feature-flags-and-progressive-delivery

name	Feature Flags and Progressive Delivery
description	The agent implements feature flag systems for trunk-based development, canary releases, and A/B testing. Use when implementing gradual rollouts, kill switches, or experiment-driven development.
category	devops

Feature Flags and Progressive Delivery

Purpose

Feature flags (also known as feature toggles) are a core BigTech practice that enables:

• Trunk-based development without breaking production
• Canary releases and gradual rollouts
• A/B testing and experimentation
• Kill switches for instant production rollbacks
• User targeting for beta features

Google, Netflix, Meta, and Amazon all use feature flags extensively to achieve continuous deployment with minimal risk.

Features

Feature	Description	Use Case
Boolean Flags	Simple on/off toggles	Feature enable/disable
Multivariate Flags	Multiple values per flag	A/B/n testing
Percentage Rollouts	Gradual user exposure	Canary releases
User Targeting	Rules-based targeting	Beta programs
Kill Switches	Emergency disable	Incident response
Scheduled Flags	Time-based activation	Launch coordination

Feature Flag Providers

LaunchDarkly (Enterprise)

// LaunchDarkly SDK Integration
import * as LaunchDarkly from 'launchdarkly-node-server-sdk';

const client = LaunchDarkly.init(process.env.LAUNCHDARKLY_SDK_KEY);

async function isFeatureEnabled(flagKey: string, user: LDUser): Promise<boolean> {
  await client.waitForInitialization();
  return client.variation(flagKey, user, false);
}

// Usage
const user = {
  key: 'user-123',
  email: '[e-mail]',
  custom: {
    plan: 'enterprise',
    region: 'us-east'
  }
};

if (await isFeatureEnabled('new-checkout-flow', user)) {
  // New checkout experience
} else {
  // Legacy checkout
}

Unleash (Open Source)

// Unleash SDK Integration
import { initialize, isEnabled } from 'unleash-client';

const unleash = initialize({
  url: 'https://unleash.example.com/api',
  appName: 'my-app',
  customHeaders: {
    Authorization: process.env.UNLEASH_API_TOKEN
  }
});

// Wait for ready
unleash.on('ready', () => {
  if (isEnabled('new-feature')) {
    console.log('Feature is enabled!');
  }
});

// With context
const context = {
  userId: 'user-123',
  sessionId: 'session-abc',
  remoteAddress: '192.168.1.1'
};

if (isEnabled('beta-feature', context)) {
  // Beta experience
}

Flagsmith (Open Source)

// Flagsmith SDK Integration
import Flagsmith from 'flagsmith-nodejs';

const flagsmith = new Flagsmith({
  environmentKey: process.env.FLAGSMITH_ENVIRONMENT_KEY
});

// Get flags for user
const flags = await flagsmith.getIdentityFlags('user-123', {
  plan: 'premium',
  signup_date: '2024-01-01'
});

if (flags.isFeatureEnabled('dark_mode')) {
  enableDarkMode();
}

// Get feature value
const buttonColor = flags.getFeatureValue('button_color');

Custom Feature Flag Service

// Custom Feature Flag Implementation
interface FeatureFlag {
  key: string;
  enabled: boolean;
  rolloutPercentage?: number;
  userTargeting?: TargetingRule[];
  schedule?: {
    startAt?: Date;
    endAt?: Date;
  };
}

interface TargetingRule {
  attribute: string;
  operator: 'eq' | 'neq' | 'contains' | 'in';
  value: string | string[];
}

class FeatureFlagService {
  private flags: Map<string, FeatureFlag> = new Map();

  async isEnabled(flagKey: string, context: Record<string, any>): Promise<boolean> {
    const flag = this.flags.get(flagKey);
    if (!flag) return ;

    
     (!flag.)  ;

    
     (flag.) {
       now =  ();
       (flag.. && now < flag..)  ;
       (flag.. && now > flag..)  ;
    }

    
     (flag.) {
       matches = .(flag., context);
       (!matches)  ;
    }

    
     (flag. !== ) {
       hash = .(context. || , flagKey);
       hash < flag.;
    }

     ;
  }

   (: , : ):  {
    
     combined = ;
     hash = ;
     ( i = ; i < combined.; i++) {
      hash = ((hash << ) - hash) + combined.(i);
      hash = hash & hash;
    }
     .(hash % );
  }

   (: [], : <, >):  {
     rules.( {
       value = context[rule.];
       (rule.) {
         :  value === rule.;
         :  value !== rule.;
         :  (value).((rule.));
         :  .(rule.) && rule..(value);
        :  ;
      }
    });
  }
}

Framework Integration

React/Next.js

// React Feature Flag Provider
import { createContext, useContext, useEffect, useState } from 'react';

interface FeatureFlagContextType {
  isEnabled: (flag: string) => boolean;
  getValue: (flag: string) => any;
  loading: boolean;
}

const FeatureFlagContext = createContext<FeatureFlagContextType | null>(null);

export function FeatureFlagProvider({ children, userId }: {
  children: React.ReactNode;
  userId: string;
}) {
  const [flags, setFlags] = useState<Record<string, any>>({});
  const [loading, setLoading] = useState(true);

  useEffect(() => {
    async function loadFlags() {
      const response = await fetch(`/api/flags?userId=${userId}`);
      const data = await response.json();
      (data);
      ();
    }
    ();
  }, [userId]);

   value = {
    :  (flags[flag]?.),
    :  flags[flag]?.,
    loading
  };

   (
    
  );
}


  () {
   context = ();
   (!context)   ();
   {
    : context.(flagKey),
    : context.(flagKey),
    : context.
  };
}


 () {
   { enabled, loading } = ();

   (loading)  ;
   (!enabled)  ;

   ;
}

Node.js/Express Middleware

// Express Feature Flag Middleware
import { Request, Response, NextFunction } from 'express';

declare global {
  namespace Express {
    interface Request {
      featureFlags: {
        isEnabled: (flag: string) => Promise<boolean>;
        getValue: (flag: string) => Promise<any>;
      };
    }
  }
}

export function featureFlagMiddleware(flagService: FeatureFlagService) {
  return async (req: Request, res: Response, next: NextFunction) => {
    const context = {
      userId: req.user?.id,
      userAgent: req.headers['user-agent'],
      ip: req.ip,
      ...req.user
    };

    req.featureFlags = {
      :  flagService.(flag, context),
      :  flagService.(flag, context)
    };

    ();
  };
}


app.(,  (req, res) => {
   ( req..()) {
     (req, res);
  }
   (req, res);
});

Python/FastAPI

# FastAPI Feature Flag Integration
from fastapi import FastAPI, Depends, Request
from functools import lru_cache
import httpx

app = FastAPI()

class FeatureFlagClient:
    def __init__(self, base_url: str, api_key: str):
        self.base_url = base_url
        self.api_key = api_key
        self._cache = {}

    async def is_enabled(self, flag: str, context: dict = None) -> bool:
        cache_key = f"{flag}:{hash(frozenset(context.items()) if context else '')}"
        if cache_key in self._cache:
            return self._cache[cache_key]

        async with httpx.AsyncClient() as client:
            response = await client.post(
                f"{self.base_url}/api/flags/{flag}/evaluate",
                json={"context": context or {}},
                headers={"Authorization": f"Bearer {self.api_key}"}
            )
            result = response.json().get(, )
            ._cache[cache_key] = result
             result


 ():
     FeatureFlagClient(
        base_url=os.environ[],
        api_key=os.environ[]
    )

  ():
     client


  ():
      flags.is_enabled(, {: }):
         {: }
     {: }

Rollout Strategies

Percentage Rollout (Canary)

# Gradual rollout configuration
feature: new-payment-flow
rollout:
  - percentage: 1
    duration: 1d
    metrics:
      - error_rate < 0.1%
      - latency_p99 < 500ms
  - percentage: 10
    duration: 2d
  - percentage: 50
    duration: 3d
  - percentage: 100
    duration: stable

Ring-based Deployment

// Ring-based rollout
enum DeploymentRing {
  INTERNAL = 0,      // Employee testing
  EARLY_ADOPTERS = 1, // Opt-in beta users
  CANARY = 2,        // 1% of users
  PRODUCTION = 3     // 100% of users
}

async function getUserRing(userId: string): Promise<DeploymentRing> {
  const user = await getUser(userId);

  if (user.isEmployee) return DeploymentRing.INTERNAL;
  if (user.betaOptIn) return DeploymentRing.EARLY_ADOPTERS;

  // Canary: first 1% based on user ID hash
  const hash = hashUserId(userId);
  if (hash < 1) return DeploymentRing.CANARY;

  return DeploymentRing.PRODUCTION;
}

Best Practices

1. Flag Lifecycle Management

// Flag metadata for lifecycle tracking
interface FlagMetadata {
  key: string;
  owner: string;
  createdAt: Date;
  expectedRemovalDate: Date;
  type: 'release' | 'experiment' | 'ops' | 'permission';
  status: 'active' | 'deprecated' | 'removed';
  jiraTicket?: string;
}

// Automated cleanup alerts
async function auditStaleFlags() {
  const flags = await getAllFlags();
  const stale = flags.filter(f =>
    f.status === 'active' &&
    f.expectedRemovalDate < new Date()
  );

  for (const flag of stale) {
    await notifyOwner(flag.owner, `Flag ${flag.key} is past removal date`);
  }
}

2. Testing with Feature Flags

// Test utilities for feature flags
class TestFeatureFlagService extends FeatureFlagService {
  private overrides: Map<string, boolean> = new Map();

  override(flagKey: string, enabled: boolean): void {
    this.overrides.set(flagKey, enabled);
  }

  clearOverrides(): void {
    this.overrides.clear();
  }

  async isEnabled(flagKey: string, context: Record<string, any>): Promise<boolean> {
    if (this.overrides.has(flagKey)) {
      return this.overrides.get(flagKey)!;
    }
    return super.isEnabled(flagKey, context);
  }
}

// In tests
describe('New Checkout Flow',  {
   : ;

  ( {
    flagService =  ();
  });

  (,  () => {
    flagService.(, );
     result =  (flagService);
    (result).();
  });

  (,  () => {
    flagService.(, );
     result =  (flagService);
    (result).();
  });
});

3. Flag Documentation

// Self-documenting flags
const FLAGS = {
  NEW_CHECKOUT: {
    key: 'new-checkout-flow',
    description: 'Enables the redesigned checkout experience',
    owner: 'payments-team',
    type: 'release',
    defaultValue: false,
    // Link to design doc, metrics dashboard
    references: {
      designDoc: 'https://docs.example.com/new-checkout',
      metrics: 'https://grafana.example.com/d/checkout'
    }
  }
} as const;

Anti-Patterns to Avoid

Anti-Pattern	Problem	Solution
Long-lived flags	Technical debt accumulation	Set removal dates, automate cleanup
Nested flags	Complexity explosion	Flatten flag dependencies
Flag in loops	Performance issues	Evaluate once, cache result
No default values	Runtime errors	Always provide defaults
Missing tests	Untested code paths	Test both flag states
No ownership	Orphaned flags	Assign owners, track lifecycle

Use Cases

1. Trunk-Based Development

Enable incomplete features in production without exposing to users:

// Feature under development
if (await flags.isEnabled('wip-new-editor')) {
  return <NewEditor />; // Only visible to developers
}
return <CurrentEditor />;

2. Incident Kill Switch

Instantly disable problematic features:

// Kill switch for external service
if (await flags.isEnabled('external-recommendations')) {
  recommendations = await fetchExternalRecommendations();
} else {
  recommendations = await getFallbackRecommendations();
}

3. A/B Testing

Run experiments with statistical significance:

const variant = await flags.getValue('pricing-page-variant');
// variant: 'control' | 'variant-a' | 'variant-b'
trackExperiment('pricing-page', variant, userId);
return <PricingPage variant={variant} />;

Related Skills

• devops/github-actions - CI/CD integration
• testing/comprehensive-testing - Testing flag states
• devops/observability - Monitoring rollouts
• methodology/finishing-development-branch - Branch workflow

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