Pratik Jadhav

Experiments

Practical trials, measured outcomes, and discarded ideas.

Adaptive Retry Budgets

Proof of Concept

Evaluated jittered retry windows tied to queue saturation metrics.

Outcome: Reduced thundering-herd patterns by 19% during failover tests.

Cross-region write-through cache

Failed Hypothesis

Attempted eager replication for read-heavy services with strict freshness requirements.

Outcome: Abandoned due to higher tail latency and unnecessary write amplification.

Schema drift sentinel

Proof of Concept

Compared generated API clients against production payload samples nightly.

Outcome: Caught three silent contract regressions before user impact.