Exchange rate limiting & backoff strategy package
YAML config templates for Binance, Kraken, Coinbase, Bybit + decision checklist + 429 logging schema. Know when you're being rate-limited before your bot crashes.
FreeJan 27, 2026
DownloadFrom this article
Browse allWhat you get
4 production-ready files:
rate-limit-config-template.yaml - Production configs
- Settings for Binance, Kraken, Coinbase, Bybit, FTX, Deribit
- Multiple strategies: fixed-window, leaky-bucket, token-bucket
- Safe defaults: limits, window sizes, backoff, jitter
- Respect Retry-After header (critical for avoiding bans)
rate-limit-decision-checklist.md - Pre-deployment checklist
- How to detect rate limiting vs actual errors (they feel the same)
- Burst test procedures (know your limits before prod)
- Circuit breaker logic (stop hammering if already limited)
- Exchange-specific quirks (Kraken vs Binance are different)
- Common gotchas (timing window wrong, ignoring jitter)
rate-limit-429-logging-schema.json - Structured logging
- JSON schema with 20+ fields for queryable 429 errors
- Fields: timestamp, exchange, endpoint, retry_count, wait_duration_ms, jitter_applied_ms
- Integrates with Datadog, Axiom, CloudWatch
- Know which exchanges are banning you most
README.md - Setup notes
- Quick start (integrate in 10 minutes)
- Backoff formula comparison (fixed vs exponential vs leaky bucket)
- Integration code (Python pseudocode for any bot)
- Troubleshooting (still hitting 429? Check this first)
- Exchange comparison table (limits, windows, Retry-After behavior)
How to use
- Download the package
- Copy
rate-limit-config-template.yamlinto your bot config - Customize for your exchanges (copy the right exchange section)
- Run through the checklist before deploying to production
- Integrate logging using the schema provided
- Monitor the logs to catch bans early
What this solves
This package is for production operators:
- Stops rate limiting from turning into retry storms
- Makes limiter decisions visible in logs
- Gives you a checklist you can run during an incident
Real-world example
yaml
# Without this config:
# - Your bot hits Binance 1,500 times/min (limit is 1,200)
# - Instant 429 ban (IP blacklisted for 10+ minutes)
# - All other trading bots on your server also blocked
# With this config:
rate_limits:
binance:
limit: 1200
window_seconds: 60
backoff: exponential
max_wait_seconds: 30
jitter_enabled: true
# Your bot respects the limit and never hits rate limitingWhen you need this
- You're building crypto trading bots or automation that hits exchange APIs
- You've hit 429 bans in production and lost money/time
- You need to detect rate limiting before cascading failures
- You have multiple bots on the same server (IP sharing)
- You want a shared backoff strategy across your team
- You're going from dev to production and need safety guardrails
Exchange quick reference
| Exchange | Limit | Window | Respect Retry-After | Ban Duration |
|---|---|---|---|---|
| Binance | 1200 | 60s | Always | 10+ min (IP) |
| Kraken | 15 | 15s | Yes (varies) | Gradual |
| Coinbase | 10 | 1s | Yes (HTTP header) | N/A (no IP ban) |
| Bybit | 600 | 60s | Yes (custom header) | 5+ min |
| FTX | 30 | 1s | Yes | 5 min |
Related resources
- Why most crypto trading bots fail (and how to build one that actually works)
- Exchange API bans: how to prevent them
- Timestamp drift: the silent cause of signature errors
- Backoff + jitter: the simplest reliability win
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Canonical: https://matrixtrak.com/resources/exchange-rate-limiting-package