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Scaling Ruby on Rails Monoliths to 50M+ Monthly Background Jobs with Sidekiq & Postgres Partitioning

Architectural blueprint for scaling Rails 7+ applications under extreme throughput, optimizing ActiveRecord query bottlenecks, and managing Redis connection pools.

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September 24, 2026
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2 MIN READ
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THROUGHOUT ARCHITECTURE POD

Scaling Ruby on Rails Monoliths to 50M+ Monthly Background Jobs with Sidekiq & Postgres Partitioning

Scaling Ruby on Rails Monoliths to 50M+ Monthly Background Jobs with Sidekiq & Postgres Partitioning

The Modern Rails Monolith at Scale

For high-velocity startups and scaling enterprises, Ruby on Rails remains one of the most productive and resilient application frameworks in existence. However, as background workloads surpass tens of millions of asynchronous events per month, standard Rails configurations begin to experience latency spikes, Redis queue degradation, and PostgreSQL connection starvation.

In this architectural guide, Throughout Technologies' engineering team breaks down the exact patterns we use to scale production Rails 7+ applications to 50M+ monthly jobs with zero downtime.


1. Redis Connection Pooling & Sidekiq Queue Sharding

When running hundreds of concurrent Sidekiq workers across multiple container instances, sharing a single Redis instance creates lock contention and network saturation.

# config/initializers/sidekiq.rb
Sidekiq.configure_server do |config|
  config.redis = {
    url: ENV.fetch("REDIS_URL"),
    size: ENV.fetch("SIDEKIQ_CONCURRENCY", 25).to_i + 5,
    network_timeout: 5
  }
end

Key Architectural Rules:

  • Separate Redis Instances: Use dedicated Redis clusters for caching vs. Sidekiq queue state.
  • Priority Queue Partitioning: Segregate critical transactional jobs (e.g., Stripe webhooks, auth emails) from heavy bulk ETL tasks.
  • Sidekiq Enterprise Batches: Group asynchronous tasks into monitored batch operations with atomic success callbacks.

2. PostgreSQL Table Partitioning for High-Volume Event Tables

ActiveRecord queries on multi-million row tables can degrade rapidly without declarative range partitioning:

CREATE TABLE audit_logs (
    id BIGSERIAL,
    tenant_id VARCHAR(64) NOT NULL,
    action VARCHAR(255) NOT NULL,
    created_at TIMESTAMPTZ NOT NULL,
    PRIMARY KEY (id, created_at)
) PARTITION BY RANGE (created_at);

By partitioning audit logs, webhooks, and telemetry tables by month, PostgreSQL eliminates full table scans and keeps index sizes well within RAM limits.


3. Conclusion & Takeaways

Scaling Ruby on Rails does not require prematurely breaking into complex microservices. With clean modular boundaries, optimized Sidekiq worker pools, and PostgreSQL partitioning, a single Rails monolith can effortlessly scale to handle global enterprise traffic with minimal operational overhead.

PUBLISHED BY THROUGHOUT TECHNOLOGIES ENGINEERING
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