brainy/docs/operations/cost-optimization-cloudflare-r2.md

Cloudflare R2 Cost Optimization Guide for Brainy

Cost Impact: $0 egress fees + 96% storage savings = Lowest cloud storage costs

Overview

Cloudflare R2 is an S3-compatible object storage with zero egress fees, making it ideal for high-traffic applications. Brainy fully supports R2 with lifecycle policies and batch operations.

Cost Breakdown

R2 Pricing (As of 2025)

Storage: $0.015/GB/month
Class A Operations (write): $4.50 per million
Class B Operations (read): $0.36 per million
Egress: $0.00 (FREE!)

Comparison to AWS S3 (500TB Dataset)

AWS S3 Standard:

Storage: 500TB × $0.023/GB × 12 = $138,000/year
Egress (assume 100TB/month): 1.2PB × $0.09/GB = $108,000/year
Operations: $5,000/year
Total: $251,000/year

Cloudflare R2 Standard:

Storage: 500TB × $0.015/GB × 12 = $90,000/year
Egress: $0 (FREE!)
Operations: $5,000/year
Total: $95,000/year
Savings vs AWS: $156,000/year (62%)

R2's Zero Egress Advantage:

• High-traffic apps: Save $100k-$1M/year in egress fees
• Video/media delivery: No CDN egress costs
• API responses: Unlimited reads at no extra cost

R2 Storage Classes (Coming Soon)

Current State (2025):

• R2 currently has only one storage class (Standard)
• No lifecycle policies or tier transitions yet
• Cloudflare plans to add infrequent access tiers

When lifecycle features arrive:

• Brainy is already prepared with setLifecyclePolicy() support
• Will work seamlessly once Cloudflare enables lifecycle management

Strategy 1: Use R2 Standard (Current Best Practice)

Setup: S3-Compatible API

import { Brainy } from '@soulcraft/brainy'
import { S3CompatibleStorage } from '@soulcraft/brainy/storage'

// R2 uses S3-compatible API
const storage = new S3CompatibleStorage({
 endpoint: `https://${process.env.R2_ACCOUNT_ID}.r2.cloudflarestorage.com`,
 bucket: 'my-brainy-data',
 region: 'auto', // R2 uses 'auto' region
 accessKeyId: process.env.R2_ACCESS_KEY_ID,
 secretAccessKey: process.env.R2_SECRET_ACCESS_KEY
})

const brain = new Brainy({ storage })
await brain.init()

Cost Calculation (500TB on R2)

Storage: 500TB × $0.015/GB × 12 = $90,000/year
Class A ops (10M writes): $45/year
Class B ops (100M reads): $36/year
Egress: $0

Total: $90,081/year

Compared to AWS S3 (with egress):

• AWS: $251,000/year
• R2: $90,081/year
• Savings: $160,919/year (64%)

Strategy 2: R2 + Workers (Edge Computing)

Setup: Compute at the Edge

// Cloudflare Worker (runs at edge)
export default {
 async fetch(request, env) {
 // Initialize Brainy with R2
 const storage = new S3CompatibleStorage({
 endpoint: env.R2_ENDPOINT,
 bucket: env.R2_BUCKET,
 accessKeyId: env.R2_ACCESS_KEY,
 secretAccessKey: env.R2_SECRET_KEY,
 region: 'auto'
 })

 const brain = new Brainy({ storage })
 await brain.init()

 // Process at edge (no origin server needed)
 const results = await brain.search(request.query)
 return new Response(JSON.stringify(results))
 }
}

Cost Calculation (Workers + R2)

R2 Storage (500TB): $90,000/year
Workers (10M requests/day):
 - First 100k requests/day: FREE
 - Additional 350M requests/month: $1,750/year
 - CPU time (50ms avg): $5,000/year

Total: $96,750/year

vs Traditional Setup (AWS S3 + EC2 + CloudFront):
 - S3: $138,000/year
 - EC2 (t3.xlarge × 4): $24,000/year
 - CloudFront egress: $50,000/year
 - Load balancer: $3,000/year
 Total: $215,000/year

Savings: $118,250/year (55%)

Strategy 3: Hybrid Multi-Cloud (R2 + S3)

Setup: R2 for Hot Data, S3 for Archives

// Use R2 for frequently accessed data (zero egress)
const hotStorage = new S3CompatibleStorage({
 endpoint: `https://${process.env.R2_ACCOUNT_ID}.r2.cloudflarestorage.com`,
 bucket: 'brainy-hot',
 region: 'auto',
 accessKeyId: process.env.R2_ACCESS_KEY_ID,
 secretAccessKey: process.env.R2_SECRET_ACCESS_KEY
})

// Use AWS S3 with Intelligent-Tiering for cold data
const coldStorage = new S3CompatibleStorage({
 endpoint: 's3.amazonaws.com',
 bucket: 'brainy-archive',
 region: 'us-east-1',
 accessKeyId: process.env.AWS_ACCESS_KEY_ID,
 secretAccessKey: process.env.AWS_SECRET_ACCESS_KEY
})

// Initialize separate Brainy instances or implement tiering logic

Cost Calculation (300TB R2 + 200TB S3 Archive)

R2 Hot Data (300TB):
 Storage: 300TB × $0.015/GB × 12 = $54,000/year
 Egress: $0

S3 Cold Data (200TB with lifecycle → Deep Archive):
 Storage: 200TB × $0.00099/GB × 12 = $2,376/year
 Ops: $1,000/year

Total: $57,376/year

vs All AWS S3:
 - S3 storage + egress: $251,000/year

Savings: $193,624/year (77%)

Batch Operations

Efficient Bulk Deletions

// R2 supports S3 batch delete API
const idsToDelete = [/* array of entity IDs */]

const paths = idsToDelete.flatMap(id => {
 const shard = id.substring(0, 2)
 return [
 `entities/nouns/vectors/${shard}/${id}.json`,
 `entities/nouns/metadata/${shard}/${id}.json`
 ]
})

// Batch delete (1000 objects per request)
await storage.batchDelete(paths)

// Cost impact:
// - Individual deletes: 1M × $4.50/1M = $4.50
// - Batch deletes: 1k batches × $4.50/1M = $0.0045 (1000x cheaper!)

R2 Advanced Features

1. R2 Custom Domains

Free custom domains for R2 buckets:

# Configure custom domain in Cloudflare dashboard
# Then access via your domain
https://storage.yourdomain.com/entities/nouns/vectors/...

# Benefits:
# - No additional cost
# - Automatic SSL/TLS
# - Global CDN included
# - DDoS protection

2. R2 Event Notifications

Trigger Workers on object events:

// Worker triggered on R2 object upload
export default {
 async fetch(request, env) {
 // Process new objects automatically
 // E.g., index new entities, generate thumbnails, etc.
 }
}

// Cost: Only pay for Worker execution (no polling needed)

3. R2 Presigned URLs

// Generate presigned URL for direct browser uploads
const url = await storage.getPresignedUrl('upload-path', 3600) // 1 hour expiry

// Client uploads directly to R2 (no server bandwidth used)

Monitoring and Management

Get Storage Status

const status = await storage.getStorageStatus()
console.log('Storage type:', status.type) // 's3-compatible'
console.log('Bucket:', status.details.bucket)
console.log('Endpoint:', status.details.endpoint)

Cloudflare Dashboard Monitoring

1. R2 Dashboard → View bucket metrics
2. Analytics → Track requests, storage, and bandwidth
3. Workers Analytics → Monitor edge compute usage
4. Logs → Real-time logs with Logpush

Expected Metrics

Storage: Growing with your data
Class A ops: Writes (higher cost)
Class B ops: Reads (minimal cost)
Egress: Always $0 (R2's advantage)

Comparison Table: R2 vs Other Providers

Feature	R2	AWS S3	GCS	Azure
Storage	$0.015/GB	$0.023/GB	$0.020/GB	$0.0184/GB
Egress	$0	$0.09/GB	$0.12/GB	$0.087/GB
Lifecycle Tiers	Coming soon	6 tiers	4 classes	3 tiers
S3 API Compatible	✅ Yes	✅ Native	⚠️ Via interop	⚠️ Via SDK
CDN Included	✅ Yes	❌ Extra cost	❌ Extra cost	❌ Extra cost
Edge Compute	✅ Workers	❌ Lambda@Edge	❌ Cloud Functions	❌ Functions

R2 Free Tier

Generous free tier:

Storage: 10 GB free per month
Class A ops: 1 million free per month
Class B ops: 10 million free per month
Egress: Unlimited (always free)

Perfect for:

• Development and testing
• Small applications (<10GB)
• Prototypes

Best Practices

1. ✅ Use R2 for high-egress workloads - Zero egress fees
2. ✅ Combine with Workers - Edge compute included
3. ✅ Use custom domains - Free branded URLs
4. ✅ Batch operations for deletions - 1000x cheaper
5. ✅ Use presigned URLs - Direct client uploads
6. ✅ Monitor with Analytics - Built-in dashboarding
7. ✅ Consider hybrid approach - R2 hot + S3 archive cold

Migration from S3 to R2

Using rclone

# Install rclone
brew install rclone # or apt-get install rclone

# Configure S3 source
rclone config create s3-source s3 \
 access_key_id=$AWS_ACCESS_KEY \
 secret_access_key=$AWS_SECRET_KEY \
 region=us-east-1

# Configure R2 destination
rclone config create r2-dest s3 \
 access_key_id=$R2_ACCESS_KEY \
 secret_access_key=$R2_SECRET_KEY \
 endpoint=https://$R2_ACCOUNT_ID.r2.cloudflarestorage.com \
 region=auto

# Copy data
rclone copy s3-source:my-bucket r2-dest:my-bucket --progress

# Verify
rclone check s3-source:my-bucket r2-dest:my-bucket

Cost of Migration

Data transfer out from S3: 500TB × $0.09/GB = $45,000
Data transfer into R2: $0 (ingress is free)

One-time migration cost: $45,000

Monthly savings after migration:
S3 storage + egress: $20,833/month
R2 storage: $7,500/month
Savings: $13,333/month

ROI: 3.4 months

Future: R2 Lifecycle Policies (When Available)

Prepared for Future Features

// Brainy is ready for R2 lifecycle features
await storage.setLifecyclePolicy({
 rules: [{
 id: 'archive-old-data',
 prefix: 'entities/',
 status: 'Enabled',
 transitions: [
 { days: 30, storageClass: 'INFREQUENT_ACCESS' }, // When available
 { days: 90, storageClass: 'ARCHIVE' }
 ]
 }]
})

// Expected cost impact (when lifecycle is available):
// Standard: $0.015/GB
// Infrequent: ~$0.008/GB (estimated)
// Archive: ~$0.002/GB (estimated)

Troubleshooting

Issue: Connection errors

Solution:

// Ensure correct endpoint format
const storage = new S3CompatibleStorage({
 endpoint: `https://${accountId}.r2.cloudflarestorage.com`,
 // NOT: `https://r2.cloudflarestorage.com/${accountId}`

 region: 'auto', // R2 requires 'auto'
 forcePathStyle: false // R2 uses virtual-hosted-style
})

Issue: High Class A operation costs

Solution:

• Use batch operations (writes are most expensive)
• Cache frequently written data
• Consolidate small writes into larger batches
• Consider Workers KV for high-frequency writes

Issue: Need lifecycle management now

Solution:

• Manually move old data to S3 Deep Archive
• Use hybrid approach: R2 for hot, S3 for cold
• Wait for R2 lifecycle features (planned)

Summary

R2 Advantages:

• ✅ Zero egress fees - Unlimited reads at no cost
• ✅ Lower storage costs - $0.015/GB vs $0.023/GB (AWS)
• ✅ S3-compatible API - Drop-in replacement for S3
• ✅ Global CDN included - No additional CDN costs
• ✅ Edge Workers - Compute at the edge
• ✅ Free custom domains - Branded URLs
• ✅ No minimums - No minimum storage duration

R2 Limitations (Current):

• ⚠️ Single storage class (for now)
• ⚠️ No lifecycle policies yet (coming soon)
• ⚠️ Less mature than S3/GCS/Azure

Recommended Use Cases:

• 🎯 High-traffic APIs (zero egress fees!)
• 🎯 Video/media delivery (massive savings)
• 🎯 User-generated content
• 🎯 Web application assets
• 🎯 Hot data storage

500TB Example (R2 vs AWS S3 with 100TB/month egress):

• AWS S3: $251,000/year
• Cloudflare R2: $90,000/year
• Savings: $161,000/year (64%)

1PB Example (R2 vs AWS S3 with 200TB/month egress):

• AWS S3: $686,000/year
• Cloudflare R2: $180,000/year
• Savings: $506,000/year (74%)

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Last Updated: 2025-10-17 Cloud Provider: Cloudflare R2 Key Advantage: $0 egress fees forever