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GridFix Labs Reference Series | Cloud & Software-Defined
Microservices Latency (IPC)
The Cost of Distributed Intelligence
GridFix Technical Team Last Updated: January 31, 2026 13 min read Read
Verified by Engineering
The Monolith vs. Microservice Tax
In a monolith, calling Method B from Method A is a function call on the stack. In a microservice, that same call involves:
- Serialization (JSON/Binary).
- The TCP Handshake (or connection reuse).
- Network propagation.
- Deserialization at the target.
Serialization Overhead
JSON (REST)
SerializeTransmit (256B)Parse
Protobuf (gRPC)
SerializeTransmit (64B)Parse
The 'Sidecar' Tax
Modern platforms like Istio or Linkerd use Sidecar Proxies (Envoy) to handle security and observability. While powerful, every request now hops through two extra proxies (the source sidecar and destination sidecar).
In high-concurrency systems, this adds 1-3ms of latency per hop. In a deep microservice call chain (e.g., 5 services deep), the sidecar latency can exceed the actual business logic time.
Conclusion
Distributed systems are systems of tradeoffs. To build a high-performance cloud application, you must account for the microseconds lost in translation and the milliseconds lost in flight.
Engineering Knowledge Expansion
Technical Standards & References
REF [1]
Chris Richardson (2018)
Microservices Patterns
Published: Manning Publications
Mathematical models derived from standard engineering protocols. Not for human safety critical systems without redundant validation.