Active-active setups are fascinating

Arpit Bhayani

Arpit Bhayani

Oct 31, 2025 • 2 min read


Active-active setups are fascinating. They are used when we can’t afford downtime under heavy write loads spanning multiple sites. The idea is simple: multiple machines actively handle incoming writes.

This is common in global services that serve users across regions with low latency and shared data. Sounds great on paper - high availability, load distribution, no single point of failure. But in practice, active-active setups are challenging.

  1. Data Consistency is Hard

When both sites process writes simultaneously, conflicts happen. What if two users update the same record in different locations at nearly the same time? We need conflict-resolution strategies. Never simple.

Most teams end up choosing between strong consistency (which kills performance) or eventual consistency (which the app must handle gracefully).

  1. Network Partitions are Brutal

If the link between active sites goes down, both sides think they’re the only ones alive. This “split-brain” scenario causes painful data divergence. You’ll need fencing mechanisms and quorum systems. Both add complexity and potential failure points.

  1. Synchronization Overhead

Replicating every write across sites adds latency and eats bandwidth. Performance takes a hit, especially for write-heavy workloads. Geographic distance makes it worse - physics is undefeated when it comes to network latency.

  1. Operational Complexity

Apart from everything else, monitoring doubles, deployments get trickier, and debugging means stitching logs from multiple locations.

Active-active setups can absolutely be worth it - just go in with your eyes open. But, if you don’t need it, don’t even think about it.

Hope this helps.

Arpit Bhayani

Principal Engineer II at Razorpay - building Agent Studio, Ex-staff engg at GCP Memorystore & Dataproc, Creator of DiceDB, ex-Amazon Fast Data, ex-Director of Engg. SRE and Data Engineering at Unacademy. I spark engineering curiosity through my no-fluff engineering videos on YouTube and my courses