate_regex(self.host, r'^\d+\.\d+\.\d+\.\d+$')store = cfg.load_store() # Enable watch if sources support it
store.subscribe(lambda new_config, diff: print(f"Updated: {diff}"))
# Config updates automatically in background
# Thread-safe access: current = store.get()- π Full Documentation: https://varlord.readthedocs.io
- π Quick Start Guide: Quick Start
- π‘ Examples: Examples Directory
- π― API Reference: API Documentation
"Define once, use everywhere. Later overrides earlier. Types are automatic."
Defaults < .env < Environment < YAML/TOML < etcd < CLI
(lowest priority) (highest priority)
# Pattern 1: Simple (most common)
Config(model=AppConfig, sources=[sources.Env(), sources.CLI()])
# Pattern 2: With .env file
Config(model=AppConfig, sources=[sources.DotEnv(".env"), sources.Env(), sources.CLI()])
# Pattern 3: Dynamic updates
Config(model=AppConfig, sources=[sources.Env(), sources.Etcd(..., watch=True)])
store = cfg.load_store()
# Pattern 4: One-liner
Config.from_model(AppConfig, cli=True, dotenv=".env")Varlord is part of the Agentsmith ecosystem, battle-tested in production environments:
- β Deployed in multiple highway management companies
- β Used by securities firms and regulatory agencies
- β Handles high-throughput microservices
- β Thread-safe and production-ready
- Varlord βοΈ - Configuration management (this project)
- Routilux β‘ - Event-driven workflow orchestration
- Serilux π¦ - Flexible serialization framework
- Lexilux π - Unified LLM API client
We welcome contributions! See CONTRIBUTING.md for guidelines.
Licensed under the Apache License 2.0. See LICENSE for details.
Varlord solves configuration management once and for all:
- β Define your config as a dataclass - type-safe, validated
- β Add sources in priority order - later overrides earlier
- β
Call
load()- get a type-safe config object - β Optional: Enable dynamic updates - zero-downtime config changes
No more parsing. No more type conversion. No more priority confusion.
# Before: 50+ lines of parsing, type conversion, validation
# After: 3 lines
cfg = Config(model=AppConfig, sources=[sources.Env(), sources.CLI()])
app = cfg.load()That's the Varlord promise. π